From 7fc28ab22657d659041bca182b35ca3143e89b24 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 26 Jan 2026 12:20:36 -0600
Subject: [PATCH 001/161] Update orgs.adoc

Added Per Org Subdomain section since it is has come up multiple times recently with MCP Server and multi-IdP IAMV2 clusters
---
 modules/ROOT/pages/orgs.adoc | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/modules/ROOT/pages/orgs.adoc b/modules/ROOT/pages/orgs.adoc
index ad659fbad..ed30ef3b6 100644
--- a/modules/ROOT/pages/orgs.adoc
+++ b/modules/ROOT/pages/orgs.adoc
@@ -154,6 +154,23 @@ The Org ID will be passed in the URL depending on the placement of `{ts-query-pa
 * The `overrideOrgId` parameter may not work properly with trusted authentication (`AuthType.TrustedAuthToken`) or cookieless authentication (`AuthType.TrustedAuthTokenCookieless`), if `tokenAuthPerOrg` is already enabled on your ThoughtSpot instance.
 ====
 
+==== Per Org Subdomain
+
+[earlyAccess eaBackground]#Early Access#
+
+"Per Org Subdomain" can be requested to be enabled via a support ticket. Once this feature is turned on, every Org will automatically have a subdomain generated on the pattern: 
+
+  <org name>.<cluster name>.thoughtspot.cloud 
+
+Per Org Subdomain is used for identifying a specific Org to a login process for users who belongs to multiple Orgs on the same instance, bypassing the Org selection UI. In particular, OIDC flows for MCP Server or instances with multiple IdPs per Org can be benefit from using Per Org Subdomain.
+
+Going to the the specific subdomain for an Org will trigger a redirect to the Org's configured IdP auto-redirect to IdP is configured for the cluster. Auto-redirect to SSO IdP is a separate cluster level config that must be requested via ticket to ThoughtSpot support.
+
+[NOTE]
+====
+When using Per Org Subdomain, all org names need to be DNS friendly; otherwise, ThoughtSpot will throw errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters.
+====
+
 == Feature availability on a multi-tenant instance
 
 On an Orgs-enabled cluster, certain UI and API operations are allowed only at the cluster level. The following table lists the features and configuration operations allowed at the cluster or individual Org level.

From 1e146b0b07b0be1488198028bf3f1efdc58611f7 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 26 Jan 2026 12:25:43 -0600
Subject: [PATCH 002/161] Update embed-authentication.adoc

Added note and link about Per Org Subdomain
---
 modules/ROOT/pages/embed-authentication.adoc | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/modules/ROOT/pages/embed-authentication.adoc b/modules/ROOT/pages/embed-authentication.adoc
index ec2fdd8dc..d91ccc856 100644
--- a/modules/ROOT/pages/embed-authentication.adoc
+++ b/modules/ROOT/pages/embed-authentication.adoc
@@ -71,6 +71,11 @@ a| Do not use this method if you don’t want the SDK to redirect your entire ap
 * This authentication will fail if multifactor authentication (MFA) is enabled on your ThoughtSpot instance. Contact https://community.thoughtspot.com/customers/s/login/?ec=302&startURL=%2Fcustomers%2Fs%2Fcontactsupport[ThoughtSpot Support] for assistance.
 |=====
 
+[NOTE]
+====
+xref:orgs.adoc#per-org-subdomain[Per Org Subdomain] can be enabled to allow Orgs with different IdPs to be identified properly within the authentication flows triggered by the Visual Embed SDK.
+====
+
 == User accounts
 Many ThoughtSpot features are tied to individual user accounts with a valid email address. xref:just-in-time-provisioning.adoc[Just-In-Time Provisioning] and user management REST APIs make it easy to create and update user accounts as part of the SSO process.
 

From 6695b03c3ace8a199f2de307e51dbb49aec06659 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 26 Jan 2026 12:29:24 -0600
Subject: [PATCH 003/161] Update mcp-integration.adoc

Added note about Per Org Subdomain
---
 modules/ROOT/pages/mcp-integration.adoc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index 6b877e5ae..f2502336c 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -72,6 +72,10 @@ To secure communication between the MCP client and the ThoughtSpot instance, adm
 * Client connection configuration: +
 MCP Server integration also requires configuration on the client side, typically via a config file, to include the MCP Server addresses, credentials, and other details.
 
+[NOTE]
+====
+xref:orgs.adoc#per-org-subdomain[Per Org Subdomain] can be enabled to allow Orgs with different IdPs to be identified properly within the authentication flows. Once enabled, use the appropriate URL with the Org subdomain within the MCP Server configuration to ensure all interactions happen within the context of the desired ThoughtSpot Org.
+====
 
 === How it works
 

From e68bd1bd4f68111c76f68f246fdbb6b0d1807718 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <76986173+ShashiSubramanya@users.noreply.github.com>
Date: Thu, 29 Jan 2026 20:23:37 +0530
Subject: [PATCH 004/161] typo fixes

---
 modules/ROOT/pages/orgs.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/orgs.adoc b/modules/ROOT/pages/orgs.adoc
index ed30ef3b6..a802f7f31 100644
--- a/modules/ROOT/pages/orgs.adoc
+++ b/modules/ROOT/pages/orgs.adoc
@@ -168,7 +168,7 @@ Going to the the specific subdomain for an Org will trigger a redirect to the Or
 
 [NOTE]
 ====
-When using Per Org Subdomain, all org names need to be DNS friendly; otherwise, ThoughtSpot will throw errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters.
+When using Per Org Subdomain, all org names need to be DNS-friendly; otherwise, ThoughtSpot will return errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters.
 ====
 
 == Feature availability on a multi-tenant instance

From 4aca084e41d50d12bee0c5cbe8b55f5bf3f6e23a Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:07:21 -0600
Subject: [PATCH 005/161] Update development-and-deployment.adoc

Start of major edit
---
 modules/ROOT/pages/development-and-deployment.adoc | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index 98932ab93..d3eac93f8 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -12,8 +12,12 @@ ThoughtSpot instances act as a constantly running service, so xref:development-a
 
 ThoughtSpot provides numerous tools for building a structured deployment process, built around the link:https://docs.thoughtspot.com/cloud/latest/tml[ThoughtSpot Modeling Language (TML), window=_blank] format for representing the xref:intro-thoughtspot-objects.adoc[objects within ThoughtSpot].
 
-== Best practices
-The primary tool for structured development and deployment in ThoughtSpot is called xref:orgs.adoc[Orgs].
+== Overview
+ThoughtSpot may provision your organizatoin one or more separate *instances*, each with an individual URL. 
+
+Within a ThoughtSpot instance, the administrator of the Primary Org can create any number of logical tenants called xref:orgs.adoc[Orgs].
+
+image::./images/instances-and-orgs.png[Instances and Orgs]
 
 Each Org in ThoughtSpot can be xref:version_control.adoc[paired] to a link:https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-branches[branch, target=_blank] in a link:https://docs.github.com/en/repositories/creating-and-managing-repositories/about-repositories[Git repository, target=_blank] as a single *environment*. 
 
@@ -79,4 +83,4 @@ The exact deployment pattern chosen will depend on the design of your data wareh
 
 Starting with the 10.10.0.cl release, ThoughtSpot provides the ability to parameterize object properties using variables for each Org and publish objects directly from the Primary Org to other Orgs on a multi-tenant instance. The publishing feature [beta betaBackground]^Beta^ enables administrators to create a single main object in the Primary Org and distribute it to other Orgs within the instance.
 
-For more information, see xref:publishing-overview.adoc[Publishing content to Orgs].
\ No newline at end of file
+For more information, see xref:publishing-overview.adoc[Publishing content to Orgs].

From b4246778464e61694e09f33b71e9550e1bafc25c Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:08:04 -0600
Subject: [PATCH 006/161] instances-and-orgs.png added

---
 .../doc-images/images/instances-and-orgs.png   | Bin 0 -> 134383 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/instances-and-orgs.png

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new file mode 100644
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From b4a2ec61e238b4cf21c442fba194b8348d44d824 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:09:41 -0600
Subject: [PATCH 007/161] Updated spacing

---
 .../doc-images/images/instances-and-orgs.png  | Bin 134383 -> 134326 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/static/doc-images/images/instances-and-orgs.png b/static/doc-images/images/instances-and-orgs.png
index 88b1ac707df1dec9362b64f52e58b28cb9f664fc..bba7277239f2085cd209ac9c935d055a0de763cd 100644
GIT binary patch
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From 1513be11063091d7a12d027d8d2ec0bf0b2ea108 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:10:59 -0600
Subject: [PATCH 008/161] Delete
 static/doc-images/images/instances-and-orgs.png

---
 .../doc-images/images/instances-and-orgs.png   | Bin 134326 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 static/doc-images/images/instances-and-orgs.png

diff --git a/static/doc-images/images/instances-and-orgs.png b/static/doc-images/images/instances-and-orgs.png
deleted file mode 100644
index bba7277239f2085cd209ac9c935d055a0de763cd..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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From 4f591f7042b55a9ed32dce1ea88e694c1453fc36 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:11:26 -0600
Subject: [PATCH 009/161] New version

---
 .../doc-images/images/instances-and-orgs.png   | Bin 0 -> 134326 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/instances-and-orgs.png

diff --git a/static/doc-images/images/instances-and-orgs.png b/static/doc-images/images/instances-and-orgs.png
new file mode 100644
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From f09dd8d881af9beaf6ddd23a82ddc489189c7b1f Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:12:25 -0600
Subject: [PATCH 010/161] Delete
 static/doc-images/images/instances-and-orgs.png

---
 .../doc-images/images/instances-and-orgs.png   | Bin 134326 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 static/doc-images/images/instances-and-orgs.png

diff --git a/static/doc-images/images/instances-and-orgs.png b/static/doc-images/images/instances-and-orgs.png
deleted file mode 100644
index bba7277239f2085cd209ac9c935d055a0de763cd..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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From 864a35c2467b226082c95f802336c49986e52867 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:13:28 -0600
Subject: [PATCH 011/161] Instance and orgs diagram

---
 .../doc-images/images/instances_and_orgs.png   | Bin 0 -> 134326 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/instances_and_orgs.png

diff --git a/static/doc-images/images/instances_and_orgs.png b/static/doc-images/images/instances_and_orgs.png
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From 2f5d0b3b93e842981a7a8d7b9b07885ed87fbac7 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 4 Feb 2026 17:29:36 -0600
Subject: [PATCH 012/161] Update development-and-deployment.adoc

Start of shifting to describing modern deployment best practice
---
 .../pages/development-and-deployment.adoc     | 25 ++++++++++++++++---
 1 file changed, 22 insertions(+), 3 deletions(-)

diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index d3eac93f8..61ffcf715 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -13,15 +13,34 @@ ThoughtSpot instances act as a constantly running service, so xref:development-a
 ThoughtSpot provides numerous tools for building a structured deployment process, built around the link:https://docs.thoughtspot.com/cloud/latest/tml[ThoughtSpot Modeling Language (TML), window=_blank] format for representing the xref:intro-thoughtspot-objects.adoc[objects within ThoughtSpot].
 
 == Overview
-ThoughtSpot may provision your organizatoin one or more separate *instances*, each with an individual URL. 
+ThoughtSpot may provision your organization one or more separate *instances*, each with an individual URL. 
 
 Within a ThoughtSpot instance, the administrator of the Primary Org can create any number of logical tenants called xref:orgs.adoc[Orgs].
 
-image::./images/instances-and-orgs.png[Instances and Orgs]
+xref:orgs.adoc[Orgs] are fully separated tenants on a single ThoughtSpot instance. For TSE customers and others who need a structured development and deployment process, Orgs should always be enabled.
+
+image::./images/instances_and_orgs.png[Instances and Orgs]
+
+By setting the `xref:intro-thoughtspot-objects.adoc#object-identifiers[obj_id]` property of objects, objects in various Orgs that are related copies of one another will have the same `obj_id`, allowing for tracking related objects and updating them without concern for each object's unique GUID.
+
+=== Version Control
+*Version control* is the process of tracking changes that occur to objects in ThoughtSpot. 
+
+A single branch in Git can be used for version control of a single Org in ThoughtSpot.
+
+=== Deployment
+*Deployment* is the process of *making copies of objects* from one Org to another Org. 
+
+Deployment is used in the process of building a *release* from a *dev Org* and then deploying copies of the release objects via TML to *test*, *uat*, and eventual *prod* Orgs.
+
+In a scenario where end customer databases are single-tenanted, the final deployment step is to the *publisher* Org, updating the *Published* objects, which instantly updates the objects in every Org the objects are published to.
+
+=== Publishing
+*xref:publishing-overview.adoc[Publishing]* makes objects available in other Orgs without making copies. Variables can be set at the Org level to override the Connection and Table object details for Publishing objects when they are accessed in a specific Org.
 
 Each Org in ThoughtSpot can be xref:version_control.adoc[paired] to a link:https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-branches[branch, target=_blank] in a link:https://docs.github.com/en/repositories/creating-and-managing-repositories/about-repositories[Git repository, target=_blank] as a single *environment*. 
 
-xref:orgs.adoc[Orgs] are fully separated tenants on a single ThoughtSpot instance. For TSE customers and others who need a structured development and deployment process, Orgs should always be enabled.
+
 
 Once your environments are configured, you can xref:version_control.adoc#moving-tml-changes-between-environments[move data models and content] from the initial "dev environment" to any other environment using the xref:git-rest-api-guide.adoc[Git integration REST APIs].
 

From 522009b58e73d6d3d490ac407d7cd816b69eef92 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 5 Feb 2026 11:59:40 -0600
Subject: [PATCH 013/161] Detail of how publishing and variables work

---
 static/doc-images/images/publishing_diagram.png | Bin 0 -> 93569 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/publishing_diagram.png

diff --git a/static/doc-images/images/publishing_diagram.png b/static/doc-images/images/publishing_diagram.png
new file mode 100644
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From e8871750b1983c9ca10f503ef19c827d23d1d947 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 5 Feb 2026 15:30:39 -0600
Subject: [PATCH 014/161] multi-tenant deployment image

---
 .../images/multi_tenant_deployment.png         | Bin 0 -> 185265 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/multi_tenant_deployment.png

diff --git a/static/doc-images/images/multi_tenant_deployment.png b/static/doc-images/images/multi_tenant_deployment.png
new file mode 100644
index 0000000000000000000000000000000000000000..ea674046786c53ddbed20b4f56714fce93dfd5d5
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From a9933c524c0851f1b110ba206bd59880f66cc34b Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 5 Feb 2026 15:50:20 -0600
Subject: [PATCH 015/161] Single tenant publishing diagram

---
 .../images/single_tenant_publishing.png        | Bin 0 -> 252325 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/single_tenant_publishing.png

diff --git a/static/doc-images/images/single_tenant_publishing.png b/static/doc-images/images/single_tenant_publishing.png
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From 91e1059f4c0c718b6a8a03e1c310a567b63d73fb Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 5 Feb 2026 15:53:41 -0600
Subject: [PATCH 016/161] single tenant deployment image

---
 .../images/single_tenant_deployment.png        | Bin 0 -> 232307 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/single_tenant_deployment.png

diff --git a/static/doc-images/images/single_tenant_deployment.png b/static/doc-images/images/single_tenant_deployment.png
new file mode 100644
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From 884ab1c01008d7cddb6597875cda06e61b6b9274 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 5 Feb 2026 15:59:54 -0600
Subject: [PATCH 017/161] Update development-and-deployment.adoc

First stab at entirely replacing the previous best practices with the new ones
---
 .../pages/development-and-deployment.adoc     | 69 +++++++++++++++----
 1 file changed, 57 insertions(+), 12 deletions(-)

diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index 61ffcf715..765d13c3c 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -23,43 +23,82 @@ image::./images/instances_and_orgs.png[Instances and Orgs]
 
 By setting the `xref:intro-thoughtspot-objects.adoc#object-identifiers[obj_id]` property of objects, objects in various Orgs that are related copies of one another will have the same `obj_id`, allowing for tracking related objects and updating them without concern for each object's unique GUID.
 
+[NOTE]
+====
+ThoughtSpot does not recommend TML export and import across different versions of ThoughtSpot application because the TML syntax, supported features, and object schemas can vary between releases and can sometimes lead to compatibility issues and validation errors.
+====
+
 === Version Control
 *Version control* is the process of tracking changes that occur to objects in ThoughtSpot. 
 
 A single branch in Git can be used for version control of a single Org in ThoughtSpot.
 
+ThoughtSpot provides a GitHub-based link:https://docs.thoughtspot.com/cloud/10.15.0.cl/git-version-control[automated version control in the UI] for Liveboards and answers or a customized process can be built using the TML Export API to any Git provider.
+
+It is best to use separate branches or even repositories for the UI automated version control and direct REST API processes.
+
 === Deployment
 *Deployment* is the process of *making copies of objects* from one Org to another Org. 
 
 Deployment is used in the process of building a *release* from a *dev Org* and then deploying copies of the release objects via TML to *test*, *uat*, and eventual *prod* Orgs.
 
-In a scenario where end customer databases are single-tenanted, the final deployment step is to the *publisher* Org, updating the *Published* objects, which instantly updates the objects in every Org the objects are published to.
+The TML Export and Import APIs allow customizable release and deployment processes to integrate with any Git provider. 
+
+The standard deployment pattern for a xref:multi-tenancy-intro.adoc[multi-tenanted prod database] is shown below. RLS rules will filter the shared data models on the "prod" Org so that standard LBs and Answers only show the right data for each end customer, who are all only added as users to the "prod" Org.
+
+image::./images/multi_tenant_deployment.png[Multi-tenant Database Deployment SDLC Pattern]
+
+In a scenario where xref:single-tenant-data-models.adoc[end customer databases are single-tenanted], an Org can be created programmatically matching with the level of tenant separation, so that there is an Org representing each separate logical database.
+
+There are two techniques for managing Orgs for single-tenanted databases:
+
+ * Publishing[beta betaBackground]^Beta^
+ * Deploy to each Org using TML Import
 
 === Publishing
-*xref:publishing-overview.adoc[Publishing]* makes objects available in other Orgs without making copies. Variables can be set at the Org level to override the Connection and Table object details for Publishing objects when they are accessed in a specific Org.
 
-Each Org in ThoughtSpot can be xref:version_control.adoc[paired] to a link:https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-branches[branch, target=_blank] in a link:https://docs.github.com/en/repositories/creating-and-managing-repositories/about-repositories[Git repository, target=_blank] as a single *environment*. 
+*xref:publishing-overview.adoc[Publishing]* makes objects available in other Orgs without making copies. 
+
+Variables can be set at the Org level to override the Connection and Table object details for Publishing objects when they are accessed in a specific Org. Variables for connections and tables work with both Publishing and TML Import.
+
+image::./images/publishing_diagram.png[Publishing and Variables]
+
+With single-tenanted prod Orgs, the *Publishing* feature allows the final deployment step to import TML into the *publisher* Org, updating the *Published* objects, which instantly updates the objects in every Org the objects are published to.
+
+image::./images/single_tenant_publishing.png[Publishing to Single-Tenants]
 
+If there are structural differences within the various databases that make Publishing unviable, the TML Import process can be used to deploy unique copies of the release TML into each Org. This process may also include modifying the release TML to introduce variation into the objects that are deployed.
 
+image::./images/single_tenant_deployment.png[Individual Deployment to Single-Tenants]
 
+
+
+
+////
+Each Org in ThoughtSpot can be xref:version_control.adoc[paired] to a link:https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-branches[branch, target=_blank] in a link:https://docs.github.com/en/repositories/creating-and-managing-repositories/about-repositories[Git repository, target=_blank] as a single *environment*. 
+////
+
+////
 Once your environments are configured, you can xref:version_control.adoc#moving-tml-changes-between-environments[move data models and content] from the initial "dev environment" to any other environment using the xref:git-rest-api-guide.adoc[Git integration REST APIs].
+////
+
 
-[NOTE]
-====
-ThoughtSpot does not recommend TML export and import across different versions of ThoughtSpot application because the TML syntax, supported features, and object schemas can vary between releases and can sometimes lead to compatibility issues and validation errors.
-====
 
 ////
 If you have used ThoughtSpot for a long time and are enabling Orgs for the first time, please see xref:moving-to-orgs.adoc[moving to Orgs from single-tenant ThoughtSpot instance].
 ////
-== Standard structure of Orgs
+////
+== Typical Orgs pattern for SDLC
 When Orgs are enabled, the *Primary Org* (`org_id: 0`) should be treated as the "root" or "super-admin" Org, and all "real content" should exist on Orgs other than the Primary.
 
+Additionally, the *Primary Org* is the only Org where *Published* objects can originate, so *Primary* serves as the *Publisher* Org within SDLC flows that involve Publishing.
+
 The most basic standard configuration for separated development and deployment, with a xref:multi-tenancy-best-practices.adoc[multi-tenanted "prod" environment], has the following environments:
 
 - *Primary*: only used for administration of instance and Orgs themselves
-- *Dev*: ThoughtSpot customer internal development team builds data models and standard Liveboards and Answers
-- *Prod*: Data models and standard content are published to this environment by service account. All end customers get READ-ONLY access to data models, standard Liveboards, and Answers.
+- *dev*: ThoughtSpot customer internal development team builds data models and standard Liveboards and Answers
+- *test*: 
+- *prod*: Data models and standard content are published to this environment by service account. All end customers get READ-ONLY access to data models, standard Liveboards, and Answers.
 
 image::./images/multi-tenanted_prod_deployment.png[Multi-tenanted prod deployment model]
 
@@ -70,20 +109,23 @@ RLS filters the shared data models on the "prod" Org so that standard LBs and An
 If the production end customer data models are xref:single-tenant-data-models.adoc[single-tenanted (logical separation for each end customer)], such that a different connection is necessary), then the standard deployment involves a "release"/"pre-prod" Org and then one prod Org per end customer.
 
 image::./images/single-tenant_prod_per_customer.png[Single-tenant final deployment model]
-
+////
+////
 === Additional "typical" Orgs 
 
 - *Test*, *UAT*: Additional steps in the publishing process between Dev and Prod, for verification before changes are deployed into Prod
 - *Internal Org(s)*: Org(s) for ThoughtSpot customer's own business work, never to be shared with end customers
 - Separate *'dev' instance*: Some people want a fully separated environment for dev, especially if doing MAJOR changes, even to cluster config. Recommend there be a 'Test Org' on the 'Prod Instance' to push to first, before pushing to 'Prod'
 - Separate *regional instances*: prod per customer Orgs may extend to multiple ThoughtSpot instances in different regional cloud data centers
-
+////
 [#deploy-between-environments]
 == Deploying content between environments
 ////
 The workflow for a very simple "dev" to "prod" flow on the same environment shown here, is the same pattern for any source-to-destination environment flow:
 
 image::./images/development-deployment-process.png[Development and deployment workflow]
+////
+
 ////
 === Git deployment
 The xref:version_control.adoc[Git REST APIs] are designed for the best practice pattern of building on a Dev Org and then deploying to any number of Orgs through Prod(s).
@@ -97,9 +139,12 @@ You will need a xref:guid-mapping.adoc[GUID Mapping file] that records the `orig
 
 == Multi-tenancy and data security
 The exact deployment pattern chosen will depend on the design of your data warehouse. Please see the xref:multi-tenancy-intro.adoc[full documentation on multi-tenancy within ThoughtSpot] to determine which deployment pattern best fits your needs.
+////
 
+////
 == Publishing content to Orgs within a ThoughtSpot instance
 
 Starting with the 10.10.0.cl release, ThoughtSpot provides the ability to parameterize object properties using variables for each Org and publish objects directly from the Primary Org to other Orgs on a multi-tenant instance. The publishing feature [beta betaBackground]^Beta^ enables administrators to create a single main object in the Primary Org and distribute it to other Orgs within the instance.
 
 For more information, see xref:publishing-overview.adoc[Publishing content to Orgs].
+////

From 4ba31f6005ec629f92c53321aed0f98d14f7ee0b Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 5 Feb 2026 16:01:18 -0600
Subject: [PATCH 018/161] Update development-and-deployment.adoc

Updated heading levels
---
 modules/ROOT/pages/development-and-deployment.adoc | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index 765d13c3c..edccc5518 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -28,7 +28,7 @@ By setting the `xref:intro-thoughtspot-objects.adoc#object-identifiers[obj_id]`
 ThoughtSpot does not recommend TML export and import across different versions of ThoughtSpot application because the TML syntax, supported features, and object schemas can vary between releases and can sometimes lead to compatibility issues and validation errors.
 ====
 
-=== Version Control
+== Version Control
 *Version control* is the process of tracking changes that occur to objects in ThoughtSpot. 
 
 A single branch in Git can be used for version control of a single Org in ThoughtSpot.
@@ -37,7 +37,7 @@ ThoughtSpot provides a GitHub-based link:https://docs.thoughtspot.com/cloud/10.1
 
 It is best to use separate branches or even repositories for the UI automated version control and direct REST API processes.
 
-=== Deployment
+== Deployment
 *Deployment* is the process of *making copies of objects* from one Org to another Org. 
 
 Deployment is used in the process of building a *release* from a *dev Org* and then deploying copies of the release objects via TML to *test*, *uat*, and eventual *prod* Orgs.
@@ -55,7 +55,7 @@ There are two techniques for managing Orgs for single-tenanted databases:
  * Publishing[beta betaBackground]^Beta^
  * Deploy to each Org using TML Import
 
-=== Publishing
+== Publishing
 
 *xref:publishing-overview.adoc[Publishing]* makes objects available in other Orgs without making copies. 
 
@@ -117,10 +117,12 @@ image::./images/single-tenant_prod_per_customer.png[Single-tenant final deployme
 - *Internal Org(s)*: Org(s) for ThoughtSpot customer's own business work, never to be shared with end customers
 - Separate *'dev' instance*: Some people want a fully separated environment for dev, especially if doing MAJOR changes, even to cluster config. Recommend there be a 'Test Org' on the 'Prod Instance' to push to first, before pushing to 'Prod'
 - Separate *regional instances*: prod per customer Orgs may extend to multiple ThoughtSpot instances in different regional cloud data centers
+////
+
 ////
 [#deploy-between-environments]
 == Deploying content between environments
-////
+
 The workflow for a very simple "dev" to "prod" flow on the same environment shown here, is the same pattern for any source-to-destination environment flow:
 
 image::./images/development-deployment-process.png[Development and deployment workflow]

From 847ad68d5b5dd321164eda57281e4c0e6b39afcc Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 09:27:30 -0500
Subject: [PATCH 019/161] Update mcp-integration.adoc

Added note about token auth
---
 modules/ROOT/pages/mcp-integration.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index f2502336c..3312ee1eb 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -74,7 +74,7 @@ MCP Server integration also requires configuration on the client side, typically
 
 [NOTE]
 ====
-xref:orgs.adoc#per-org-subdomain[Per Org Subdomain] can be enabled to allow Orgs with different IdPs to be identified properly within the authentication flows. Once enabled, use the appropriate URL with the Org subdomain within the MCP Server configuration to ensure all interactions happen within the context of the desired ThoughtSpot Org.
+xref:orgs.adoc#per-org-subdomain[Per Org Subdomain] can be enabled to allow Orgs with different IdPs to be identified properly within the SAML/OIDC authentication flows. Once enabled, use the appropriate URL with the Org subdomain within the MCP Server configuration to ensure all interactions happen within the context of the desired ThoughtSpot Org. If using token authentication, the org_id is specified during the token request.
 ====
 
 === How it works

From 84ab21ade0fe4995bc48fc8c4e02d55ad90ab946 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 09:36:16 -0500
Subject: [PATCH 020/161] Update orgs.adoc

---
 modules/ROOT/pages/orgs.adoc | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/modules/ROOT/pages/orgs.adoc b/modules/ROOT/pages/orgs.adoc
index a802f7f31..4eac79de5 100644
--- a/modules/ROOT/pages/orgs.adoc
+++ b/modules/ROOT/pages/orgs.adoc
@@ -158,17 +158,22 @@ The Org ID will be passed in the URL depending on the placement of `{ts-query-pa
 
 [earlyAccess eaBackground]#Early Access#
 
-"Per Org Subdomain" can be requested to be enabled via a support ticket. Once this feature is turned on, every Org will automatically have a subdomain generated on the pattern: 
+"Per Org Subdomain" can be requested to be enabled via a support ticket. Once this feature is turned on, every Org that exists at the time will have a subdomain generated on the pattern: 
 
   <org name>.<cluster name>.thoughtspot.cloud 
 
+[NOTE]
+====
+New Orgs generated after the initial request currently require a new request to have the subdomain generated.
+====
+
 Per Org Subdomain is used for identifying a specific Org to a login process for users who belongs to multiple Orgs on the same instance, bypassing the Org selection UI. In particular, OIDC flows for MCP Server or instances with multiple IdPs per Org can be benefit from using Per Org Subdomain.
 
-Going to the the specific subdomain for an Org will trigger a redirect to the Org's configured IdP auto-redirect to IdP is configured for the cluster. Auto-redirect to SSO IdP is a separate cluster level config that must be requested via ticket to ThoughtSpot support.
+Auto-redirect to SSO IdP is a separate cluster level config that must be requested via ticket to ThoughtSpot support.
 
 [NOTE]
 ====
-When using Per Org Subdomain, all org names need to be DNS-friendly; otherwise, ThoughtSpot will return errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters.
+Prior to requestingPer Org Subdomain, all org names need to be DNS-friendly; otherwise, ThoughtSpot will return errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters. The subdomains are case-sensitive and will match the Org names case at the time of the request.
 ====
 
 == Feature availability on a multi-tenant instance

From 5332eaf51fbe0a3d92e28b8881f006b87837fe3d Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 11:27:18 -0500
Subject: [PATCH 021/161] Update trusted-authentication.adoc

Changed image and update to describe JIT with other REST API calls
---
 modules/ROOT/pages/trusted-authentication.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/trusted-authentication.adoc b/modules/ROOT/pages/trusted-authentication.adoc
index 763f21d13..9f3f6eefb 100644
--- a/modules/ROOT/pages/trusted-authentication.adoc
+++ b/modules/ROOT/pages/trusted-authentication.adoc
@@ -12,13 +12,13 @@ It is the most seamless method of single sign-on (SSO) available to embed Though
 
 Trusted authentication can also be used for back-end REST API processes that need to *impersonate* an individual user to retrieve a filtered data response. In those scenarios, you implement the token retrieval and sign-in calls directly without the browser portion.
 
-image::./images/trusted-auth-workflow.png[Trusted Authentication Workflow]
+image::./images/trusted-auth-new-1.png[Trusted Authentication Workflow]
 
 == Overview of implementation
 The trusted authentication implementation method includes the following steps:
 
 . xref:trusted-auth-secret-key.adoc[Enable Trusted authentication on ThoughtSpot] in the **Develop** > **Customizations** > **Security Settings** page. Copy the `secret_key` and place where the *token request service* can xref:trusted-auth-secret-key.adoc[securely access it].
-. Create the *xref:trusted-auth-token-request-service.adoc[token request service]*, typically a REST API endpoint in the embedding application. This service returns a login token for the user signed in by the web application.
+. Create the *xref:trusted-auth-token-request-service.adoc[token request service]*, typically a REST API endpoint in the embedding application. This service returns a login token for the user signed in by the web application. The token request service may also run other ThoughtSpot REST APIs for provisioning.
 . Include the xref:trusted-auth-sdk.adoc[Visual Embed SDK] into the embedding web application. The authentication type is defined in the `init` function. You can configure cookie-based (`AuthType.TrustedAuthToken`) or cookieless authentication (`AuthType.TrustedAuthTokenCookieless`) as per your deployment needs.
 +
 . When `init()` is called, the SDK checks if there is an existing ThoughtSpot session for the instance in the browser. If not, it will request a *login token* from either the `authEndpoint` URL specified in the SDK or the `getAuthToken` callback function.  For `authEndPoint`, specify the authentication endpoint URL from which you want to obtain the authentication token. If using `getAuthToken`, call the `getAuthToken` function to invoke your login endpoint. The login endpoint then returns a `Promise` string that resolves to an authentication token.

From 088d0f70cd693f8d5db799ad20d9a81ed9544e10 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 11:27:37 -0500
Subject: [PATCH 022/161] Add files via upload

---
 .../doc-images/images/trusted-auth-new-1.png   | Bin 0 -> 230966 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/trusted-auth-new-1.png

diff --git a/static/doc-images/images/trusted-auth-new-1.png b/static/doc-images/images/trusted-auth-new-1.png
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From 237217915bff499c3b87108870c8308fe25fce33 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 11:30:38 -0500
Subject: [PATCH 023/161] Update trusted-authentication.adoc

Added link to JIT provisioning page
---
 modules/ROOT/pages/trusted-authentication.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/trusted-authentication.adoc b/modules/ROOT/pages/trusted-authentication.adoc
index 9f3f6eefb..628b2f953 100644
--- a/modules/ROOT/pages/trusted-authentication.adoc
+++ b/modules/ROOT/pages/trusted-authentication.adoc
@@ -18,7 +18,7 @@ image::./images/trusted-auth-new-1.png[Trusted Authentication Workflow]
 The trusted authentication implementation method includes the following steps:
 
 . xref:trusted-auth-secret-key.adoc[Enable Trusted authentication on ThoughtSpot] in the **Develop** > **Customizations** > **Security Settings** page. Copy the `secret_key` and place where the *token request service* can xref:trusted-auth-secret-key.adoc[securely access it].
-. Create the *xref:trusted-auth-token-request-service.adoc[token request service]*, typically a REST API endpoint in the embedding application. This service returns a login token for the user signed in by the web application. The token request service may also run other ThoughtSpot REST APIs for provisioning.
+. Create the *xref:trusted-auth-token-request-service.adoc[token request service]*, typically a REST API endpoint in the embedding application. This service returns a login token for the user signed in by the web application. The token request service may also xref:just-in-time-provisioning.adoc[run other ThoughtSpot REST APIs for provisioning].
 . Include the xref:trusted-auth-sdk.adoc[Visual Embed SDK] into the embedding web application. The authentication type is defined in the `init` function. You can configure cookie-based (`AuthType.TrustedAuthToken`) or cookieless authentication (`AuthType.TrustedAuthTokenCookieless`) as per your deployment needs.
 +
 . When `init()` is called, the SDK checks if there is an existing ThoughtSpot session for the instance in the browser. If not, it will request a *login token* from either the `authEndpoint` URL specified in the SDK or the `getAuthToken` callback function.  For `authEndPoint`, specify the authentication endpoint URL from which you want to obtain the authentication token. If using `getAuthToken`, call the `getAuthToken` function to invoke your login endpoint. The login endpoint then returns a `Promise` string that resolves to an authentication token.

From ad6a93c969c33e3769d9fb050da0b4341d84ac47 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 11:50:07 -0500
Subject: [PATCH 024/161] Update just-in-time-provisioning.adoc

Start of restructuring to make this primary link from token request service
---
 modules/ROOT/pages/just-in-time-provisioning.adoc | 15 +++++++++++++--
 1 file changed, 13 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index 7a4d86e07..6718334a6 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -6,9 +6,20 @@
 :page-pageid: just-in-time-provisioning
 :page-description: Just-in-time provisioning using SSO
 
-ThoughtSpot can use the SSO process to create users and assign them to ThoughtSpot groups. 
+Just-in-time (JIT) provisioning in ThoughtSpot refers to creating or updating authentication and authorization at the time a user signs in to ThoughtSpot.
 
-The capabilities are the same between SAML, OIDC, and trusted authentication methods, but the implementations of each are slightly different.
+Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
+
+Due to the variety of options in ThoughtSpot, there are often several ways to accomplish JIT provisioning.
+
+All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:
+
+ - *RLS variable values*
+ - *Group assignment*
+ - *User creation*
+ - *Group creation*
+
+== RLS variable values
 
 == User creation
 Just-in-time provisioning (JIT) allows creating a user if they do not already exist at the time of SSO sign-in.

From 8fd6f77ef8b738281b1ef0e7a378dd174bd42b78 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 12:30:27 -0500
Subject: [PATCH 025/161] Update trusted-auth-token-request-service.adoc

Created a JIT Provisioning section with expanded explanation, to bring out the importance of the expanded workflows
---
 modules/ROOT/pages/trusted-auth-token-request-service.adoc | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/trusted-auth-token-request-service.adoc b/modules/ROOT/pages/trusted-auth-token-request-service.adoc
index 2207eb2ff..b69aea2c4 100644
--- a/modules/ROOT/pages/trusted-auth-token-request-service.adoc
+++ b/modules/ROOT/pages/trusted-auth-token-request-service.adoc
@@ -15,7 +15,12 @@ The `init()` function calls the *token request service* endpoint, which returns
 
 There are no requirements for how the *token request service* is built or hosted, other than being able to issue REST API commands to the ThoughtSpot instance and having access to the `secret_key`.  When using a ThoughtSpot cloud instance, the authenticator service will need outbound request access to the hosted ThoughtSpot cloud instance.
 
-Trusted authentication tokens can be requested in a way that creates users and assigns them at the time of login. Please see the full documentation of xref:just-in-time-provisioning.adoc[just-in-time provisioning] for implementation details.
+== Just-in-time (JIT) provisioning 
+Trusted authentication tokens can be requested in a way that creates users and assigns them to groups at the time of login, but this is only one aspect of just-in-time (JIT) provisioning. 
+
+Please see the full documentation of xref:just-in-time-provisioning.adoc[just-in-time provisioning] for the full set of token request and other REST APIs used to achieve your desired JIT provisioning workflow.
+
+JIT provisioning will use a combination of the `secret_key` and one or more *service accounts* with administrator privileges to issue all of the necessary REST API commands.
 
 == Quick code example
 Every web application framework has its own way of handling users, sessions, and making REST API requests to other services.

From ecde2252e164541a8fd56d68428d8a289f495e9f Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 12:39:07 -0500
Subject: [PATCH 026/161] Update trusted-auth-token-request-service.adoc

Moved the Orgs section to the very top since all embedded customers are expected to have Orgs now. Expanded explanation of how to get org_id details to the token request service
---
 .../trusted-auth-token-request-service.adoc      | 16 ++++++++++++----
 1 file changed, 12 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/trusted-auth-token-request-service.adoc b/modules/ROOT/pages/trusted-auth-token-request-service.adoc
index b69aea2c4..9b11b0772 100644
--- a/modules/ROOT/pages/trusted-auth-token-request-service.adoc
+++ b/modules/ROOT/pages/trusted-auth-token-request-service.adoc
@@ -9,12 +9,23 @@
 == Overview
 The *token request service* is the portion of the web application with access to the ThoughtSpot `xref:trusted-auth-secret-key.adoc[secret_key]` that issues the request to ThoughtSpot to generate tokens.
 
-In most cases, the *token request service* is a REST API endpoint added to the web application. Providing a REST API service allows the Visual Embed SDK to request new tokens whenever they are needed to start a new ThoughtSpot session.
+image::./images/trusted-auth-new-1.png[Trusted Authentication Workflow]
+
+In most cases, the *token request service* is a REST API endpoint added to the web application, which then calls the ThoughtSpot REST API. 
+
+Providing a REST API service within the app allows the Visual Embed SDK to request new tokens whenever they are needed to start or continue a new ThoughtSpot session.
 
 The `init()` function calls the *token request service* endpoint, which returns the *token* to the web browser, triggering the Visual Embed SDK to handle the rest of the login flow. The token request can instead happen on the back-end of the web app and the token can be embedded into the returned web page directly, but this will require a page reload if there is a need for a new token.
 
 There are no requirements for how the *token request service* is built or hosted, other than being able to issue REST API commands to the ThoughtSpot instance and having access to the `secret_key`.  When using a ThoughtSpot cloud instance, the authenticator service will need outbound request access to the hosted ThoughtSpot cloud instance.
 
+== Orgs
+Tokens are scoped to one given Org at a time. 
+
+The *token request service* will need to be aware of the `org_id` of the matching ThoughtSpot org for a given user at token request time. If there are single-tenanted Orgs rather than single "prod" Org, you'll need to build a mechanism for the token request service to know the appropriate `org_id` for a given user.
+
+The `/orgs/search` endpoint can be run by an administrator level account in the Primary Org (Org 0) to retrieve a full list of Orgs including their names and IDs. 
+
 == Just-in-time (JIT) provisioning 
 Trusted authentication tokens can be requested in a way that creates users and assigns them to groups at the time of login, but this is only one aspect of just-in-time (JIT) provisioning. 
 
@@ -149,9 +160,6 @@ V1 tokens stay valid for a length of time based on the following rules:
 
 To set a consistent five-minute expiration time, you can generate a second token to start the expiration clock for the previous login token that is sent to the user's browser.
 
-== Org-enabled clusters
-On multi-tenant clusters with xref:orgs.adoc[Orgs] enabled, tokens are scoped to one given Org at a time. The *token request service* will also need to be aware of the `org_id` of the matching ThoughtSpot org for a given user at token request time.
-
 == Revoking a token
 There is a xref:authentication.adoc#revoke-a-token[REST API for revoking a V2 Token], which could be incorporated into an additional endpoint of the *token request service* if you have concerns about the longer-lived tokens existing beyond the web application's session lifespan.
 

From eef855969b19ef96e08a699b08e42d4e290b7257 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 13:05:58 -0500
Subject: [PATCH 027/161] Update just-in-time-provisioning.adoc

First attempt at re-organizing
---
 .../ROOT/pages/just-in-time-provisioning.adoc | 76 +++++++++++++------
 1 file changed, 53 insertions(+), 23 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index 6718334a6..6831e413c 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -1,6 +1,6 @@
 = Just-in-time provisioning
 :toc: true
-:toclevels: 1
+:toclevels: 2
 
 :page-title: Just-in-time provisioning of users and groups
 :page-pageid: just-in-time-provisioning
@@ -8,10 +8,9 @@
 
 Just-in-time (JIT) provisioning in ThoughtSpot refers to creating or updating authentication and authorization at the time a user signs in to ThoughtSpot.
 
-Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
-
 Due to the variety of options in ThoughtSpot, there are often several ways to accomplish JIT provisioning.
 
+== JIT REST API provisioning (trusted authentication)
 All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:
 
  - *RLS variable values*
@@ -19,26 +18,48 @@ All of the following may be considered for JIT provisioning, using the same REST
  - *User creation*
  - *Group creation*
 
-== RLS variable values
+These can all be implemented as part of the *xref:trusted-auth-token-request-service.adoc[token request service]* in the trusted authentication pattern. 
 
-== User creation
-Just-in-time provisioning (JIT) allows creating a user if they do not already exist at the time of SSO sign-in.
+The *token request service* will need access to both the `secret_key` for the token requests and a *service account* with the appropriate administrator privileges to run the other REST API commands.
 
-Creating a new user requires the assertion containing the username, email address, display name, groups, and org details if your instance has Orgs.
+=== RLS variable values
+RLS rules can consider a user's *username*, *group membership* or *variable values*. 
 
-Users created via JIT provisioning are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
+Variable values are used as part of the xref:abac_rls-variables.adoc[ABAC via RLS variables] pattern, which allows assigning many values to multiple variables via the xref:abac_rls-variables.adoc#create-an-abac-token-request-with-variable-attributes[Custom Token request].
 
-== Group assignment
-Users can be assigned to ThoughtSpot groups via JIT as well. The list of groups should be composed of `group_name` properties, rather than `display_name`.
+There is also a direct xref:variables.adoc#_update_variable_values[variable values update REST API] for more complex or bulk updates.
+
+=== Group assignment
+Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
+
+==== Group assignment via token request
+The various token requests 
+
+The list of groups should be composed of `group_name` properties, rather than `display_name`.
 
 * JIT group assignment is a full replacement of the user's set of groups.
 * Groups that do not exist will be created during the provisioning process, but a ThoughtSpot group by default provides no access control or privileges. However, you can assign privileges to the new groups via REST API update requests.
 * Groups created via JIT provisioning will have the same group name as the one used by the `ts_groups` property in any RLS rules.
 
-== JIT provisioning and authentication token generation via REST APIs
-Both REST API V1 and V2 tokens support just-in-time provisioning of users.
+==== Group assignment via 
+
+==== Group privileges and access control via REST APIs
+
+JIT provisioning of groups does not provide the full configuration of groups or assign access control. You can use the REST APIs to create, edit, and synchronize groups with the embedding application. For more information about group privileges, see xref:api-user-management.adoc[user and group privileges].
+
+REST API calls other than *token requests* must be performed using a ThoughtSpot user account with the appropriate level of administrative privileges. For example, you could use xref:rest-api-v2-reference.adoc#_groups[REST API v2.0] or the xref:rest-api-reference.adoc#_groups_and_privileges[REST API v1] group endpoints to implement ThoughtSpot groups that are intended for use in Row Level Security (RLS) rules.
+
+For these groups, the group name must match exactly with a value in a column in the data warehouse, so the name of the group itself serves as a __data entitlement__. For more information, see xref:abac-user-parameters.adoc[Attribute-based access control].
+
+Similarly, if xref:roles.adoc[Role-based access control (RBAC)] is enabled on your instance, you must map role privileges to groups and then assign them to users.
+
+=== User creation
+Just-in-time provisioning (JIT) allows creating a user if they do not already exist at the time of SSO sign-in.
+
+Creating a new user requires the assertion containing the username, email address, display name, groups, and org details if your instance has Orgs.
+
+Users created via JIT provisioning are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
 
-=== REST API v2 (Recommended)
 Both `/api/rest/2.0/auth/token/full' and `/api/rest/2.0/auth/token/object` API endpoints allow getting an authentication token for the user being provisioned just-in-time.
 
 * The `auto_create: true` parameter enables the token for the JIT provisioning of the user.
@@ -48,35 +69,44 @@ Both `/api/rest/2.0/auth/token/full' and `/api/rest/2.0/auth/token/object` API e
 
 For more information, see xref:authentication.adoc#_just_in_time_provisioning[Just-in-time provisioning via REST v2 API].
 
+
+////
+=== JIT provisioning and authentication token generation via REST APIs
+Both REST API V1 and V2 tokens support just-in-time provisioning of users.
+
+=== REST API v2 (Recommended)
+////
+
+////
 === REST API v1
 The `/tspublic/v1/session/auth/token` API endpoint can provision a new user by setting the `autocreate` property to `true`.
 
 For more information, see xref:session-api.adoc#session-authToken[Session API].
-
+//// 
+////
 == Org IDs
 If the Orgs feature is enabled on your instance, you do need to specify the Org ID when creating a user. Org IDs are integers that are created automatically when a cluster administrator creates an Org. Administrators can get the Org IDs configured on a ThoughtSpot instance via `/tspublic/v1/org/search` or `/api/rest/2.0/orgs/search` API endpoint.
 
 To know the Org ID of your current Org, send a `GET` request to the `/tspublic/v1/session/orgs` API endpoint within the browser.
 
 For more information about Org APIs, see xref:org-manage-api.adoc[Org administration].
+////
+
+== IdP assertion provisioning
+Due to the nature of assertions returned from an IdP, the JIT provisioning capabilities are more limited. The REST APIs available within the trusted authentication workflow described above can still be used for provisioning and updates, but must be made prior to IdP assertion.
 
-== SAML SSO authentication
+In general, the IdP assertion can create a user and add them to existing ThoughtSpot groups within existing ThoughtSpot Orgs.
+
+=== SAML SSO authentication
 For SAML SSO users, you can link:https://docs.thoughtspot.com/cloud/latest/authentication-integration#_enable_saml_authentication[enable SAML authentication, window=_blank] and *Automatically add SAML users to ThoughtSpot upon first authentication*.
 
 For information about how to map `username`, `displayName`, `email`, and `orgId` properties from the IdP, see link:https://docs.thoughtspot.com/cloud/latest/authentication-integration#_configure_the_idp[Configure the IdP server for SAML authentication, window=_blank].
 
 For JIT group assignment to link:https://docs.thoughtspot.com/cloud/latest/saml-group-mapping[SAML SSO users and group mapping, window=_blank], contact ThoughtSpot Support.
 
-== OIDC authentication
+=== OIDC authentication
 OIDC SSO can be configured for JIT user creation, as the necessary properties should already be link:https://docs.thoughtspot.com/cloud/latest/oidc-configure#configure-ts[configured as part of the claims, window=_blank].
 
 JIT group assignment xref:configure-oidc.adoc#group-synchronization[can be enabled for OIDC via a support ticket].
 
-== Group privileges and access control via REST APIs
-
-JIT provisioning of groups does not provide the full configuration of groups or assign access control. You can use the REST APIs to create, edit, and synchronize groups with the embedding application. For more information about group privileges, see xref:api-user-management.adoc[user and group privileges].
 
-REST API calls other than *token requests* must be performed using a ThoughtSpot user account with the appropriate level of administrative privileges. For example, you could use xref:rest-api-v2-reference.adoc#_groups[REST API v2.0] or the xref:rest-api-reference.adoc#_groups_and_privileges[REST API v1] group endpoints to implement ThoughtSpot groups that are intended for use in Row Level Security (RLS) rules.
-For these groups, the group name must match exactly with a value in a column in the data warehouse, so the name of the group itself serves as a __data entitlement__. For more information, see xref:abac-user-parameters.adoc[Attribute-based access control].
-
-Similarly, if xref:roles.adoc[Role-based access control (RBAC)] is enabled on your instance, you must map role privileges to groups and then assign them to users.

From 8c6877b683b398adc3a71acd8e5c97ae5b21f0b6 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 13:21:39 -0500
Subject: [PATCH 028/161] Update just-in-time-provisioning.adoc

stating overall flow first now
---
 modules/ROOT/pages/just-in-time-provisioning.adoc | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index 6831e413c..40a1a4fdd 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -10,6 +10,13 @@ Just-in-time (JIT) provisioning in ThoughtSpot refers to creating or updating au
 
 Due to the variety of options in ThoughtSpot, there are often several ways to accomplish JIT provisioning.
 
+The steps to JIT provisioning are conceptually:
+
+ *  Does user exist in this Org?
+ ** If user does not exist, create user or add to Org
+ ** If user exists, update to current assignments (including group membership)
+ * Update any variable values via custom token request
+
 == JIT REST API provisioning (trusted authentication)
 All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:
 

From 18c69252804f1a1eb84a0d86fd53a5658c46150d Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 9 Mar 2026 16:44:39 -0500
Subject: [PATCH 029/161] Update just-in-time-provisioning.adoc

Closer to ideal organization - but need to test truth of a few things for exact workflow
---
 .../ROOT/pages/just-in-time-provisioning.adoc | 85 ++++++++++++-------
 1 file changed, 55 insertions(+), 30 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index 40a1a4fdd..bf59cba09 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -12,34 +12,64 @@ Due to the variety of options in ThoughtSpot, there are often several ways to ac
 
 The steps to JIT provisioning are conceptually:
 
- *  Does user exist in this Org?
- ** If user does not exist, create user or add to Org
- ** If user exists, update to current assignments (including group membership)
- * Update any variable values via custom token request
+ .  Does user exist in this Org?
+ .. If user does not exist, create user or add to Org
+ .. If user exists, update to current assignments (including group membership)
+ . Update any variable values via custom token request
 
-== JIT REST API provisioning (trusted authentication)
+= JIT REST API provisioning (trusted authentication)
 All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:
 
- - *RLS variable values*
- - *Group assignment*
- - *User creation*
- - *Group creation*
+ * *User creation or adding to Org*
+ * *Group assignment for users*
+ ** *Group creation and updates* 
+ * *RLS variable values for user*
 
 These can all be implemented as part of the *xref:trusted-auth-token-request-service.adoc[token request service]* in the trusted authentication pattern. 
 
 The *token request service* will need access to both the `secret_key` for the token requests and a *service account* with the appropriate administrator privileges to run the other REST API commands.
 
-=== RLS variable values
-RLS rules can consider a user's *username*, *group membership* or *variable values*. 
+== User creation or adding to Org
+For a login token to be requested, the user must exist in ThoughtSpot in the Org the token is being requested for.
 
-Variable values are used as part of the xref:abac_rls-variables.adoc[ABAC via RLS variables] pattern, which allows assigning many values to multiple variables via the xref:abac_rls-variables.adoc#create-an-abac-token-request-with-variable-attributes[Custom Token request].
+Creating a new user requires at minimum the username, email address, display name, and org IDs to create them in.
 
-There is also a direct xref:variables.adoc#_update_variable_values[variable values update REST API] for more complex or bulk updates.
+=== Create User and Update User REST APIs
+If you need to update a user's details, including their group membership, the simplest method:
+
+. `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user[/users/{user-identifier}/update]`: using `operation: REPLACE` option 
+.. If update returns error, `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user[/users/create]`:  
+. Request the preferred auth token for the user, without using any autocreate= options
+
+
+=== autocreate using token request
+There are several token request endpoints, each with an `autocreate=true` option for just-in-time provisioning:
+
+* `/api/rest/2.0/auth/token/full`
+* `/api/rest/2.0/auth/token/custom`
+* `/api/rest/2.0/auth/token/object` 
+
+[NOTE]
+----
+
+----
+
+* The `auto_create: true` parameter enables the token for the JIT provisioning of the user.
+* The `display_name` and `email` parameters are also required for JIT user creation.
+* If Orgs are enabled, specify the `org_id` parameter to direct ThoughtSpot to assign the user to the specified Org.
+* Specify the `group_identifiers` parameter only if you want to enable JIT group assignment. Passing `group_identifiers: []` will set the user to be assigned to *no groups*, while excluding the `group_identifiers` parameter altogether will leave the user assigned to their existing set of groups.
 
-=== Group assignment
+Users created via autocreate are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
+
+
+== Group assignment
 Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
 
-==== Group assignment via token request
+=== Group assignment via Update User REST API
+
+=== Group assignment via Update Group REST API
+
+=== Group assignment via token request
 The various token requests 
 
 The list of groups should be composed of `group_name` properties, rather than `display_name`.
@@ -48,9 +78,9 @@ The list of groups should be composed of `group_name` properties, rather than `d
 * Groups that do not exist will be created during the provisioning process, but a ThoughtSpot group by default provides no access control or privileges. However, you can assign privileges to the new groups via REST API update requests.
 * Groups created via JIT provisioning will have the same group name as the one used by the `ts_groups` property in any RLS rules.
 
-==== Group assignment via 
 
-==== Group privileges and access control via REST APIs
+
+=== Group privileges and access control via REST APIs
 
 JIT provisioning of groups does not provide the full configuration of groups or assign access control. You can use the REST APIs to create, edit, and synchronize groups with the embedding application. For more information about group privileges, see xref:api-user-management.adoc[user and group privileges].
 
@@ -60,21 +90,16 @@ For these groups, the group name must match exactly with a value in a column in
 
 Similarly, if xref:roles.adoc[Role-based access control (RBAC)] is enabled on your instance, you must map role privileges to groups and then assign them to users.
 
-=== User creation
-Just-in-time provisioning (JIT) allows creating a user if they do not already exist at the time of SSO sign-in.
 
-Creating a new user requires the assertion containing the username, email address, display name, groups, and org details if your instance has Orgs.
+== RLS variable values
+RLS rules can use a user's *username*, *group membership* or *variable values* to define a filtering clause added to all queries on a table. 
+
+Variable values are used as part of the xref:abac_rls-variables.adoc[ABAC via RLS variables] pattern, which allows assigning many values to multiple variables via the xref:abac_rls-variables.adoc#create-an-abac-token-request-with-variable-attributes[Custom Token request].
 
-Users created via JIT provisioning are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
+There is also a direct xref:variables.adoc#_update_variable_values[variable values update REST API] for more complex or bulk updates.
 
-Both `/api/rest/2.0/auth/token/full' and `/api/rest/2.0/auth/token/object` API endpoints allow getting an authentication token for the user being provisioned just-in-time.
 
-* The `auto_create: true` parameter enables the token for the JIT provisioning of the user.
-* The `display_name` and `email` parameters are also required for JIT user creation.
-* If Orgs are enabled, specify the `org_id` parameter to direct ThoughtSpot to assign the user to the specified Org.
-* Specify the `group_identifiers` parameter only if you want to enable JIT group assignment. Passing `group_identifiers: []` will set the user to be assigned to *no groups*, while excluding the `group_identifiers` parameter altogether will leave the user assigned to their existing set of groups.
 
-For more information, see xref:authentication.adoc#_just_in_time_provisioning[Just-in-time provisioning via REST v2 API].
 
 
 ////
@@ -99,19 +124,19 @@ To know the Org ID of your current Org, send a `GET` request to the `/tspublic/v
 For more information about Org APIs, see xref:org-manage-api.adoc[Org administration].
 ////
 
-== IdP assertion provisioning
+= IdP assertion provisioning
 Due to the nature of assertions returned from an IdP, the JIT provisioning capabilities are more limited. The REST APIs available within the trusted authentication workflow described above can still be used for provisioning and updates, but must be made prior to IdP assertion.
 
 In general, the IdP assertion can create a user and add them to existing ThoughtSpot groups within existing ThoughtSpot Orgs.
 
-=== SAML SSO authentication
+== SAML SSO authentication
 For SAML SSO users, you can link:https://docs.thoughtspot.com/cloud/latest/authentication-integration#_enable_saml_authentication[enable SAML authentication, window=_blank] and *Automatically add SAML users to ThoughtSpot upon first authentication*.
 
 For information about how to map `username`, `displayName`, `email`, and `orgId` properties from the IdP, see link:https://docs.thoughtspot.com/cloud/latest/authentication-integration#_configure_the_idp[Configure the IdP server for SAML authentication, window=_blank].
 
 For JIT group assignment to link:https://docs.thoughtspot.com/cloud/latest/saml-group-mapping[SAML SSO users and group mapping, window=_blank], contact ThoughtSpot Support.
 
-=== OIDC authentication
+== OIDC authentication
 OIDC SSO can be configured for JIT user creation, as the necessary properties should already be link:https://docs.thoughtspot.com/cloud/latest/oidc-configure#configure-ts[configured as part of the claims, window=_blank].
 
 JIT group assignment xref:configure-oidc.adoc#group-synchronization[can be enabled for OIDC via a support ticket].

From 4eb5432eec11b6c059fc6a843010346b9825d779 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Tue, 10 Mar 2026 09:28:03 -0500
Subject: [PATCH 030/161] Update trusted-authentication.adoc

---
 modules/ROOT/pages/trusted-authentication.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/trusted-authentication.adoc b/modules/ROOT/pages/trusted-authentication.adoc
index 628b2f953..975f3a944 100644
--- a/modules/ROOT/pages/trusted-authentication.adoc
+++ b/modules/ROOT/pages/trusted-authentication.adoc
@@ -18,7 +18,7 @@ image::./images/trusted-auth-new-1.png[Trusted Authentication Workflow]
 The trusted authentication implementation method includes the following steps:
 
 . xref:trusted-auth-secret-key.adoc[Enable Trusted authentication on ThoughtSpot] in the **Develop** > **Customizations** > **Security Settings** page. Copy the `secret_key` and place where the *token request service* can xref:trusted-auth-secret-key.adoc[securely access it].
-. Create the *xref:trusted-auth-token-request-service.adoc[token request service]*, typically a REST API endpoint in the embedding application. This service returns a login token for the user signed in by the web application. The token request service may also xref:just-in-time-provisioning.adoc[run other ThoughtSpot REST APIs for provisioning].
+. Create the *xref:trusted-auth-token-request-service.adoc[token request service]*, typically a REST API endpoint in the embedding application. This service returns a login token for the user signed in by the web application. The token request service may also xref:just-in-time-provisioning.adoc[run other ThoughtSpot REST APIs for just-in-time provisioning].
 . Include the xref:trusted-auth-sdk.adoc[Visual Embed SDK] into the embedding web application. The authentication type is defined in the `init` function. You can configure cookie-based (`AuthType.TrustedAuthToken`) or cookieless authentication (`AuthType.TrustedAuthTokenCookieless`) as per your deployment needs.
 +
 . When `init()` is called, the SDK checks if there is an existing ThoughtSpot session for the instance in the browser. If not, it will request a *login token* from either the `authEndpoint` URL specified in the SDK or the `getAuthToken` callback function.  For `authEndPoint`, specify the authentication endpoint URL from which you want to obtain the authentication token. If using `getAuthToken`, call the `getAuthToken` function to invoke your login endpoint. The login endpoint then returns a `Promise` string that resolves to an authentication token.

From 35bca424d0ae50512d013b24582fdf03f72b7987 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Tue, 10 Mar 2026 09:43:06 -0500
Subject: [PATCH 031/161] Update just-in-time-provisioning.adoc

---
 modules/ROOT/pages/just-in-time-provisioning.adoc | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index bf59cba09..a7fe8361e 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -12,10 +12,17 @@ Due to the variety of options in ThoughtSpot, there are often several ways to ac
 
 The steps to JIT provisioning are conceptually:
 
- .  Does user exist in this Org?
- .. If user does not exist, create user or add to Org
- .. If user exists, update to current assignments (including group membership)
- . Update any variable values via custom token request
+ . Does user exist in ThoughtSpot?
+ .. If user does not exist, create user
+ . Is user in this org?
+ .. If not in Org, add user to the Org
+ . Update the user's current assignments within the Org (including group membership)
+
+When using token authentication, 
+ . Update any variable values for user via token request
+ . Token is returned to Visual Embed SDK for user authentication
+
+
 
 = JIT REST API provisioning (trusted authentication)
 All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:

From 5ace4a383649622416227a9d8a5fb4d7fa4a0a63 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Tue, 10 Mar 2026 12:19:00 -0500
Subject: [PATCH 032/161] Update just-in-time-provisioning.adoc

Filling in the details of the order of operations when doing JIT
---
 .../ROOT/pages/just-in-time-provisioning.adoc | 43 ++++++++++++++-----
 1 file changed, 32 insertions(+), 11 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index a7fe8361e..fadca8741 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -16,12 +16,10 @@ The steps to JIT provisioning are conceptually:
  .. If user does not exist, create user
  . Is user in this org?
  .. If not in Org, add user to the Org
- . Update the user's current assignments within the Org (including group membership)
-
-When using token authentication, 
- . Update any variable values for user via token request
- . Token is returned to Visual Embed SDK for user authentication
+ . Update the user's current provisioning within the Org (ThoughtSpot Group membership)
+ . Update any variable values for user via token request (token authentication only)
 
+Due to nature of API responses and Org separation, the actual order of efficient steps may not follow the 
 
 
 = JIT REST API provisioning (trusted authentication)
@@ -44,10 +42,15 @@ Creating a new user requires at minimum the username, email address, display nam
 === Create User and Update User REST APIs
 If you need to update a user's details, including their group membership, the simplest method:
 
-. `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user[/users/{user-identifier}/update]`: using `operation: REPLACE` option 
-.. If update returns error, `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user[/users/create]`:  
-. Request the preferred auth token for the user, without using any autocreate= options
+. `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user[/users/{user-identifier}/update]`: within the desired Org, using `operation: REPLACE` option 
+.. If error, use `/users/{user-identifier}/update` with an Administrator service account in the Primary Org to add the user to the desired Org, with `operation: ADD` 
+... If error, user does not exist at all in ThoughtSpot. Use `/users/add` from Primary Org to create the user and place in the desired Org(s)
+.. Retry the original `/users/{user-identifier}/update` command in the desired Org
+. Request the preferred auth token for the user, without using any `autocreate=` options
+
+Any additional changes to the Groups themselves can be managed with other REST APIs described below.
 
+You could instead check for the user's state with an Org via `/users/search`, allowing skipping an unnecessary update and error pathway.
 
 === autocreate using token request
 There are several token request endpoints, each with an `autocreate=true` option for just-in-time provisioning:
@@ -58,9 +61,11 @@ There are several token request endpoints, each with an `autocreate=true` option
 
 [NOTE]
 ----
-
+`autocreate=true` creates the user (and any new groups) with default options, which may not be preferred. Using the direct `users` and `groups` endpoints allows full control of their options 
 ----
 
+The following details must be included in a request with `autocreate=true` to allow provisioning the user:
+
 * The `auto_create: true` parameter enables the token for the JIT provisioning of the user.
 * The `display_name` and `email` parameters are also required for JIT user creation.
 * If Orgs are enabled, specify the `org_id` parameter to direct ThoughtSpot to assign the user to the specified Org.
@@ -68,11 +73,28 @@ There are several token request endpoints, each with an `autocreate=true` option
 
 Users created via autocreate are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
 
-
 == Group assignment
 Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
 
 === Group assignment via Update User REST API
+The `/users/{user-identifier}/update` API can update a user's Group membership within the Org, determined by the org_id of the auth token used for the REST API request:
+
+[,json]
+----
+{
+  "operation": "ADD",
+  "group_identifiers": [
+    "New Group A"
+  ]
+}
+----
+
+You can also choose `"operation" : "REPLACE"` to reset the entire set of Groups for a user.
+
+[NOTE]
+----
+You cannot set a user's groups in an Org other than the REST API request's auth token. If you create a user from the Primary Org, any `group_identifiers` provided at that time will apply only within the Primary Org, even if you add the user to multiple Orgs in the `/users/create` request
+----
 
 === Group assignment via Update Group REST API
 
@@ -86,7 +108,6 @@ The list of groups should be composed of `group_name` properties, rather than `d
 * Groups created via JIT provisioning will have the same group name as the one used by the `ts_groups` property in any RLS rules.
 
 
-
 === Group privileges and access control via REST APIs
 
 JIT provisioning of groups does not provide the full configuration of groups or assign access control. You can use the REST APIs to create, edit, and synchronize groups with the embedding application. For more information about group privileges, see xref:api-user-management.adoc[user and group privileges].

From b657053894fb372f35fa3e7ca5477f953ae164df Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Tue, 10 Mar 2026 16:16:48 -0500
Subject: [PATCH 033/161] Update just-in-time-provisioning.adoc

all essential details and APIs necessary to actually implement full JIT
---
 .../ROOT/pages/just-in-time-provisioning.adoc | 46 +++++++++++++------
 1 file changed, 32 insertions(+), 14 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index fadca8741..c99a38895 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -25,10 +25,10 @@ Due to nature of API responses and Org separation, the actual order of efficient
 = JIT REST API provisioning (trusted authentication)
 All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:
 
- * *User creation or adding to Org*
- * *Group assignment for users*
- ** *Group creation and updates* 
- * *RLS variable values for user*
+ * User creation or adding to Org
+ * Group assignment for users
+ ** Group creation and updates
+ * RLS variable values for user
 
 These can all be implemented as part of the *xref:trusted-auth-token-request-service.adoc[token request service]* in the trusted authentication pattern. 
 
@@ -71,7 +71,7 @@ The following details must be included in a request with `autocreate=true` to al
 * If Orgs are enabled, specify the `org_id` parameter to direct ThoughtSpot to assign the user to the specified Org.
 * Specify the `group_identifiers` parameter only if you want to enable JIT group assignment. Passing `group_identifiers: []` will set the user to be assigned to *no groups*, while excluding the `group_identifiers` parameter altogether will leave the user assigned to their existing set of groups.
 
-Users created via autocreate are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
+Users created via `autocreate=true` are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
 
 == Group assignment
 Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
@@ -97,31 +97,49 @@ You cannot set a user's groups in an Org other than the REST API request's auth
 ----
 
 === Group assignment via Update Group REST API
+Because group membership is a relationship between a user and a group, you can also update the set of users within a group using the `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fgroups%2Fupdate-user-group[/groups/{group_identifier}/update]` REST API endpoint.
+
+Similarly to the user update endpoint, you can choose between three operations: `ADD`, `REPLACE`, and `REMOVE` to update only the `user_identifiers` of a group without affecting other properties:
+
+[,json]
+----
+{
+  "operation": "ADD",
+  "user_identifiers": [
+    "new.user@website.com"
+  ]
+}
+----
 
 === Group assignment via token request
-The various token requests 
+The various token requests can set or update a user's group membership when `autocreate=true` is set. However, they have slightly different behaviors:
+
+* `/auth/token/full` and `/auth/token/object` do a *full replace* of the list of groups on every token request
+* `/auth/token/custom` only assigns groups *if the user is created*
 
 The list of groups should be composed of `group_name` properties, rather than `display_name`.
 
-* JIT group assignment is a full replacement of the user's set of groups.
-* Groups that do not exist will be created during the provisioning process, but a ThoughtSpot group by default provides no access control or privileges. However, you can assign privileges to the new groups via REST API update requests.
-* Groups created via JIT provisioning will have the same group name as the one used by the `ts_groups` property in any RLS rules.
+If a group name is provided that does not match any existing group name, a new group will be created during the provisioning process.
 
+Groups created via `autocreate=true` will have identical `group_name` and `display_name` properties but will otherwise be a default ThoughtSpot group, granting no access control, privileges or roles. 
 
-=== Group privileges and access control via REST APIs
+However, you can assign privileges or make any other adjustment to the new groups via REST API `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fgroups%2Fupdate-user-group[/groups/{group_identifier}/update]` endpoint.
 
-JIT provisioning of groups does not provide the full configuration of groups or assign access control. You can use the REST APIs to create, edit, and synchronize groups with the embedding application. For more information about group privileges, see xref:api-user-management.adoc[user and group privileges].
 
-REST API calls other than *token requests* must be performed using a ThoughtSpot user account with the appropriate level of administrative privileges. For example, you could use xref:rest-api-v2-reference.adoc#_groups[REST API v2.0] or the xref:rest-api-reference.adoc#_groups_and_privileges[REST API v1] group endpoints to implement ThoughtSpot groups that are intended for use in Row Level Security (RLS) rules.
+== Group privileges and access control via REST APIs
+xref:api-user-management.adoc[Privileges] are either assigned directly to a group or part of roles if xref:roles.adoc[Role-based access control (RBAC)] is enabled on your instance.
 
-For these groups, the group name must match exactly with a value in a column in the data warehouse, so the name of the group itself serves as a __data entitlement__. For more information, see xref:abac-user-parameters.adoc[Attribute-based access control].
+Roles must be created first prior to being assigned as part of the `/groups/create` or `/groups/{group_identifier}/update` REST API request.
 
-Similarly, if xref:roles.adoc[Role-based access control (RBAC)] is enabled on your instance, you must map role privileges to groups and then assign them to users.
+Access control in ThoughtSpot is based on *link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsecurity%2Fshare-metadata[sharing content]* to groups or directly to users.
 
+Sharing requires that the group or user exist prior to calling the sharing REST API.
 
 == RLS variable values
 RLS rules can use a user's *username*, *group membership* or *variable values* to define a filtering clause added to all queries on a table. 
 
+If using `ts_groups` in a RLS Rule, the group names must match exactly with a values in a column in the data warehouse, so the name of the group itself serves as a __data entitlement__.
+
 Variable values are used as part of the xref:abac_rls-variables.adoc[ABAC via RLS variables] pattern, which allows assigning many values to multiple variables via the xref:abac_rls-variables.adoc#create-an-abac-token-request-with-variable-attributes[Custom Token request].
 
 There is also a direct xref:variables.adoc#_update_variable_values[variable values update REST API] for more complex or bulk updates.

From 8a7ab373a3d6e997144253485a61d5f220d53290 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Tue, 10 Mar 2026 18:52:04 -0500
Subject: [PATCH 034/161] Update just-in-time-provisioning.adoc

Sentence typo fixed
---
 modules/ROOT/pages/just-in-time-provisioning.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index c99a38895..f99da75be 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -19,7 +19,7 @@ The steps to JIT provisioning are conceptually:
  . Update the user's current provisioning within the Org (ThoughtSpot Group membership)
  . Update any variable values for user via token request (token authentication only)
 
-Due to nature of API responses and Org separation, the actual order of efficient steps may not follow the 
+Due to nature of API capabilities and error responses, along with restrictions around Org separation, the actual order of efficient steps may not follow the order listed above.
 
 
 = JIT REST API provisioning (trusted authentication)

From 52df95525b467137ca9e41b13a627a5516cb0dcd Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 15:38:12 -0500
Subject: [PATCH 035/161] Update development-and-deployment.adoc

Update to note
---
 modules/ROOT/pages/development-and-deployment.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index edccc5518..cf7948304 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -25,7 +25,7 @@ By setting the `xref:intro-thoughtspot-objects.adoc#object-identifiers[obj_id]`
 
 [NOTE]
 ====
-ThoughtSpot does not recommend TML export and import across different versions of ThoughtSpot application because the TML syntax, supported features, and object schemas can vary between releases and can sometimes lead to compatibility issues and validation errors.
+ThoughtSpot does not recommend TML export and import from a *newer version* of ThoughtSpot to an instance on a *previous version*, because the TML syntax, supported features, and object schemas can vary between releases and can sometimes lead to compatibility issues and validation errors.
 ====
 
 == Version Control

From b0d2b74d9a872ecf477cd2bc676bc38b47933bcc Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 15:50:16 -0500
Subject: [PATCH 036/161] Update variables.adoc

Changing from "Custom Variables" to just "Variables"
---
 modules/ROOT/pages/variables.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/variables.adoc b/modules/ROOT/pages/variables.adoc
index 0cd67412f..c6b01c109 100644
--- a/modules/ROOT/pages/variables.adoc
+++ b/modules/ROOT/pages/variables.adoc
@@ -1,4 +1,4 @@
-= Custom variables
+= Variables
 :toc: true
 :toclevels: 2
 

From 8683593557a7e4ad7de6cb12dbad8e7f5ea4b77f Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 15:50:54 -0500
Subject: [PATCH 037/161] Update nav.adoc

changed Custom Variables to just Variables
---
 modules/ROOT/pages/common/nav.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 3489b7ec9..2877977de 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -218,7 +218,7 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
 *** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
-*** link:{{navprefix}}/variables[Custom variables ^Beta^]
+*** link:{{navprefix}}/variables[Variables ^Beta^]
 *** link:{{navprefix}}/git-integration[Deploy with Git]
 **** link:{{navprefix}}/git-configuration[Configure Git integration]
 **** link:{{navprefix}}/git-api[Version Control REST APIs]

From acb419bba382e5b4b33b930c8f5418329bb1cc53 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 15:52:43 -0500
Subject: [PATCH 038/161] Update nav.adoc

CHanged back for ease of merge
---
 modules/ROOT/pages/common/nav.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 2877977de..e22ecb9d7 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -218,7 +218,7 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
 *** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
-*** link:{{navprefix}}/variables[Variables ^Beta^]
+*** link:{{navprefix}}/variables[Custom Variables ^Beta^]
 *** link:{{navprefix}}/git-integration[Deploy with Git]
 **** link:{{navprefix}}/git-configuration[Configure Git integration]
 **** link:{{navprefix}}/git-api[Version Control REST APIs]

From 3fd9947daf9cd10eb93f7ff1e91f6fb2f22607da Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 15:55:07 -0500
Subject: [PATCH 039/161] Update nav.adoc

bringing in line with main
---
 modules/ROOT/pages/common/nav.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index e22ecb9d7..f4ec4351d 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -218,7 +218,7 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
 *** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
-*** link:{{navprefix}}/variables[Custom Variables ^Beta^]
+*** link:{{navprefix}}/variables[Custom Variables]
 *** link:{{navprefix}}/git-integration[Deploy with Git]
 **** link:{{navprefix}}/git-configuration[Configure Git integration]
 **** link:{{navprefix}}/git-api[Version Control REST APIs]

From b0dc335b8d23e0ca12a48cfb8f9ef4ca789e9859 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 15:55:40 -0500
Subject: [PATCH 040/161] Update nav.adoc

---
 modules/ROOT/pages/common/nav.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index f4ec4351d..14893e920 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -218,7 +218,7 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
 *** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
-*** link:{{navprefix}}/variables[Custom Variables]
+*** link:{{navprefix}}/variables[Custom variables]
 *** link:{{navprefix}}/git-integration[Deploy with Git]
 **** link:{{navprefix}}/git-configuration[Configure Git integration]
 **** link:{{navprefix}}/git-api[Version Control REST APIs]

From fd13cc69eb469785d0d5288b1b7f7fe2129e5d6f Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 16:13:47 -0500
Subject: [PATCH 041/161] Update nav.adoc

Rearrange nave in Dev/Deployment
---
 modules/ROOT/pages/common/nav.adoc | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index b3bd8d0ee..5aa7b2171 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -227,16 +227,17 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
 *** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
-*** link:{{navprefix}}/variables[Custom variables]
-*** link:{{navprefix}}/git-integration[Deploy with Git]
-**** link:{{navprefix}}/git-configuration[Configure Git integration]
-**** link:{{navprefix}}/git-api[Version Control REST APIs]
-**** link:{{navprefix}}/guid-mapping[GUID mapping]
+*** link:{{navprefix}}/variables[Variables]
+*** link:{{navprefix}}/parameterze-metdata[Parameterize metadata]
 *** link:{{navprefix}}/deploy-with-tml-apis[Deploy with TML APIs]
 **** link:{{navprefix}}/modify-tml[TML modification]
 *** link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
-**** link:{{navprefix}}/parameterze-metdata[Parameterize metadata]
 **** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]
+*** link:{{navprefix}}/git-integration[Deploy with GitHub APIs (legacy)]
+**** link:{{navprefix}}/git-configuration[Configure Git integration]
+**** link:{{navprefix}}/git-api[Version Control REST APIs]
+**** link:{{navprefix}}/guid-mapping[GUID mapping]
+
 
 ** link:{{navprefix}}/multi-tenancy[Multi-tenancy]
 *** link:{{navprefix}}/orgs[Multi-tenancy with Orgs]

From 1dedcfc645ea2c7e18e81b3a7539182b12cbc9b6 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Wed, 11 Mar 2026 17:10:50 -0500
Subject: [PATCH 042/161] Update deploy-with-tml-apis.adoc

First start to rewriting
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index ffad32d04..8d3093b57 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -8,9 +8,21 @@
 
 When deploying embedded analytics, each organization will have defined practices for development, testing, and deployment of content to ThoughtSpot. ThoughtSpot instances act as a constantly running service, so deployment only involves publishing *ThoughtSpot content*, in the form of link:https://docs.thoughtspot.com/cloud/latest/tml[ThoughtSpot Modeling Language (TML), window=_blank] files to a given ThoughtSpot instance.
 
+The most typical pattern with ThoughtSpot involves a dev Org where content is modified by the team and then those objects are marked to form a "release" package, which then have their TML exported into a "release" branch in Git:
+image::./images/multi_tenant_deployment.png[Multi-tenant Database Deployment SDLC Pattern]
+
+The TML files in the "release" branch are then moved into other "deployment branches" via pull/merge request.
+
+Other ThoughtSpot Orgs are "deployed to" by importing TML from their designated "deployment branch".
+
+////
 ThoughtSpot has xref:version_control.adoc[Git integration] designed to automate most of the steps involved in the following process. Please see if the xref:version_control.adoc[Git integration capabilities] will work for your needs before building a process with the TML APIs directly.
 
 NOTE: Any example workflow you see within this document has been implemented and tested within the libraries available in the xref:development-and-deployment.adoc#relatedResources[Additional Resources]. We recommend that you start with these libraries and tools.
+////
+
+== Pre-requisites
+For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parametirized] with the appropriate xref:variables.adoc[variables] where necessary.
 
 == Overview
 The three steps to building an SDLC process with ThoughtSpot are:

From ab119f3605cc841834e4399114b71a17d907fd58 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 12 Mar 2026 10:12:56 -0500
Subject: [PATCH 043/161] Update nav.adoc

Make it obvious the vcs APIs only work with GitHub
---
 modules/ROOT/pages/common/nav.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 5aa7b2171..8ac64d65c 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -234,8 +234,8 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *** link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
 **** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]
 *** link:{{navprefix}}/git-integration[Deploy with GitHub APIs (legacy)]
-**** link:{{navprefix}}/git-configuration[Configure Git integration]
-**** link:{{navprefix}}/git-api[Version Control REST APIs]
+**** link:{{navprefix}}/git-configuration[Configure GitHub integration]
+**** link:{{navprefix}}/git-api[GitHub REST APIs]
 **** link:{{navprefix}}/guid-mapping[GUID mapping]
 
 

From 9e3bd236df6d0d590a43f190ebdf9b4d8200ec72 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 12 Mar 2026 10:20:30 -0500
Subject: [PATCH 044/161] Add files via upload

Version control branches image
---
 .../images/version-control-branches.png        | Bin 0 -> 262246 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/version-control-branches.png

diff --git a/static/doc-images/images/version-control-branches.png b/static/doc-images/images/version-control-branches.png
new file mode 100644
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HcmV?d00001


From 861cfbf8e5c7a3a8126014972c8ff866136b6be7 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 12 Mar 2026 10:23:38 -0500
Subject: [PATCH 045/161] Update development-and-deployment.adoc

Expanded version control section and added new diagram
---
 modules/ROOT/pages/development-and-deployment.adoc | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index cf7948304..f68ad1bfe 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -37,6 +37,12 @@ ThoughtSpot provides a GitHub-based link:https://docs.thoughtspot.com/cloud/10.1
 
 It is best to use separate branches or even repositories for the UI automated version control and direct REST API processes.
 
+When using the TML REST APIs and a Git provider, you can also implement version control branches, but they should be separate from the "deploy branches":
+
+image::./images/version-control-branches.png[version control branches diagram]
+
+It is important to have a version control branch for any "prod" Orgs with end user created content, which otherwise will not be archived in any way.
+
 == Deployment
 *Deployment* is the process of *making copies of objects* from one Org to another Org. 
 

From db388965447a3cf9e0bb17b65b5e158228091948 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 12 Mar 2026 11:15:16 -0500
Subject: [PATCH 046/161] Update deploy-with-tml-apis.adoc

---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 8d3093b57..99bee8723 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -24,6 +24,9 @@ NOTE: Any example workflow you see within this document has been implemented and
 == Pre-requisites
 For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parametirized] with the appropriate xref:variables.adoc[variables] where necessary.
 
+=== obj_id
+
+
 == Overview
 The three steps to building an SDLC process with ThoughtSpot are:
 

From 75c2aa18fd3ba6dc52d3dc86ff47d223e79adfb0 Mon Sep 17 00:00:00 2001
From: Ruchi Anand <ruchi.anand@thoughtspot.com>
Date: Thu, 12 Mar 2026 12:23:56 +0530
Subject: [PATCH 047/161] fixed

---
 scripts/Converter/index.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/Converter/index.ts b/scripts/Converter/index.ts
index 8742111e2..937460d01 100644
--- a/scripts/Converter/index.ts
+++ b/scripts/Converter/index.ts
@@ -397,7 +397,7 @@ class TypeDocParser {
         const nameNode = this.childrenNameMap[name || ''];
 
         if (hash) {
-            const hashNode = nameNode.children?.filter(
+            const hashNode = nameNode?.children?.filter(
                 (node) => node.name === hash,
             )[0];
 

From 5b950bb767b1f030006d7029a00facad1f770ceb Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 12 Mar 2026 13:17:58 -0500
Subject: [PATCH 048/161] Update deploy-with-tml-apis.adoc

Writing out all the details for obj_id that make the processes work
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 62 +++++++++++++++++++-
 1 file changed, 61 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 99bee8723..5355a5c34 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -9,6 +9,7 @@
 When deploying embedded analytics, each organization will have defined practices for development, testing, and deployment of content to ThoughtSpot. ThoughtSpot instances act as a constantly running service, so deployment only involves publishing *ThoughtSpot content*, in the form of link:https://docs.thoughtspot.com/cloud/latest/tml[ThoughtSpot Modeling Language (TML), window=_blank] files to a given ThoughtSpot instance.
 
 The most typical pattern with ThoughtSpot involves a dev Org where content is modified by the team and then those objects are marked to form a "release" package, which then have their TML exported into a "release" branch in Git:
+
 image::./images/multi_tenant_deployment.png[Multi-tenant Database Deployment SDLC Pattern]
 
 The TML files in the "release" branch are then moved into other "deployment branches" via pull/merge request.
@@ -22,10 +23,69 @@ NOTE: Any example workflow you see within this document has been implemented and
 ////
 
 == Pre-requisites
-For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parametirized] with the appropriate xref:variables.adoc[variables] where necessary.
+For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parameterized] with the appropriate xref:variables.adoc[variables] where necessary.
 
 === obj_id
+Before implementing any deployment process, you should ensure that `obj_id` is enabled on your ThoughtSpot instance. 
+
+[NOTE]
+----
+Objects are only assigned automatic `obj_id` after the first change to the object once `obj_id` is enabled on an instance. 
+----
+
+`obj_id` for an object is available in the response from `/metadata/search` REST API as `metadata_obj_id` property:
+
+[,json]
+----
+{
+    "metadata_id":"c1e4043a-4524-4fcb-a20f-9e7aff4dc972",
+    "metadata_name":"Retail Sales RAD - KPIs",
+    "metadata_type":"LIVEBOARD",
+    "metadata_obj_id":"RetailSalesRAD-KPIs-c1e4043a"
+}
+----
+The format of `obj_id` above, with the `-{startOfGUID}` portion at the end, indicates it was an auto-generated obj_id. If the property value was `null`, then it is an object that has not been updated since the feature was enabled.
+
+The `metadata/update-obj-id` REST API endpoint can change an object's `obj_id` property based on either the `metadata_id` (GUID) or the current `metadata_obj_id`:
+
+[,json]
+----
+{
+  "metadata": [
+    {
+      "metadata_identifier": "c1e4043a-4524-4fcb-a20f-9e7aff4dc972",
+      "new_obj_id": "RetailSalesRAD-KPIs"
+      
+    }
+  ]
+}
+----
+
+or 
+
+[,json]
+----
+{
+  "metadata": [
+    {
+      
+      "current_obj_id": "RetailSalesRAD-KPIs-c1e4043a",
+      "new_obj_id": "RetailSalesRAD-KPIs"
+    }
+  ]
+}
+----
+
+The request format for `metadata/update-obj-id` is an array, allowing for updating a large number of objects at once.
+
+==== Implementing obj_id in existing environments
+Once you have decided on the appropriate `obj_id` for all the objects in your dev Org, you can use any existing GUID Mapping files to update the `obj_id` values for the equivalent objects in all your other Orgs.
+
+You only have to do this process for existing objects *one time*, and from that point forward, you can update objects in any Org using TML with obj_ids rather than GUIDs.
+
+=== TML Export with obj_id and variables
 
+=== TML Import with obj_id and variables
 
 == Overview
 The three steps to building an SDLC process with ThoughtSpot are:

From 566d36dc1a995de00482c5896ea555de0181e806 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Thu, 12 Mar 2026 15:55:38 -0500
Subject: [PATCH 049/161] Update deploy-with-tml-apis.adoc

Lots of restructuring and re-organization based on obj_id capabilities vs. older GUID mapping
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 58 +++++++++++++-------
 1 file changed, 37 insertions(+), 21 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 5355a5c34..148b93799 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -22,6 +22,13 @@ ThoughtSpot has xref:version_control.adoc[Git integration] designed to automate
 NOTE: Any example workflow you see within this document has been implemented and tested within the libraries available in the xref:development-and-deployment.adoc#relatedResources[Additional Resources]. We recommend that you start with these libraries and tools.
 ////
 
+== Overview
+The three steps to building an SDLC process with ThoughtSpot are:
+
+ . *xref:linkBuildRelease[Identify objects for release]*: Determine which objects in "dev Org" should become part of the "release" package
+ . *xref:linkExportSource[Export release TML into Git]*: Downloading ThoughtSpot objects as TML files into a source control system (for example, Git)
+ . *xref:linkImportRelease[Import release]*: Importing the TML files into the new environment
+
 == Pre-requisites
 For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parameterized] with the appropriate xref:variables.adoc[variables] where necessary.
 
@@ -83,10 +90,10 @@ Once you have decided on the appropriate `obj_id` for all the objects in your de
 
 You only have to do this process for existing objects *one time*, and from that point forward, you can update objects in any Org using TML with obj_ids rather than GUIDs.
 
-=== TML Export with obj_id and variables
+== Identifying release package in dev Org
 
-=== TML Import with obj_id and variables
 
+////
 == Overview
 The three steps to building an SDLC process with ThoughtSpot are:
 
@@ -149,7 +156,8 @@ The simplest pattern is to assume that releases are built exclusively from the "
 You can use the same format for your mapping file as the xref:guid-mapping.adoc[Git deploy commits API] provided by ThoughtSpot. The most important aspect is recording the source GUID along with the GUID of the equivalent object in the destination after receiving the response from the `/metadata/tml/import` REST API call.
 
 [#linkExportSource]
-== Export source process
+////
+== TML Export with obj_id and variables
 The process for exporting TML files into source control is:
 
  . Use Metadata APIs (xref:metadata-api.adoc#metadata-list[/metadata/list] in v1 or link:{{navprefix}}/restV2-playground?apiResourceId=http/api-endpoints/metadata/search-metadata[/metadata/search] in v2.0) to get a filtered list of objects
@@ -167,6 +175,7 @@ You can pass any number of GUIDs in the `export_ids` argument, although it is si
 
 The `export_associated` argument retrieves the TML objects for all related objects when used, including the GUID of each object within the headers. This is useful for dependency checking, and was valuable in versions lower than 8.9.0.cl to fill in `fqn` values. For more information, see xref:olderReleaseNotes[Notes for older releases].
 
+////
 [#linkBuildRelease]
 == Build release process
 To change the source environment TML files so that they can be imported into the destination environment, you need a process that correctly manipulates the TML files.
@@ -191,28 +200,16 @@ In TML:
 * the `guid:` property will be at the top of the file
 * `fqn:` properties are used to reference other connected objects (typically data sources) with a GUID
 
-==== Rules for create vs. update operations
-Object names are *never used* for determining an object to update, because object names are not unique within ThoughtSpot.
 
-Whether an imported TML will create a new object or update an existing object depends on:
 
-* the presence/absence of the *guid:* property in the TML file
-* whether that GUID matches an existing object on that ThoughtSpot instance
-* the `force_create=true` parameter
 
-Creation vs. update is determined by the following rules:
-
- - *No GUID* in the TML file: always creates a new object with a new GUID
- - *GUID in TML file*, where an object with the *same GUID already exists* in instance: update object
- - *GUID in TML file*, where *no object with same GUID exists* in ThoughtSpot instance: creates a new object with the GUID from the TML file
- - *Table objects* match on fully-qualified tables in the database (each Connection can only have one Table object per table in the database), not GUID: If a Table object representing the same database table is found, the GUID of the original object is maintained, but the updates are applied from the new TML file
- - *force_create=true* parameter of the TML Import API is used: every uploaded TML file results in new objects being created
 
 [NOTE]
 ====
 In versions prior to 9.0.0.cl, ThoughtSpot did not consistently use the GUID provided in the TML file for a new object when that GUID was not already in use on that ThoughtSpot instance.
 ====
-
+////
+////
 === GUID mapping and swapping
 Regardless of the other changes you make, building a release for an environment on the same instance will require swapping in the correct GUIDs. Because the presence of the *guid* property determines whether an individual TML file will cause a create or update action, you need to keep a *GUID mapping file* to determine how to adjust the TML files for upload to the new environment.
 
@@ -225,9 +222,10 @@ The *guid mapping file* is referenced when creating the final TML files for publ
  . Perform the same process for any *fqn* properties, which specify data object references. Remove the *fqn* property if the data object is being newly created, or swap it to the mapped GUID for that environment
 
 The link:https://github.com/thoughtspot/thoughtspot_tml[thoughtspot_tml library, window=_blank] provides a helper function called `disambiguate()` which implements the logic described above when provided with a Dict representing the GUID map. For information about how to use the library, see the README and examples or look at the source code if building an equivalent process yourself in another language.
+////
 
 [#linkImportRelease]
-== Import release process
+== TML Import with obj_id and variables
 The xref:tml-api#import[/metadata/tml/import] REST API endpoint is used to upload any number of TML files at one time.
 
 All details of the objects to be created or modified are specified *within the uploaded TML file*, including the GUID which determines which existing object a given TML file will update.
@@ -252,6 +250,24 @@ The best practice is to create and upload "packages" of related objects together
 * All Table objects that use the same Connection object and all Models connected to those Tables should be uploaded together in a single TML Import
 * If a data object already exists, swap out the *fqn* references to avoid the name matching heuristic
 
+==== Rules for create vs. update operations
+Object names are *never used* for determining an object to update, because object names are not unique within ThoughtSpot.
+
+Whether an imported TML will create a new object or update an existing object depends on:
+
+* the presence/absence of the *guid:* property in the TML file
+* whether that GUID matches an existing object on that ThoughtSpot instance
+* the `force_create=true` parameter
+
+Creation vs. update is determined by the following rules:
+
+ - *No GUID* in the TML file: always creates a new object with a new GUID
+ - *GUID in TML file*, where an object with the *same GUID already exists* in instance: update object
+ - *GUID in TML file*, where *no object with same GUID exists* in ThoughtSpot instance: creates a new object with the GUID from the TML file
+ - *Table objects* match on fully-qualified tables in the database (each Connection can only have one Table object per table in the database), not GUID: If a Table object representing the same database table is found, the GUID of the original object is maintained, but the updates are applied from the new TML file
+ - *force_create=true* parameter of the TML Import API is used: every uploaded TML file results in new objects being created
+
+////
 ==== Storing new GUIDs in a mapping
 To track relationships between objects in different environments, particularly on the same instance, you must store a *mapping* of the child object GUID to its source object GUID when you first publish the child object.
 
@@ -281,7 +297,7 @@ The xref:tml-api#import[import REST API endpoint] returns the GUID in the respon
 ----
 
 Update the *mapping file* with the new pair of source object GUID and destination environment object GUID, so that the release build process can do the appropriate swaps the next time the object needs to be updated.
-
+////
 
 [#relatedResources]
 == Additional Resources
@@ -293,11 +309,11 @@ Update the *mapping file* with the new pair of source object GUID and destinatio
 pip install thoughtspot_tml
 ----
 
-* The link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python[thoughtspot-rest-api-v1 module, window=_blank] is a Python module implementing the full ThoughtSpot V1 REST API. You can install it via pip:
+* The link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot-rest-api module, window=_blank] is a Python module implementing the full ThoughtSpot REST API. You can install it via pip:
 
 +
 ----
-pip install thoughtspot_rest_api_v1
+pip install thoughtspot_rest_api
 ----
 
 * The link:https://github.com/thoughtspot/ts_rest_api_and_tml_tools[ts_rest_api_and_tml_tools project, window=_blank] provides examples of workflows using the REST API and TML modification possible with the `thoughtspot_tml` and `thoughtspot_rest_api_v1` modules. This library is intended to provide working examples and is not maintained or supported by ThoughtSpot.

From 43e820dcaa46d2ae7e8cd4d8cc815cdec6621273 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 11:04:14 -0500
Subject: [PATCH 050/161] Update deploy-with-tml-apis.adoc

Explanation of how to
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 148b93799..b2d53e401 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -91,7 +91,21 @@ Once you have decided on the appropriate `obj_id` for all the objects in your de
 You only have to do this process for existing objects *one time*, and from that point forward, you can update objects in any Org using TML with obj_ids rather than GUIDs.
 
 == Identifying release package in dev Org
+The set of objects on the *dev Org* that makes up the "deployed releases" should be identified in a way that allows easy identification of the objects to be exported into Git.
 
+The following mechanisms can be used to easily identify subsets of objects in an Org:
+
+* Tags 
+* Content Author
+* Collections (if enabled)
+
+The most typical practice is to add a *Tag*, something like *release* or *rc*, to any object that should be exported into the "release" branch.
+
+You can add multiple tags, if you'd like to add tags indicating versioning along with the release indicator.
+
+The `/metadata/search` REST API endpoint has parameters to filter on `tag_identifiers` and `created_by_user_identifiers`. The response from `/metadata/search` can be processed further to reduce down to the desired list of object IDs to pass to the `/metadata/tml/export` endpoint.
+
+The `author` property of an object in the REST API is the value that the `created_by_user_identifiers` parameter in the `/metadata/search` endpoint filters on. `author` can be reassigned from the original creator via the link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsecurity%2Fassign-change-author[/security/metadata/assign, window=_blank] endpoint.
 
 ////
 == Overview

From 8adf6515d6b9e915cc9953422ee897b7a79bbb58 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 11:08:55 -0500
Subject: [PATCH 051/161] Update deploy-with-tml-apis.adoc

Added version control mention and cleaned out the old stuff
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 148 +------------------
 1 file changed, 2 insertions(+), 146 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index b2d53e401..f1de744ec 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -16,11 +16,7 @@ The TML files in the "release" branch are then moved into other "deployment bran
 
 Other ThoughtSpot Orgs are "deployed to" by importing TML from their designated "deployment branch".
 
-////
-ThoughtSpot has xref:version_control.adoc[Git integration] designed to automate most of the steps involved in the following process. Please see if the xref:version_control.adoc[Git integration capabilities] will work for your needs before building a process with the TML APIs directly.
-
-NOTE: Any example workflow you see within this document has been implemented and tested within the libraries available in the xref:development-and-deployment.adoc#relatedResources[Additional Resources]. We recommend that you start with these libraries and tools.
-////
+The formalized release process is separate from xref:development-and-deployment.adoic#_version_control[version control], which is concerned with capturing all changes of all content in a given Org. 
 
 == Overview
 The three steps to building an SDLC process with ThoughtSpot are:
@@ -90,6 +86,7 @@ Once you have decided on the appropriate `obj_id` for all the objects in your de
 
 You only have to do this process for existing objects *one time*, and from that point forward, you can update objects in any Org using TML with obj_ids rather than GUIDs.
 
+[#linkBuildRelease]
 == Identifying release package in dev Org
 The set of objects on the *dev Org* that makes up the "deployed releases" should be identified in a way that allows easy identification of the objects to be exported into Git.
 
@@ -107,70 +104,7 @@ The `/metadata/search` REST API endpoint has parameters to filter on `tag_identi
 
 The `author` property of an object in the REST API is the value that the `created_by_user_identifiers` parameter in the `/metadata/search` endpoint filters on. `author` can be reassigned from the original creator via the link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsecurity%2Fassign-change-author[/security/metadata/assign, window=_blank] endpoint.
 
-////
-== Overview
-The three steps to building an SDLC process with ThoughtSpot are:
-
- . *xref:linkExportSource[Export source]*: Downloading ThoughtSpot objects as TML files into a source control system (for example, Git)
- . *xref:linkBuildRelease[Build release]*: Altering copies of the TML files for the next stage / environment
- . *xref:linkImportRelease[Import release]*: Importing the TML files into the new environment
-
-Every object on a ThoughtSpot instance has a *GUID* as a unique reference.
-
-The *most essential* aspect of steps 2 and 3 is recording any newly created object GUIDs from the destination environment into a *xref:guidMapping[mapping file]* along with the GUID of the source object.
-
-When publishing to a new environment on the same ThoughtSpot instance, you *must* swap out the GUIDs from the source environment with those of the equivalent objects in the destination environment within the TML files, so that only destination environment content is referenced.
-
-== Deployment scenarios
-
-* xref:#_instance_to_instance_deployment[Instance-to-instance deployment]
-* xref:#_multiple_environments_on_the_same_instance[Multiple environments on the same instance]
-
-=== Instance-to-instance deployment
-The simplest deployment scenario is moving content from one ThoughtSpot instance to another separate instance.
-
-The TML Import process will use the `guid:` property of the imported TML files as the GUID for the new objects on the destination instance on all instances later than 9.0.0, which includes all ThoughtSpot Cloud deployments.
-
-This means that a mapping file or swapping in and out GUIDs is not required. Make sure that all Connections have the same unique names on both instances and TML files should import without any modifications.
-
-If your instance is running a ThoughtSpot release version lower than 9.0.0.cl, refer to the xref:development-and-deployment.adoc#_notes_for_older_releases[Notes for older releases].
-
-=== Multiple environments on the same instance
-
-Many ThoughtSpot customers have multiple "environments" on the same instance, either using xref:orgs.adoc[Orgs] or well-defined xref:multi-tenancy-best-practices.adoc[Access Control].
-
-In this scenario, you must track the equivalent GUIDS between source and destination environments, and swap them out within the TML files for your deployment process to work correctly.
-
-The workflow for a very simple "dev" to "prod" flow on the same environment shown here, is the same pattern for any source-to-destination environment flow:
-
-image::./images/development-deployment-process.png[Development and deployment workflow]
-
-[#guidMapping]
-== GUID mapping file
-As noted above, keeping a *mapping file* of GUIDs of source objects and their descendant objects in the destination environment is essential. The exact structure of the file will depend on the complexity of your deployment needs.
-
-The simplest pattern is to assume that releases are built exclusively from the "dev" environment, regardless of the destination environment. This pattern can be represented in the simple JSON structure:
-
-[source,json]
-----
-{
-  "test": {
-    "<dev-env-guid>" :  "<test-env-guid>"
-  },
-  "uat": {
-    "<dev-env-guid>" :  "<uat-env-guid>"
-  },
-  "prod": {
-    "<dev-env-guid>" :  "<prod-env-guid>"
-  }
-  ...
-}
-----
-
-You can use the same format for your mapping file as the xref:guid-mapping.adoc[Git deploy commits API] provided by ThoughtSpot. The most important aspect is recording the source GUID along with the GUID of the equivalent object in the destination after receiving the response from the `/metadata/tml/import` REST API call.
-
 [#linkExportSource]
-////
 == TML Export with obj_id and variables
 The process for exporting TML files into source control is:
 
@@ -189,54 +123,6 @@ You can pass any number of GUIDs in the `export_ids` argument, although it is si
 
 The `export_associated` argument retrieves the TML objects for all related objects when used, including the GUID of each object within the headers. This is useful for dependency checking, and was valuable in versions lower than 8.9.0.cl to fill in `fqn` values. For more information, see xref:olderReleaseNotes[Notes for older releases].
 
-////
-[#linkBuildRelease]
-== Build release process
-To change the source environment TML files so that they can be imported into the destination environment, you need a process that correctly manipulates the TML files.
-
-Common adjustments include:
-
-* Switching connections at the Table level
-* Changing database details within Table objects
-* Adding or removing columns
-* Renaming columns for translations
-
-For information about the specific TML changes to achieve these goals, see xref:modify-tml.adoc[Modify TML files]. There are also functioning code examples of many of these changes in the link:https://github.com/thoughtspot/thoughtspot_tml[thoughtspot_tml, window=_blank] repository.
-
-=== GUIDs in TML files determine create vs update operations
-
-Objects of the same or different types can have the same display name in ThoughtSpot, so the GUID is necessary to identify the particular object.
-
-In the REST APIs, `id` properties are the GUIDs.
-
-In TML:
-
-* the `guid:` property will be at the top of the file
-* `fqn:` properties are used to reference other connected objects (typically data sources) with a GUID
-
-
-
-
-
-[NOTE]
-====
-In versions prior to 9.0.0.cl, ThoughtSpot did not consistently use the GUID provided in the TML file for a new object when that GUID was not already in use on that ThoughtSpot instance.
-====
-////
-////
-=== GUID mapping and swapping
-Regardless of the other changes you make, building a release for an environment on the same instance will require swapping in the correct GUIDs. Because the presence of the *guid* property determines whether an individual TML file will cause a create or update action, you need to keep a *GUID mapping file* to determine how to adjust the TML files for upload to the new environment.
-
-The *guid mapping file* is referenced when creating the final TML files for publishing and then should be updated with any new object GUIDs after publishing:
-
- . Check the *guid mapping file*
- .. If no key-value pair exists for the *dev GUID* for the new environment: *remove the guid property from the TML file*. This will cause a *create* action
- .. If a key-value pair exists: *swap* the TML file *guid* value from the *dev GUID* to the *destination environment GUID*. This will cause an *update* action
- . When a new object is published for the first time, record the *dev GUID* as the key, and the *new object GUID* as the value
- . Perform the same process for any *fqn* properties, which specify data object references. Remove the *fqn* property if the data object is being newly created, or swap it to the mapped GUID for that environment
-
-The link:https://github.com/thoughtspot/thoughtspot_tml[thoughtspot_tml library, window=_blank] provides a helper function called `disambiguate()` which implements the logic described above when provided with a Dict representing the GUID map. For information about how to use the library, see the README and examples or look at the source code if building an equivalent process yourself in another language.
-////
 
 [#linkImportRelease]
 == TML Import with obj_id and variables
@@ -281,37 +167,7 @@ Creation vs. update is determined by the following rules:
  - *Table objects* match on fully-qualified tables in the database (each Connection can only have one Table object per table in the database), not GUID: If a Table object representing the same database table is found, the GUID of the original object is maintained, but the updates are applied from the new TML file
  - *force_create=true* parameter of the TML Import API is used: every uploaded TML file results in new objects being created
 
-////
-==== Storing new GUIDs in a mapping
-To track relationships between objects in different environments, particularly on the same instance, you must store a *mapping* of the child object GUID to its source object GUID when you first publish the child object.
-
-The xref:tml-api#import[import REST API endpoint] returns the GUID in the response after a successful import. The `object` key of the response to the import call contains an array, where each element has a `["response"]["header"]["id_guid"]` key providing the GUID. If you import multiple TML files at once, the response array will be in the same order as the request. This allows you to record a mapping of the originating GUID to the newly created GUIDs.
 
-[source,json]
-----
-{
-  "object": [
-    {
-      "response": {
-        "status": {
-          "status_code": "OK"
-        },
-        "header": {
-          "id_guid": "a09a3787-e546-42cb-888f-c17260dd1229",
-          "name": "Basic Answer 1",
-          "description": "This is basic answer with table and headline visualizations.",
-          "author_guid": "59481331-ee53-42be-a548-bd87be6ddd4a",
-          "owner_guid": "a09a3787-e546-42cb-888f-c17260dd1229",
-          "metadata_type": "QUESTION_ANSWER_BOOK"
-        }
-      }
-    }
-  ]
-}
-----
-
-Update the *mapping file* with the new pair of source object GUID and destination environment object GUID, so that the release build process can do the appropriate swaps the next time the object needs to be updated.
-////
 
 [#relatedResources]
 == Additional Resources

From 15ff498fc61a441f9324cce74d801b9a2081e456 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 11:09:42 -0500
Subject: [PATCH 052/161] Update deploy-with-tml-apis.adoc

---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index f1de744ec..7db7a7913 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -130,7 +130,7 @@ The xref:tml-api#import[/metadata/tml/import] REST API endpoint is used to uploa
 
 All details of the objects to be created or modified are specified *within the uploaded TML file*, including the GUID which determines which existing object a given TML file will update.
 
-The xref:development-and-deployment#linkBuildRelease[Build release process] section above describes the process for getting the TML files prepared for the import release process. The following describes the Import TML REST API call and what to do with the responses, which do feed back into the build release process in the form of the *GUID mapping file*.
+The xref:linkBuildRelease[Build release process] section above describes the process for getting the TML files prepared for the import release process. The following describes the Import TML REST API call and what to do with the responses, which do feed back into the build release process in the form of the *GUID mapping file*.
 
 === TML import options and responses
 

From 2b75a472941da70acf95cdc00f8e3246b3159666 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 11:12:36 -0500
Subject: [PATCH 053/161] Update deploy-with-tml-apis.adoc

Added a request example with filtering
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 7db7a7913..5bc439700 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -102,6 +102,24 @@ You can add multiple tags, if you'd like to add tags indicating versioning along
 
 The `/metadata/search` REST API endpoint has parameters to filter on `tag_identifiers` and `created_by_user_identifiers`. The response from `/metadata/search` can be processed further to reduce down to the desired list of object IDs to pass to the `/metadata/tml/export` endpoint.
 
+[,json]
+----
+{
+    "metadata": [
+    {
+      "type": "LIVEBOARD"
+    }
+  ],
+  "tag_identifiers": ["release"],
+  "sort_options": {
+    "field_name": order_field,
+    "order": "DESC"
+  },
+    "record_size" : -1,
+    "record_offset": 0
+}
+----
+
 The `author` property of an object in the REST API is the value that the `created_by_user_identifiers` parameter in the `/metadata/search` endpoint filters on. `author` can be reassigned from the original creator via the link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsecurity%2Fassign-change-author[/security/metadata/assign, window=_blank] endpoint.
 
 [#linkExportSource]

From ee2ee854df0e64f5fdeb500508a04c661c86d887 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 11:15:42 -0500
Subject: [PATCH 054/161] Update deploy-with-tml-apis.adoc

---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 5bc439700..09889cb6f 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -126,20 +126,18 @@ The `author` property of an object in the REST API is the value that the `create
 == TML Export with obj_id and variables
 The process for exporting TML files into source control is:
 
- . Use Metadata APIs (xref:metadata-api.adoc#metadata-list[/metadata/list] in v1 or link:{{navprefix}}/restV2-playground?apiResourceId=http/api-endpoints/metadata/search-metadata[/metadata/search] in v2.0) to get a filtered list of objects
- . Use `/metadata/tml/export` endpoint in REST API v1 or v2.0 with `export_fqns=true` argument and `formmattype=YAML` to retrieve the TML of the object
- . Save the TML response strings to disk in a Git-enabled directory using a consistent name format
+ . Use Metadata Search REST API link:{{navprefix}}/restV2-playground?apiResourceId=http/api-endpoints/metadata/search-metadata[/metadata/search] to get a filtered list of objects for the release
+ . Use `/metadata/tml/export` endpoint with `formmattype=YAML` to retrieve the TML of the object
+ . Save the TML response strings to disk in a Git-enabled directory using a consistent name format based on the `obj_id`
 
-You can use the link:https://thoughtspot.github.io/cs_tools/[CS Tools, window=_blank] package for a pre-built tool for programmatic exporting or build your own equivalent using the link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python[thoughtspot_rest_api_v1 Python library, window=_blank].
 
 === Best practices with TML export API
 The `formattype` argument can be set to `YAML` or `JSON`.
 
 Export in YAML for saving to disk for source control or use with the `thoughtspot_tml` library. Export in JSON when you need details from TML within a web browser or just need to read values programmatically.
 
-You can pass any number of GUIDs in the `export_ids` argument, although it is simpler to retrieve one at a time, particularly when processing the results obtained from the `export_associated=true` option.
 
-The `export_associated` argument retrieves the TML objects for all related objects when used, including the GUID of each object within the headers. This is useful for dependency checking, and was valuable in versions lower than 8.9.0.cl to fill in `fqn` values. For more information, see xref:olderReleaseNotes[Notes for older releases].
+The `export_associated` argument retrieves the TML objects for all related objects when used, including the GUID of each object within the headers. This is useful for dependency checking, but results in longer request times and bigger responses, and possibly exporting the same object over and over.
 
 
 [#linkImportRelease]

From 49a9fb476195c7446835c085e34db209bcb39a9b Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 15:48:36 -0500
Subject: [PATCH 055/161] Update deploy-with-tml-apis.adoc

More about export format
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 144 ++++++++-----------
 1 file changed, 61 insertions(+), 83 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 09889cb6f..7a499a5b8 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -132,13 +132,72 @@ The process for exporting TML files into source control is:
 
 
 === Best practices with TML export API
+The `/metadata/tml/export` endpoint has many options for controlling the format of the response.
+
+==== YAML or JSON
 The `formattype` argument can be set to `YAML` or `JSON`.
 
-Export in YAML for saving to disk for source control or use with the `thoughtspot_tml` library. Export in JSON when you need details from TML within a web browser or just need to read values programmatically.
+Export in YAML for saving to disk for use in Git or when using the `thoughtspot_tml` library, which is designed to handle the TML YAML format. 
+
+Export in JSON when you need details from TML within a web browser or just need to read values programmatically.
+
+==== obj_id or guid
+Once all your objects have defined `obj_id` properties, the ideal TML Export setting has the following options (you may have more or others as well):
+
+[,json]
+----
+{
+   "edoc_format": "YAML",
+   "export_associated": false,
+   "export_fqn": false,
+  "export_options": {
+    "include_obj_id": true,
+    "include_obj_id_ref": true,
+    "include_guid": false
+  }
+}
+----
+
+`"include_obj_id": true` specifies the `obj_id` at the top of the YAML file as the identifier for the object.
+
+`"include_obj_id_ref": true` specifies that any related objects referenced in the TML file have an `obj_id` property as well.
 
+The TML will end up looking like:
 
+[,YAML]
+----
+obj_id: My_Connection__DATA_CHALLENGE__SALES
+table:
+  name: SALES
+  db: ${dc_db}
+  schema: ${dc_schema}
+  db_table: SALES
+  connection:
+    name: My Connection
+    obj_id: My_Connection
+----
+
+If any of the objects do not have `obj_id` set, the TML will be exported with the `guid` property at the top, or the `fqn:` property for a reference, which will be the referenced object's GUID:
+
+[,YAML]
+----
+guid: c1e4043a-4524-4fcb-a20f-9e7aff4dc972
+table:
+  name: SALES
+  db: ${dc_db}
+  schema: ${dc_schema}
+  db_table: SALES
+  connection:
+    name: My Connection
+    fqn: 75b717da-94b6-42ae-ab93-110c677703fb
+----
+
+
+==== export_associated
 The `export_associated` argument retrieves the TML objects for all related objects when used, including the GUID of each object within the headers. This is useful for dependency checking, but results in longer request times and bigger responses, and possibly exporting the same object over and over.
 
+=== File and directory naming pattern
+
 
 [#linkImportRelease]
 == TML Import with obj_id and variables
@@ -188,7 +247,7 @@ Creation vs. update is determined by the following rules:
 [#relatedResources]
 == Additional Resources
 
-* The link:https://github.com/thoughtspot/thoughtspot_tml[thoughtspot-tml module, window=_blank] is written in Python providing classes to work with the TML files as Python objects. You can install it via pip:
+* The link:https://github.com/thoughtspot/thoughtspot_tml[thoughtspot_tml library, window=_blank] is written in Python providing classes to work with the TML files as Python objects. You can install it via pip:
 
 +
 ----
@@ -206,84 +265,3 @@ pip install thoughtspot_rest_api
 
 * The link:https://github.com/thoughtspot/ts_rest_api_and_tml_tools/blob/main/examples/tml_and_sdlc/[examples/tml_and_sdlc/, window=_blank] directory includes many different example scripts for these TML-based workflows.
 +
-////
-Within the examples directory, the link:https://github.com/thoughtspot/ts_rest_api_and_tml_tools/blob/main/examples/tml_and_sdlc/tml_download.py[tml_download.py, window=_blank] script is a simple example of exporting all TML objects to disk for use with Git or another source control system.
-////
-* For command-line administration tools including many pre-built TML-based workflows, the link:https://github.com/thoughtspot/cs_tools[cs_tools project, window=_blank] is available.
-
-////
-== Notes for older releases (8.9.0.cl or earlier versions)
-
-[#olderReleaseNotes]
-=== Add FQNs of associated objects in TML
-Prior to ThoughtSpot 8.9.0.cl, TML files did not include the GUIDs of associated objects on export. However, you can use the `export_associated=true` argument to retrieve the GUIDs of the associated objects, then programmatically add the `fqn` property to the downloaded TML with the correct GUIDs. Including the GUIDs in the saved files on disk allows you to substitute the GUIDs for the equivalent objects in another environment.
-
-For example, in these earlier versions, the items in the `tables:` list of this example worksheet TML only include a `name:` property, representing the name of the ThoughtSpot *table* object (as opposed to the table's name in the data warehouse).
-
-If there are *table* objects with duplicate names, specify the GUID of the object using the `fqn:` property. This will distinguish the correct object when importing the TML back.
-
-When you set `export_associated=true` in the TML export command, the first item in the response will be the object you requested in the export:
-
-[source,yaml]
-----
-guid: 0a0bb654-b0e8-482c-a6c8-9ed396d1cb92
-worksheet:
-  name: Markspot 2 Worksheet
-  tables:
-  - name: DIM_CUSTOMERS_2
-  table_paths:
-  - id: DIM_CUSTOMERS_2_1
-    table: DIM_CUSTOMERS_2
-    join_path:
-    - {}
-...
-----
-
-The overall response will be structured as a JSON array, with an `edoc` property representing the TML document itself and an `info` section providing basic metadata information, but more importantly the `name` and `id` properties.
-
-[source,json]
-----
-{
-  "object": [
-    {
-      "edoc":  "<string of the TML doc>"
-        ,
-        "info": {
-          "id": "<object guid>",
-          "name": "<object name>",
-           ...
-        }
-      },
-     ...
-  ]
-}
-----
-
-Parse through this array and record a simple mapping of name to `guid`:
-
-.Python example of this process
-[source,python]
-----
-name_guid_map = {}
-
-for obj in objs:
-    name_guid_map[obj['info']['name']] = obj['info']['id']
-----
-
-Because we know that these are the GUIDs that match the name values in this particular TML file, we can now use the map we created to add in the `fqn` properties, to result in the *worksheet* TML looking like this:
-
-[source,yaml]
-----
-guid: 0a0bb654-b0e8-482c-a6c8-9ed396d1cb92
-worksheet:
-  name: Markspot 2 Worksheet
-  tables:
-  - name: DIM_CUSTOMERS_2
-    fqn: 3b87cea1-7767-4fd8-904f-23255d4ba7b3
-  table_paths:
-  - id: DIM_CUSTOMERS_2_1
-    table: DIM_CUSTOMERS_2
-    join_path:
-    - {}
-----
-////

From a1f5494472fa4d4147ce9f5e7738fe402f099512 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 15:59:35 -0500
Subject: [PATCH 056/161] Update deploy-with-tml-apis.adoc

How to name files from obj_id
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 24 ++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 7a499a5b8..15533428d 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -197,7 +197,31 @@ table:
 The `export_associated` argument retrieves the TML objects for all related objects when used, including the GUID of each object within the headers. This is useful for dependency checking, but results in longer request times and bigger responses, and possibly exporting the same object over and over.
 
 === File and directory naming pattern
+`obj_id` must be unique within an Org, which makes it the obvious value to use as part of the filename of the YAML file on disk. ThoughtSpot's default file name pattern also includes the object type in the filename, resulting in a suggested pattern:
 
+`{obj_id}.{object_type}.tml`
+
+You may also want to store various object types in their own directories on disk for ease of organization.
+
+The `obj_id` should be the first line of any TML file, and the object type should be the second, so you can easily build the filename from the `edoc` response from the TML Export REST API like:
+
+[,python]
+----
+if 'edoc' in yaml_tml[0]:
+        lines = yaml_tml[0]['edoc'].splitlines()
+
+        if lines[0].find('obj_id: ') != -1:
+            obj_id = lines[0].replace('obj_id: ', "")
+        else:
+            # Exception path of your choice
+    
+        obj_type = lines[1].replace(":", "")
+
+        # Save the file with {obj_type}s/{obj_id}.{type}.{tml}
+        # Feel free to change directory naming structure to not have 's' at end
+        directory = "{}s".format(obj_type)
+        filename = "{}/{}.{}.tml".format(directory, obj_id, obj_type)
+----
 
 [#linkImportRelease]
 == TML Import with obj_id and variables

From 0167d52c1cdb6528f5829b3ff87e2009f87540ec Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Fri, 13 Mar 2026 16:15:22 -0500
Subject: [PATCH 057/161] Update deploy-with-tml-apis.adoc

last section finished
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 24 ++++++++++++--------
 1 file changed, 14 insertions(+), 10 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 15533428d..a8c401749 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -227,9 +227,9 @@ if 'edoc' in yaml_tml[0]:
 == TML Import with obj_id and variables
 The xref:tml-api#import[/metadata/tml/import] REST API endpoint is used to upload any number of TML files at one time.
 
-All details of the objects to be created or modified are specified *within the uploaded TML file*, including the GUID which determines which existing object a given TML file will update.
+All details of the objects to be created or modified are specified *within the uploaded TML file*, matching first on `obj_id` and then on `guid` if `obj_id` is not present. 
 
-The xref:linkBuildRelease[Build release process] section above describes the process for getting the TML files prepared for the import release process. The following describes the Import TML REST API call and what to do with the responses, which do feed back into the build release process in the form of the *GUID mapping file*.
+If no match is found for `obj_id` or `guid`, a new object is created, with the `obj_id` specified in the TML file (`guid` will be auto-assigned).
 
 === TML import options and responses
 
@@ -239,33 +239,37 @@ ThoughtSpot does not consider object display name for a TML file, but does use n
 All data objects are referenced as "tables" within TML, whether they are a ThoughtSpot Table, Model, View, SQL view, or any other data object type.
 
 The following heuristic is used to find matching objects by name within `tables` or `joins` sections:
-
+ 
+ . `obj_id` within other files in the same TML Import operation or existing objects in the Org
  . Data object names within the same TML Import operation: Must only be one single object with that name
- . Searches the entire ThoughtSpot instance: Must be only one single object with that name
-
-The best practice is to create and upload "packages" of related objects together at once:
+ . Searches the entire ThoughtSpot Org: Must be only one single object with that name
 
-* Give data objects within a package unique names, even though not enforced by ThoughtSpot
-* All Table objects that use the same Connection object and all Models connected to those Tables should be uploaded together in a single TML Import
-* If a data object already exists, swap out the *fqn* references to avoid the name matching heuristic
+For this reason, we recommend importing Tables and Models from the same Connection in the same Import TML request, at least on the initial import.
 
 ==== Rules for create vs. update operations
 Object names are *never used* for determining an object to update, because object names are not unique within ThoughtSpot.
 
 Whether an imported TML will create a new object or update an existing object depends on:
 
+* the presence/absence of the *obj_id:* property in the TML file
 * the presence/absence of the *guid:* property in the TML file
 * whether that GUID matches an existing object on that ThoughtSpot instance
 * the `force_create=true` parameter
 
 Creation vs. update is determined by the following rules:
 
+*obj_id* is always considered first if present. ThoughtSpot looks at org_id + obj_id to find any existing object in that Org with a match, then creates a new object if one is not found
+
+If only GUIDs are in the TML file, without obj_id, the rules are:
+
  - *No GUID* in the TML file: always creates a new object with a new GUID
  - *GUID in TML file*, where an object with the *same GUID already exists* in instance: update object
  - *GUID in TML file*, where *no object with same GUID exists* in ThoughtSpot instance: creates a new object with the GUID from the TML file
- - *Table objects* match on fully-qualified tables in the database (each Connection can only have one Table object per table in the database), not GUID: If a Table object representing the same database table is found, the GUID of the original object is maintained, but the updates are applied from the new TML file
  - *force_create=true* parameter of the TML Import API is used: every uploaded TML file results in new objects being created
 
+Table objects match on the real existence of the table in the particular database:
+
+ - *Table objects* match on fully-qualified tables in the database (each Connection can only have one Table object per table in the database), not GUID or obj_id: If a Table object representing the same database table is found, the obj_id/GUID of the original object is maintained, but the updates are applied from the new TML file
 
 
 [#relatedResources]

From 042db8140ec7c266fdba01714a4b9c8994f6b697 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 14 Mar 2026 19:30:48 +0530
Subject: [PATCH 058/161] typo fixes

---
 .../ROOT/pages/just-in-time-provisioning.adoc | 36 +++++++++----------
 .../trusted-auth-token-request-service.adoc   |  8 ++---
 .../ROOT/pages/trusted-authentication.adoc    |  4 +--
 3 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index f99da75be..88d3b9f3a 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -12,17 +12,17 @@ Due to the variety of options in ThoughtSpot, there are often several ways to ac
 
 The steps to JIT provisioning are conceptually:
 
- . Does user exist in ThoughtSpot?
- .. If user does not exist, create user
- . Is user in this org?
- .. If not in Org, add user to the Org
- . Update the user's current provisioning within the Org (ThoughtSpot Group membership)
- . Update any variable values for user via token request (token authentication only)
+ . Does the user exist in ThoughtSpot?
+ .. If the user does not exist, create the user.
+ . Is the user in this Org?
+ .. If not in the Org, add the user to the Org.
+ . Update the user's current provisioning within the Org (ThoughtSpot Group membership).
+ . Update any variable values for the user via token request (token authentication only).
 
-Due to nature of API capabilities and error responses, along with restrictions around Org separation, the actual order of efficient steps may not follow the order listed above.
+Due to the nature of API capabilities and error responses, along with restrictions around Org separation, the actual order of efficient steps may not follow the order listed above.
 
 
-= JIT REST API provisioning (trusted authentication)
+== JIT REST API provisioning (trusted authentication)
 All of the following may be considered for JIT provisioning, using the same REST API capabilities as provisioning ahead of time:
 
  * User creation or adding to Org
@@ -60,9 +60,9 @@ There are several token request endpoints, each with an `autocreate=true` option
 * `/api/rest/2.0/auth/token/object` 
 
 [NOTE]
-----
-`autocreate=true` creates the user (and any new groups) with default options, which may not be preferred. Using the direct `users` and `groups` endpoints allows full control of their options 
-----
+====
+`autocreate=true` creates the user (and any new groups) with default options, which may not be preferred. Using the direct `users` and `groups` endpoints allows full control of their options.
+====
 
 The following details must be included in a request with `autocreate=true` to allow provisioning the user:
 
@@ -71,7 +71,7 @@ The following details must be included in a request with `autocreate=true` to al
 * If Orgs are enabled, specify the `org_id` parameter to direct ThoughtSpot to assign the user to the specified Org.
 * Specify the `group_identifiers` parameter only if you want to enable JIT group assignment. Passing `group_identifiers: []` will set the user to be assigned to *no groups*, while excluding the `group_identifiers` parameter altogether will leave the user assigned to their existing set of groups.
 
-Users created via `autocreate=true` are identical to users created manually or via the REST APIs, except they do not have passwords in Thoughtspot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
+Users created via `autocreate=true` are identical to users created manually or via the REST APIs, except they do not have passwords in ThoughtSpot; they cannot access ThoughtSpot other than through the SSO method. You can assign a password to any user later through the UI or a REST API call.
 
 == Group assignment
 Groups in ThoughtSpot are used to assign a variety of attributes such as content sharing, group-based RLS, roles, and column-level security. JIT provisioning often requires a combination of updates to both the user and the groups they belong to.
@@ -92,9 +92,9 @@ The `/users/{user-identifier}/update` API can update a user's Group membership w
 You can also choose `"operation" : "REPLACE"` to reset the entire set of Groups for a user.
 
 [NOTE]
-----
-You cannot set a user's groups in an Org other than the REST API request's auth token. If you create a user from the Primary Org, any `group_identifiers` provided at that time will apply only within the Primary Org, even if you add the user to multiple Orgs in the `/users/create` request
-----
+====
+You cannot set a user's groups in an Org other than the REST API request's auth token. If you create a user from the Primary Org, any `group_identifiers` provided at that time will apply only within the Primary Org, even if you add the user to multiple Orgs in the `/users/create` request.
+====
 
 === Group assignment via Update Group REST API
 Because group membership is a relationship between a user and a group, you can also update the set of users within a group using the `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fgroups%2Fupdate-user-group[/groups/{group_identifier}/update]` REST API endpoint.
@@ -138,9 +138,9 @@ Sharing requires that the group or user exist prior to calling the sharing REST
 == RLS variable values
 RLS rules can use a user's *username*, *group membership* or *variable values* to define a filtering clause added to all queries on a table. 
 
-If using `ts_groups` in a RLS Rule, the group names must match exactly with a values in a column in the data warehouse, so the name of the group itself serves as a __data entitlement__.
+If using `ts_groups` in a RLS Rule, the group names must match exactly with the values in a column in the data warehouse, so the name of the group itself serves as a __data entitlement__.
 
-Variable values are used as part of the xref:abac_rls-variables.adoc[ABAC via RLS variables] pattern, which allows assigning many values to multiple variables via the xref:abac_rls-variables.adoc#create-an-abac-token-request-with-variable-attributes[Custom Token request].
+Variable values are used as part of the xref:abac_rls-variables.adoc[ABAC via RLS variables] pattern, which allows assigning many values to multiple variables via the xref:abac_rls-variables.adoc#_create_an_abac_token_request_with_variable_attributes[Custom Token request].
 
 There is also a direct xref:variables.adoc#_update_variable_values[variable values update REST API] for more complex or bulk updates.
 
@@ -170,7 +170,7 @@ To know the Org ID of your current Org, send a `GET` request to the `/tspublic/v
 For more information about Org APIs, see xref:org-manage-api.adoc[Org administration].
 ////
 
-= IdP assertion provisioning
+== IdP assertion provisioning
 Due to the nature of assertions returned from an IdP, the JIT provisioning capabilities are more limited. The REST APIs available within the trusted authentication workflow described above can still be used for provisioning and updates, but must be made prior to IdP assertion.
 
 In general, the IdP assertion can create a user and add them to existing ThoughtSpot groups within existing ThoughtSpot Orgs.
diff --git a/modules/ROOT/pages/trusted-auth-token-request-service.adoc b/modules/ROOT/pages/trusted-auth-token-request-service.adoc
index 9b11b0772..cb21b86e9 100644
--- a/modules/ROOT/pages/trusted-auth-token-request-service.adoc
+++ b/modules/ROOT/pages/trusted-auth-token-request-service.adoc
@@ -2,7 +2,7 @@
 :toc: true
 :toclevels: 2
 
-:page-title: trusted authentication
+:page-title: Token request service
 :page-pageid: trusted-auth-token-request-service
 :page-description: You can configure support for token-based authentication service on ThoughtSpot.
 
@@ -114,7 +114,7 @@ If you are using ThoughtSpot Cloud, the best practice is to use xref:authenticat
 
 Access control in ThoughtSpot (called Sharing) prohibits a signed-in user from loading any content to which they don't have access. Access control (sharing) can be granted during the login token request process by adding the user to the appropriate ThoughtSpot groups.
 
-Tokens obtained via REST API v2 endpoints tokens can be used for cookie-based or cookieless trusted authentication. REST API v1 login tokens only work for cookie-based trusted authentication.
+Tokens obtained via REST API v2 endpoints can be used for cookie-based or cookieless trusted authentication. REST API v1 login tokens only work for cookie-based trusted authentication.
 
 The `/session/token/login` REST API v1 endpoint used by the Visual Embed SDK can accept the token obtained via REST API v1 or v2 endpoint to establish a ThoughtSpot session.
 
@@ -207,7 +207,7 @@ public class TSFullTokenResponse
 {
     public string token {get; set;}
     public int creation_time_in_millis {get; set;}
-    public int expiration_time_in_milis {get; set;}
+    public int expiration_time_in_millis {get; set;}
     public TSTokenScope scope {get; set;}
     public string valid_for_user_id {get; set;}
     public string valid_for_username {get; set;}
@@ -220,7 +220,7 @@ var tsHost = 'https://{}.thoughtspot.cloud';
 var tsTokenEndpoint = '/api/rest/2.0/auth/token/full';
 var fullEndpoint = tsHost + tsTokenEndpoint;
 
-// secret_key stored in the Azure Key Valut
+// secret_key stored in the Azure Key Vault
 var azureServiceTokenProvider = new AzureServiceTokenProvider();        
 KeyVaultClient kvc = new KeyVaultClient(azureServiceTokenProvider.KeyVaultTokenCallback);
 SecretBundle tsSecretKey = kvc.GetSecretAsync(baseUrl, "tsSecretKey").Result;
diff --git a/modules/ROOT/pages/trusted-authentication.adoc b/modules/ROOT/pages/trusted-authentication.adoc
index 975f3a944..a3c6fbf29 100644
--- a/modules/ROOT/pages/trusted-authentication.adoc
+++ b/modules/ROOT/pages/trusted-authentication.adoc
@@ -2,7 +2,7 @@
 :toc: true
 :toclevels: 1
 
-:page-title: trusted authentication
+:page-title: Trusted authentication
 :page-pageid: trusted-auth
 :page-description: You can configure support for token-based authentication service on ThoughtSpot.
 
@@ -55,7 +55,7 @@ With access to the `xref:trusted-auth-secret-key.adoc[secret_key]`, back-end RES
 * a login token using `session/login` to create a long-lived session as that user
 * a xref:rest-api-v2-getstarted.adoc#_log_in_to_thoughtspot[bearer token] for all subsequent REST API calls
 
-This is useful for xref:rest-api-v2-reference.adoc#_data[data] and xref:rest-api-v2-reference#_reports[reports] endpoints that have row-level security or other filtering applied based on the user account itself.
+This is useful for xref:rest-api-v2-reference.adoc#_data[data] and xref:rest-api-v2-reference.adoc#_reports[reports] endpoints that have row-level security or other filtering applied based on the user account itself.
 
 == Additional resources
 * link:https://codesandbox.io/s/big-tse-react-demo-i4g9xi[Big React Demo, window=_blank] +

From c3d33564f4f613f58922edb155657de8c40e7725 Mon Sep 17 00:00:00 2001
From: Ruchi Anand <ruchi.anand@thoughtspot.com>
Date: Thu, 12 Mar 2026 12:23:56 +0530
Subject: [PATCH 059/161] fixed

---
 scripts/Converter/index.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/Converter/index.ts b/scripts/Converter/index.ts
index 8742111e2..937460d01 100644
--- a/scripts/Converter/index.ts
+++ b/scripts/Converter/index.ts
@@ -397,7 +397,7 @@ class TypeDocParser {
         const nameNode = this.childrenNameMap[name || ''];
 
         if (hash) {
-            const hashNode = nameNode.children?.filter(
+            const hashNode = nameNode?.children?.filter(
                 (node) => node.name === hash,
             )[0];
 

From 77fdf883f425e9e968615136de079380ff9a88bd Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 14 Mar 2026 19:56:09 +0530
Subject: [PATCH 060/161] edits

---
 .../ROOT/pages/just-in-time-provisioning.adoc | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index 88d3b9f3a..c77f70b68 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -39,18 +39,19 @@ For a login token to be requested, the user must exist in ThoughtSpot in the Org
 
 Creating a new user requires at minimum the username, email address, display name, and org IDs to create them in.
 
-=== Create User and Update User REST APIs
-If you need to update a user's details, including their group membership, the simplest method:
+=== Create user and update user REST APIs
+If you need to update a user's details, including their group membership, the simplest method is to use:
 
-. `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user[/users/{user-identifier}/update]`: within the desired Org, using `operation: REPLACE` option 
-.. If error, use `/users/{user-identifier}/update` with an Administrator service account in the Primary Org to add the user to the desired Org, with `operation: ADD` 
-... If error, user does not exist at all in ThoughtSpot. Use `/users/add` from Primary Org to create the user and place in the desired Org(s)
-.. Retry the original `/users/{user-identifier}/update` command in the desired Org
-. Request the preferred auth token for the user, without using any `autocreate=` options
+. `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user[/users/{user-identifier}/update]` in the target Org with the `operation: REPLACE` option.
 
-Any additional changes to the Groups themselves can be managed with other REST APIs described below.
+.. If you receive an error, retry the `/users/{user-identifier}/update` request with an Administrator service account in the Primary Org to add the user to the desired Org, with `operation: ADD`.
+.. If you still receive an error, the user does not exist in ThoughtSpot. Use `/users/add` from Primary Org to create the user and place in the desired Org(s).
+.. Retry the original `/users/{user-identifier}/update` command in the desired Org.
+. Request the preferred auth token for the user, without using any `autocreate=` options.
 
-You could instead check for the user's state with an Org via `/users/search`, allowing skipping an unnecessary update and error pathway.
+You could instead check for the user's state with an Org via `/users/search`. and  avoiding unnecessary updates and error handling steps.
+
+Any additional changes to the Groups themselves can be managed with other REST APIs described in the following section.
 
 === autocreate using token request
 There are several token request endpoints, each with an `autocreate=true` option for just-in-time provisioning:

From a720ded7166e8da0b59da1b09a6e7507d1abe224 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 08:38:23 -0500
Subject: [PATCH 061/161] Update modify-tml.adoc

Updated to point out newer best practices vs. the older GitHub APIs with guid mapping
---
 modules/ROOT/pages/modify-tml.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/modify-tml.adoc b/modules/ROOT/pages/modify-tml.adoc
index 659a33093..c5c0f7a34 100644
--- a/modules/ROOT/pages/modify-tml.adoc
+++ b/modules/ROOT/pages/modify-tml.adoc
@@ -8,9 +8,9 @@
 
 link:https://docs.thoughtspot.com/cloud/latest/tml[ThoughtSpot Modeling Language (TML), window=_blank] is slightly different for every object type, but all follow a general pattern that allows for programmatic editing. This article describes how various objects and their connections to each other are represented in TML.
 
-The xref:version_control.adoc[Git integration features] within ThoughtSpot automatically handle the relevant aspects of a typical development and deployment process.
+When doing development and deployment with TML, xref:variables.adoc[variables] and xref:deploy-with-tml-apis.adoc#obj_id[obj_id] make TML portable across different Orgs and ThoughtSpot instances. 
 
-Modifying TML programmatically is useful for more complex levels of transformations than the standard development and deployment practices handled by the Git integration capabilities, such as the following:
+Modifying TML programmatically is useful for more complex levels of transformations, such as the following:
 
 - Re-mapping of table objects between different data warehouse types
 - Deploying dynamically generated data models from the data warehouse

From cee2cb8bd7ef2a66c87be4f68181f3c407673088 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 08:39:16 -0500
Subject: [PATCH 062/161] Update modify-tml.adoc

Removed the export_fqn section, as obj_id replaces it
---
 modules/ROOT/pages/modify-tml.adoc | 15 ---------------
 1 file changed, 15 deletions(-)

diff --git a/modules/ROOT/pages/modify-tml.adoc b/modules/ROOT/pages/modify-tml.adoc
index c5c0f7a34..bd5e98117 100644
--- a/modules/ROOT/pages/modify-tml.adoc
+++ b/modules/ROOT/pages/modify-tml.adoc
@@ -31,21 +31,6 @@ One best practice recommendation is to only connect *Answers* and *Liveboards* t
 
 image::./images/object_model_hierarchy.png[ThoughtSpot object model hierarchy and relationships]
 
-=== Export with fqn: property
-Always export TML files with `export_fqns=true`.
-//(for versions lower than 9.0.0.cl, see xref:development-and-deployment.adoc#_notes_for_older_releases_8_9_0_cl_or_earlier_versions[Notes for older releases]).
- 
-The `fqn:` property provides the GUID of associated objects, which can be swapped out when moving packages of TML files between environments. The following is an example of the `connection:` property within a Table TML:
- 
-[source,YAML]
-----
-connection:
- name: Demo Connection
- fqn: 2aa36dbd-dda6-4497-a6db-bc47e128862e
-----
-
-You can always *remove* an `fqn:` property when uploading a set of TML with the intention of creating all new objects.
-
 === Name properties are identifiers in connected objects
 When editing entire packages of exported TML files to be deployed in a different environment, you *must consider changes to identifiers in other "downstream" TML files*. ThoughtSpot will do the necessary updates on an existing data model. 
 

From 2d778ee8188f3357fff4a2e626cfad5875058f12 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 08:40:31 -0500
Subject: [PATCH 063/161] Update deploy-with-tml-apis.adoc

Removed old resources that are now gone
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index a8c401749..280008cfa 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -282,14 +282,9 @@ Table objects match on the real existence of the table in the particular databas
 pip install thoughtspot_tml
 ----
 
-* The link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot-rest-api module, window=_blank] is a Python module implementing the full ThoughtSpot REST API. You can install it via pip:
+* The link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot_rest_api library, window=_blank] is a Python library implementing the full ThoughtSpot REST API. You can install it via pip:
 
 +
 ----
 pip install thoughtspot_rest_api
 ----
-
-* The link:https://github.com/thoughtspot/ts_rest_api_and_tml_tools[ts_rest_api_and_tml_tools project, window=_blank] provides examples of workflows using the REST API and TML modification possible with the `thoughtspot_tml` and `thoughtspot_rest_api_v1` modules. This library is intended to provide working examples and is not maintained or supported by ThoughtSpot.
-
-* The link:https://github.com/thoughtspot/ts_rest_api_and_tml_tools/blob/main/examples/tml_and_sdlc/[examples/tml_and_sdlc/, window=_blank] directory includes many different example scripts for these TML-based workflows.
-+

From 9819d984453f1dcbc518fd88f06a132e99fff47b Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 08:51:30 -0500
Subject: [PATCH 064/161] Update deploy-with-tml-apis.adoc

Added overview of parameters/variables
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 30 ++++++++++++++++++++
 1 file changed, 30 insertions(+)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 280008cfa..ed9992d3f 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -28,6 +28,36 @@ The three steps to building an SDLC process with ThoughtSpot are:
 == Pre-requisites
 For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parameterized] with the appropriate xref:variables.adoc[variables] where necessary.
 
+Once these pre-requsites are complete, your TML be ready for TML Import across Orgs or publishing:
+
+[,YAML]
+----
+obj_id: My_Connection__DATA_CHALLENGE__SALES
+table:
+  name: SALES
+  db: ${dc_db}
+  schema: ${dc_schema}
+  db_table: SALES
+  connection:
+    name: My Connection
+    obj_id: My_Connection
+----
+
+=== Parameterization with variables
+In a single-tenanted database pattern, customer data is split into many separate logical databases or schemas, typically with identical table structures. 
+
+Queries for each customer can be identical by *xref:metadata-parameterization.adoc[parameterizing]* the attributes that vary. ThoughtSpot provides xref:variables.adoc[variables] that can be referenced in TML for this purpose.
+
+Details about the fully-qualified table name are stored in each Table object in ThoughtSpot, rather than in the Connection object. The following can be parameterized in a Table TML file:
+
+* database
+* schema
+* db_table_name
+
+Properties of a Connection can also be parameterized. 
+
+Parameterization works with both TML Import and xref:publishing.adoc[publishing].
+
 === obj_id
 Before implementing any deployment process, you should ensure that `obj_id` is enabled on your ThoughtSpot instance. 
 

From 9d13d31cccf1148c3d34fc1d7235af287c47c6d1 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:14:52 -0500
Subject: [PATCH 065/161] Update nav.adoc

Added new Git Provider integration page
---
 modules/ROOT/pages/common/nav.adoc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 8ac64d65c..b20df9837 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -230,6 +230,7 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *** link:{{navprefix}}/variables[Variables]
 *** link:{{navprefix}}/parameterze-metdata[Parameterize metadata]
 *** link:{{navprefix}}/deploy-with-tml-apis[Deploy with TML APIs]
+**** link:{{navprefix}}/git-provider-integration[Git provider integration]
 **** link:{{navprefix}}/modify-tml[TML modification]
 *** link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
 **** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]

From 6103868d7a7377a6084b074fda2028c4087be0f2 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:15:07 -0500
Subject: [PATCH 066/161] Create git-provider-integration.adoc

New git provider integration page
---
 .../ROOT/pages/git-provider-integration.adoc  | 22 +++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 modules/ROOT/pages/git-provider-integration.adoc

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
new file mode 100644
index 000000000..0bfeb23e7
--- /dev/null
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -0,0 +1,22 @@
+= Git provider integration
+:toc: true
+:toclevels: 2
+
+:page-title: Git provider integration using TML APIs
+:page-pageid: git-provider-integration
+:page-description: Overview of using a Git provider to manage SDLC in ThoughtSpot
+
+Git providers such as GitHub, GitLab, Azure DevOps and BitBucket can run scripts that use the ThoughtSpot REST API and TML modification capabilities. 
+
+This allows the Git provider to become the centralized control service for deployment processes to ThoughtSpot.
+
+[NOTE]
+----
+The legacy GitHub REST APIs are used through ThoughtSpot and are tied to GitHub exclusively. The Git provider integration pattern provides more flexibility and control.
+----
+
+== Overview
+
+== Setup
+
+== GitHub Actions example

From aeab531fad01ff9f3cafdda95b99c20bc10176c8 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:21:03 -0500
Subject: [PATCH 067/161] Update git-provider-integration.adoc

Changed note style
---
 modules/ROOT/pages/git-provider-integration.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 0bfeb23e7..668d686e1 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -11,9 +11,9 @@ Git providers such as GitHub, GitLab, Azure DevOps and BitBucket can run scripts
 This allows the Git provider to become the centralized control service for deployment processes to ThoughtSpot.
 
 [NOTE]
-----
+====
 The legacy GitHub REST APIs are used through ThoughtSpot and are tied to GitHub exclusively. The Git provider integration pattern provides more flexibility and control.
-----
+====
 
 == Overview
 

From 15294e30e92aa716715188412e22f70a542a237f Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:22:08 -0500
Subject: [PATCH 068/161] Update deploy-with-tml-apis.adoc

fixed note style
---
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index ed9992d3f..9899e0d28 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -62,9 +62,9 @@ Parameterization works with both TML Import and xref:publishing.adoc[publishing]
 Before implementing any deployment process, you should ensure that `obj_id` is enabled on your ThoughtSpot instance. 
 
 [NOTE]
-----
+====
 Objects are only assigned automatic `obj_id` after the first change to the object once `obj_id` is enabled on an instance. 
-----
+====
 
 `obj_id` for an object is available in the response from `/metadata/search` REST API as `metadata_obj_id` property:
 

From d9e1284b8b7e46e85ca21f3cd630afda83c62cb3 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:43:20 -0500
Subject: [PATCH 069/161] Update git-provider-integration.adoc

---
 modules/ROOT/pages/git-provider-integration.adoc | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 668d686e1..96fc5cce4 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -16,6 +16,9 @@ The legacy GitHub REST APIs are used through ThoughtSpot and are tied to GitHub
 ====
 
 == Overview
+The Git provider integration pattern is based on storing the necessary secrets in the Git provider to allow ThoughtSpot REST API commands to be run by the Git provider when accomplishing tasks on demand or on a schedule.
+
+All imports and exports of ThoughtSpot TML files to and from branches, along with the commits and merges are controlled entirely in git using the Git provider's capabilities.  
 
 == Setup
 

From 30bfc8d490ec45a30a01ee0a8e4dbef7edbcecab Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:46:05 -0500
Subject: [PATCH 070/161] Update git-rest-api-guide.adoc

Added note about Git provider integration pattern and updated naming to "GitHub REST APIs"
---
 modules/ROOT/pages/git-rest-api-guide.adoc | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/modules/ROOT/pages/git-rest-api-guide.adoc b/modules/ROOT/pages/git-rest-api-guide.adoc
index dbf1d6e7f..1edd32ec4 100644
--- a/modules/ROOT/pages/git-rest-api-guide.adoc
+++ b/modules/ROOT/pages/git-rest-api-guide.adoc
@@ -1,10 +1,15 @@
-= Version Control REST APIs
+= GitHub REST APIs
 :toc: true
 :toclevels: 2
 
-:page-title: Git REST API guide
+:page-title: GitHub REST API guide
 :page-pageid: git-api
-:page-description: Guide to Git Integration REST APIs
+:page-description: Guide to GitHub Integration REST APIs
+
+[NOTE]
+====
+The legacy GitHub REST APIs referenced here are tied to GitHub exclusively. The newer xref:git-provider-integration.adoic[Git provider integration pattern] provides more flexibility and control and should be utilized if you are starting out or having issues with the GitHub APIs.
+====
 
 The `/vcs/git/` endpoints of the v2.0 REST API provide all the functionality necessary to xref:git-configuration.adoc[configure], perform version control, and deploy changes to different ThoughtSpot environments, other than xref:guid-mapping.adoc#connection_variations[configuring connections].
 

From eefcc36e97330347597ff514f19f9301690d2a05 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:47:27 -0500
Subject: [PATCH 071/161] Update git-configuration.adoc

Added note about this being legacy
---
 modules/ROOT/pages/git-configuration.adoc | 13 +++++++++----
 1 file changed, 9 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/git-configuration.adoc b/modules/ROOT/pages/git-configuration.adoc
index 0840dd56e..ce9f9679e 100644
--- a/modules/ROOT/pages/git-configuration.adoc
+++ b/modules/ROOT/pages/git-configuration.adoc
@@ -1,12 +1,17 @@
-= Configure Git integration
+= Configure GitHub integration
 :toc: true
 :toclevels: 2
 
-:page-title: Configure Git integration
+:page-title: Configure GitHub integration
 :page-pageid: git-configuration
-:page-description: Configuring the Git integration for a ThoughtSpot instance
+:page-description: Configuring the GitHub integration for a ThoughtSpot instance
 
-Git integration requires configuration within both ThoughtSpot, accomplished via the V2.0 REST APIs, and your Git provider (GitHub currently).
+[NOTE]
+====
+The legacy GitHub REST APIs referenced here are tied to GitHub exclusively. The newer xref:git-provider-integration.adoic[Git provider integration pattern] provides more flexibility and control and should be utilized if you are starting out or having issues with the GitHub APIs.
+====
+
+GitHub integration requires configuration within both ThoughtSpot, accomplished via the V2.0 REST APIs, and your Git provider (GitHub currently).
   
 == Configure Git repository
 

From e8d7f8a066997dafdbf33a547152d58378a1fcbc Mon Sep 17 00:00:00 2001
From: Rani Gangwar <rani.gangwar@thoughtspot.com>
Date: Mon, 16 Mar 2026 20:33:42 +0530
Subject: [PATCH 072/161] final version dropdown edits

---
 src/configs/doc-configs.js | 17 ++++++-----------
 1 file changed, 6 insertions(+), 11 deletions(-)

diff --git a/src/configs/doc-configs.js b/src/configs/doc-configs.js
index 9cebf407c..fef7413ca 100644
--- a/src/configs/doc-configs.js
+++ b/src/configs/doc-configs.js
@@ -47,18 +47,19 @@ module.exports = {
         DEV: 'dev',
     },
     VERSION_DROPDOWN: [
-        {
+	{
             label: '26.3.0.cl',
             link: ' ',
             subLabel: 'Cloud (Latest)',
             iframeUrl: 'https://developer-docs-26-3-0-cl.vercel.app/docs/',
         },
         {
-            label: '26.3.0.cl',
-            link: '26.3.0.cl',
-            subLabel: 'Cloud (Coming soon)',
-            iframeUrl: 'https://developer-docs-26-3-0-cl.vercel.app/docs/',
+            label: '26.2.0.cl',
+            link: '26.2.0.cl',
+            subLabel: 'Cloud',
+            iframeUrl: 'https://developer-docs-26-2-0-cl.vercel.app/docs/',
         },
+
         {
             label: '10.15.0.cl',
             link: '10.15.0.cl',
@@ -71,12 +72,6 @@ module.exports = {
             subLabel: 'Cloud',
             iframeUrl: 'https://developer-docs-10-14-0-cl.vercel.app/docs/',
         },
-        {
-            label: '10.13.0.cl',
-            link: '10.13.0.cl',
-            subLabel: 'Cloud',
-            iframeUrl: 'https://developer-docs-10-13-0-cl.vercel.app/docs/',
-        },
         {
             label: '10.10.0.sw',
             link: '10.10.0.sw',

From 77b49381f94f74d85efabdb037dad1bcf048f8c9 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 10:14:16 -0500
Subject: [PATCH 073/161] Update git-provider-integration.adoc

Starting to add in the Git provider pattern details from slides and example repo
---
 .../ROOT/pages/git-provider-integration.adoc  | 50 ++++++++++++++++++-
 1 file changed, 49 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 96fc5cce4..9bf22b2c2 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -18,8 +18,56 @@ The legacy GitHub REST APIs are used through ThoughtSpot and are tied to GitHub
 == Overview
 The Git provider integration pattern is based on storing the necessary secrets in the Git provider to allow ThoughtSpot REST API commands to be run by the Git provider when accomplishing tasks on demand or on a schedule.
 
-All imports and exports of ThoughtSpot TML files to and from branches, along with the commits and merges are controlled entirely in git using the Git provider's capabilities.  
+All imports and exports of ThoughtSpot TML files to and from branches, along with the commits and merges are controlled entirely in git using the Git provider's capabilities. 
+
+The two fundamental workflows are *xref:deploy-with-tml-apis.adoc#tml-export-with-obj_id-and-variables[TML Export] to branch from Org* and *TML Import from branch to Org*:
+
+=== TML Export to branch from Org
+
+
+ . git checkout {branch-name}: switch to existing remote branch or create local branch
+ . git pull: bring down latest from remote of branch
+ . Script to find desired objects then Export TML, saving TML files to disk with regular save command using name pattern {obj_id}.{type}.tml
+ . git commit
+ . git push: Send changes to remote
+
+=== TML Import from branch to Org
 
 == Setup
 
+=== Secrets and variables
+The following should be stored within the Git provider for use within any automated workflows:
+
+* TS_SERVER
+* TS_SECRET_KEY
+* TS_INSTANCE_ADMIN_USERNAME
+* TS_DOWNLOAD_USERNAME
+* TS_IMPORT_USERNAME
+
+Some of these, such a `TS_DOWNLOAD_USERNAME` and `TS_IMPORT_USERNAME` may vary at a branch / environment level. Even `TS_SERVER` and `TS_SECRET_KEY` may have variations per branch if you are using multiple ThoughtSpot instances.
+
+=== Branches
+Due to the nature of ThoughtSpot TML, you'll want to separate deployment branches for the release package from any "pure version control" branches.
+
+Pull requests / merges should be possible smoothly from "release" -> "test_deploy" -> "uat_deploy" -> "prod_deploy"
+
+The following is an example branch scheme, you are welcome to adjust the names to match your prefernces:
+
+* main / master: Actions / workflows / other shared assets, but no TML files from any Org
+* dev_vc: Version Control for all content on Dev Org
+* release: Branch for Specific Content to go through deployment to other Orgs
+* test_deploy: Import TML from 'release' and do other Actions to Test Org
+* test_vc: Version control for all content on Test Org
+* Optional UAT / etc.:
+** uat_deploy: Import TML from 'release' and do other Actions to UAT Org
+** uat_vc: Version control for all content on UAT Org
+* prod_deploy Import TML from 'release' and do other Actions to Prod Org(s)
+
+Version control for prod Orgs:
+
+* prod_vc: if single Prod, version control of all Content
+* customer_orgs(s): version control branch for each Single Tenant Org
+
+
+
 == GitHub Actions example

From 091c1c7a289f7ffe9704b459a4418aceb944a7a8 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 10:22:26 -0500
Subject: [PATCH 074/161] Update git-provider-integration.adoc

Added TML import git flow
---
 .../ROOT/pages/git-provider-integration.adoc  | 22 ++++++++++++++-----
 1 file changed, 16 insertions(+), 6 deletions(-)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 9bf22b2c2..d1e9272e6 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -20,19 +20,29 @@ The Git provider integration pattern is based on storing the necessary secrets i
 
 All imports and exports of ThoughtSpot TML files to and from branches, along with the commits and merges are controlled entirely in git using the Git provider's capabilities. 
 
-The two fundamental workflows are *xref:deploy-with-tml-apis.adoc#tml-export-with-obj_id-and-variables[TML Export] to branch from Org* and *TML Import from branch to Org*:
+The two fundamental workflows are *xref:deploy-with-tml-apis.adoc#tml-export-with-obj_id-and-variables[TML Export] to branch from Org* and *xref:deploy-with-tml-apis.adoc#tml-import-with-obj_id-and-variables[TML Import] from branch to Org*:
 
 === TML Export to branch from Org
 
-
- . git checkout {branch-name}: switch to existing remote branch or create local branch
- . git pull: bring down latest from remote of branch
+ . `git checkout {branch-name}`: switch to existing remote branch or create local branch
+ . `git pull`: bring down latest from remote of branch
  . Script to find desired objects then Export TML, saving TML files to disk with regular save command using name pattern {obj_id}.{type}.tml
- . git commit
- . git push: Send changes to remote
+ . `git commit`
+ . `git push`: Send changes to remote
+
+[NOTE]
+====
+If there are no changes, `git commit` will fail. `git diff-index --quiet HEAD || git commit -a -m "{commit msg}"` avoids this issue.
+====
 
 === TML Import from branch to Org
 
+ . `git checkout {branch-name/tag}`: switch to existing remote branch or tag
+ . `git pull`: bring down latest from remote of branch
+ . Script to find all desired TML files in the directory, then use TML Import REST API to import into the target Org
+ . Script to share newly created objects to Groups in the destination Org
+
+
 == Setup
 
 === Secrets and variables

From f05156df430ce2f26b05cc29e66624b521a07527 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 11:11:35 -0500
Subject: [PATCH 075/161] Update git-provider-integration.adoc

---
 .../ROOT/pages/git-provider-integration.adoc   | 18 ++++++++++++++++--
 1 file changed, 16 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index d1e9272e6..1b25753ba 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -26,7 +26,7 @@ The two fundamental workflows are *xref:deploy-with-tml-apis.adoc#tml-export-wit
 
  . `git checkout {branch-name}`: switch to existing remote branch or create local branch
  . `git pull`: bring down latest from remote of branch
- . Script to find desired objects then Export TML, saving TML files to disk with regular save command using name pattern {obj_id}.{type}.tml
+ . Script to find desired objects then Export TML, saving TML files to disk with regular save command using name pattern `{obj_id}.{type}.tml`
  . `git commit`
  . `git push`: Send changes to remote
 
@@ -35,6 +35,14 @@ The two fundamental workflows are *xref:deploy-with-tml-apis.adoc#tml-export-wit
 If there are no changes, `git commit` will fail. `git diff-index --quiet HEAD || git commit -a -m "{commit msg}"` avoids this issue.
 ====
 
+The script that actually downloads the TML should also have capabilities for xref:deploy-with-tml-apis.adoc#linkBuildRelease[filtering items to just the release package]. The same download script can handle pure version control (downloading all items) as well as downloading only the items of the release package.
+
+==== Efficient exporting using modified timestamp
+TML Export causes activity on a ThoughtSpot instance, as TML is generated dynamically at the time of request from the current state of the objects in ThoughtSpot. 
+
+To make the process more quick and efficient, you can implement a method for only exporting objects that have changed since the last TML Export was run, using the `/metadata/search` REST API response, which contains a `modified` timestamp in the `metadata_header` section. 
+
+
 === TML Import from branch to Org
 
  . `git checkout {branch-name/tag}`: switch to existing remote branch or tag
@@ -59,7 +67,9 @@ Some of these, such a `TS_DOWNLOAD_USERNAME` and `TS_IMPORT_USERNAME` may vary a
 === Branches
 Due to the nature of ThoughtSpot TML, you'll want to separate deployment branches for the release package from any "pure version control" branches.
 
-Pull requests / merges should be possible smoothly from "release" -> "test_deploy" -> "uat_deploy" -> "prod_deploy"
+image::./images/version-control-branches.png[version control branches diagram]
+
+Pull requests / merges should be possible smoothly from "release" -> "test_deploy" -> "uat_deploy" -> "prod_deploy", without needing to resolve any merge conflicts.
 
 The following is an example branch scheme, you are welcome to adjust the names to match your prefernces:
 
@@ -78,6 +88,10 @@ Version control for prod Orgs:
 * prod_vc: if single Prod, version control of all Content
 * customer_orgs(s): version control branch for each Single Tenant Org
 
+== Local branches, copies and edits
+
+
+== Other sync actions
 
 
 == GitHub Actions example

From 0cbad26251da37e480e7eaa69e6358f68d2d2d6e Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 12:38:27 -0500
Subject: [PATCH 076/161] Update git-provider-integration.adoc

Added start of section describing other actions
---
 .../ROOT/pages/git-provider-integration.adoc  | 20 +++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 1b25753ba..1559b676e 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -10,6 +10,8 @@ Git providers such as GitHub, GitLab, Azure DevOps and BitBucket can run scripts
 
 This allows the Git provider to become the centralized control service for deployment processes to ThoughtSpot.
 
+The combination of Git commands and ThoughtSpot REST API calls allows for controlled synchronization of the Git repo and the various ThoughtSpot Orgs that represent environments within the software deployment lifecycle.
+
 [NOTE]
 ====
 The legacy GitHub REST APIs are used through ThoughtSpot and are tied to GitHub exclusively. The Git provider integration pattern provides more flexibility and control.
@@ -52,6 +54,9 @@ To make the process more quick and efficient, you can implement a method for onl
 
 
 == Setup
+Each Git provider has its own mechanisms for doing the following, but the overall pattern described should be possible in any of them.
+
+Essentially, the Git provider will store the necessary details and secrets to make REST API calls to the ThoughtSpot instance(s). 
 
 === Secrets and variables
 The following should be stored within the Git provider for use within any automated workflows:
@@ -93,5 +98,20 @@ Version control for prod Orgs:
 
 == Other sync actions
 
+=== Deleting objects
+When an object is deleted in the dev Org, you’ll need to decide how to register this within the git release branch
+
+One solution would be an “audit existing objects” script that looks at whether the filenames (matching obj_id) in the dev branch of the git directory continue to exist via `/metadata/search` REST API command. If not found, issue `git rm` to remove the TML file, then `git commit` and `git push` to update the origin/branch.
+
+Objects live within ThoughtSpot Orgs, and orgs that are “upstream” of dev Org may contain objects that do not exist in the dev Org (end user created content for example)
+
+The git rm command on files in release branch will flow through merge commands, removing files from upstream branches / tags
+
+However, you cannot simply remove objects that do not have equivalent TML files in the git directory
+
+=== obj_id updates
+The `obj_id` property is simple enough to change within an Org, however the files in the repo are typically named after the `obj_id` of the object at the time of export. There will also be objects in the other Orgs with the same `obj_id`. 
+
+An `obj_id` update should thus be *initiated from the Git provider* to rename the existing file and perform the ThoughtSpot REST API commands to update the `obj_id` across all Orgs with a copy of the object.
 
 == GitHub Actions example

From 3cd550ccd894c5152a1471978eff33856c2053df Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 14:00:42 -0500
Subject: [PATCH 077/161] Update git-provider-integration.adoc

More examples of how to do things
---
 .../ROOT/pages/git-provider-integration.adoc  | 61 +++++++++++++++++++
 1 file changed, 61 insertions(+)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 1559b676e..ef7299f06 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -103,6 +103,35 @@ When an object is deleted in the dev Org, you’ll need to decide how to registe
 
 One solution would be an “audit existing objects” script that looks at whether the filenames (matching obj_id) in the dev branch of the git directory continue to exist via `/metadata/search` REST API command. If not found, issue `git rm` to remove the TML file, then `git commit` and `git push` to update the origin/branch.
 
+The following is git and REST API portion of a GitHub workflow that cleans up files that do not have a matching object in the Org any longer. 
+
+The `files_with_no_obj_on_org.py` script is using the `/metadata/search` REST API to get the list of existing objects, then looking at all the files in the git branch to see which files (which are all named based on `obj_id` when they were exported and saved originally):
+
+[,yaml]
+----
+run: |
+        git config --local user.email "${{ github.actor_id }}+${{ github.triggering_actor }}@users.noreply.github.com"
+        git config --local user.name "${{ github.triggering_actor }}"
+        python .github/workflows/files_with_no_obj_on_org.py > files_to_remove.txt
+        if [ -s "files_to_remove.txt" ]; then
+        echo "Files found in Org: ${{ vars.TS_ORG_NAME }} for removal:"
+        cat files_to_remove.txt
+        if [ "${{ github.event.inputs.DELETE_FLAG }}" = "DELETE" ]; then
+        echo "Deleting the files"
+        cat files_to_remove.txt | xargs git rm
+        rm files_to_remove.txt
+        git add *
+        git diff-index --quiet HEAD || git commit -a -m "Run ID ${{ github.run_id }}/${{github.run_attempt}} cleanup files from Org ${{ vars.TS_ORG_NAME }}"
+        git push
+        fi
+        else
+        echo "No files found to remove"
+        rm files_to_remove.txt
+        fi
+----
+
+
+
 Objects live within ThoughtSpot Orgs, and orgs that are “upstream” of dev Org may contain objects that do not exist in the dev Org (end user created content for example)
 
 The git rm command on files in release branch will flow through merge commands, removing files from upstream branches / tags
@@ -114,4 +143,36 @@ The `obj_id` property is simple enough to change within an Org, however the file
 
 An `obj_id` update should thus be *initiated from the Git provider* to rename the existing file and perform the ThoughtSpot REST API commands to update the `obj_id` across all Orgs with a copy of the object.
 
+The following is the git and REST API portion of example of a workflow in GitHub Action syntax to handle the rename of an object in the dev Org and release branch:
+
+[,yaml]
+----
+    - name: Change obj_id and rename file
+      env:
+       TS_SERVER: ${{ secrets.TS_SERVER }}
+       TS_SECRET_KEY: ${{ secrets.TS_SECRET_KEY }}
+       TS_USERNAME: ${{ secrets.TS_INSTANCE_ADMIN_USERNAME }}
+       OLD_OBJ_ID: ${{ github.event.inputs.OLD_OBJ_ID }}
+       NEW_OBJ_ID : ${{ github.event.inputs.NEW_OBJ_ID }}
+      run: |
+        git config --local user.email "${{ github.actor_id }}+${{ github.triggering_actor }}@users.noreply.github.com"
+        git config --local user.name "${{ github.triggering_actor }}"
+        echo "Import to Org_ID $ORG_ID rename $OLD_OBJ_ID to: $NEW_OBJ_ID"
+        if find . -name "${{ github.event.inputs.OLD_OBJ_ID }}*" -print -quit | grep -q .; then 
+        echo "file for ${{ github.event.inputs.OLD_OBJ_ID }} found" 
+        echo "Updating obj_id in org from ${{ github.event.inputs.OLD_OBJ_ID }} to ${{ github.event.inputs.NEW_OBJ_ID }}"
+        python .github/workflows/update_obj_id.py
+        echo "obj_id updated, now renaming file in repo"
+        O_FILE=$(find . -name "${{ github.event.inputs.OLD_OBJ_ID }}*" -print)
+        N_FILE="${O_FILE//${{ github.event.inputs.OLD_OBJ_ID }}/${{ github.event.inputs.NEW_OBJ_ID }}}"
+        echo "$O_FILE rename to $N_FILE"
+        git mv $O_FILE $N_FILE
+        git diff-index --quiet HEAD || git commit -a -m "Run ID ${{ github.run_id }}/${{github.run_attempt}} changed obj_id"
+        git push
+        echo "File rename succesful"
+        else 
+        echo "no file found matching ${{ github.event.inputs.OLD_OBJ_ID }}, no action taken"
+        fi
+----
+
 == GitHub Actions example

From f3611614f20bf009d01f309cc045dc5eefb16b0a Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 16:27:13 -0500
Subject: [PATCH 078/161] Add files via upload

---
 .../images/copy_edit_change_obj_id.png         | Bin 0 -> 172889 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 static/doc-images/images/copy_edit_change_obj_id.png

diff --git a/static/doc-images/images/copy_edit_change_obj_id.png b/static/doc-images/images/copy_edit_change_obj_id.png
new file mode 100644
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From 47bcc97995dc876320e444140786bf8ce1cb61a7 Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 16:30:06 -0500
Subject: [PATCH 079/161] Update git-provider-integration.adoc

Describing some workflows within the "dev" Org
---
 .../ROOT/pages/git-provider-integration.adoc  | 19 +++++++++++++++++--
 1 file changed, 17 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index ef7299f06..79ba777be 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -29,12 +29,12 @@ The two fundamental workflows are *xref:deploy-with-tml-apis.adoc#tml-export-wit
  . `git checkout {branch-name}`: switch to existing remote branch or create local branch
  . `git pull`: bring down latest from remote of branch
  . Script to find desired objects then Export TML, saving TML files to disk with regular save command using name pattern `{obj_id}.{type}.tml`
- . `git commit`
+ . `git diff-index --quiet HEAD || git commit -a -m "{commit msg}"`
  . `git push`: Send changes to remote
 
 [NOTE]
 ====
-If there are no changes, `git commit` will fail. `git diff-index --quiet HEAD || git commit -a -m "{commit msg}"` avoids this issue.
+If there are no changes to any files, `git commit` will throw an error. `git diff-index --quiet HEAD || git commit -a -m "{commit msg}"` avoids this issue.
 ====
 
 The script that actually downloads the TML should also have capabilities for xref:deploy-with-tml-apis.adoc#linkBuildRelease[filtering items to just the release package]. The same download script can handle pure version control (downloading all items) as well as downloading only the items of the release package.
@@ -94,7 +94,22 @@ Version control for prod Orgs:
 * customer_orgs(s): version control branch for each Single Tenant Org
 
 == Local branches, copies and edits
+ThoughtSpot itself is the "living source of truth", with TML only a representation of the current state of the object in the system at the time of TML Export or the desired state to bring the system to via TML Import.
 
+A TML Import will cause the existing object in ThoughtSpot with the same identifier (`obj_id` or `guid` if no `obj_id` is present) to update to match the state described in the imported TML file. 
+
+You can edit a TML file in a *local branch*, but using TML Import to see the result in the originating Org will cause the object to be updated.
+
+There are two options:
+
+* Create a new Org to represent the local branch, to test the new TML
+* Create a copy object in the original org, with a different identifier
+
+The final step would be to change the identifer in the copy object's TML to match the orginal identifer, then TML Import the file back into the original Org.
+
+image::./images/copy_edit_change_obj_id.png[Copy/edit change obj_id pattern]
+
+Actions like this can be performed in git however your team feels most comfortable with. The resulting changes in the "dev Org" then become part of the release package files that are exported and moved through the deployment stages like normal. 
 
 == Other sync actions
 

From 193e81a13bc02913ebd6469dceb553c1916ef90e Mon Sep 17 00:00:00 2001
From: Bryant Howell - ThoughtSpot
 <83678239+bryanthowell-ts@users.noreply.github.com>
Date: Mon, 16 Mar 2026 17:03:14 -0500
Subject: [PATCH 080/161] Update git-provider-integration.adoc

---
 .../ROOT/pages/git-provider-integration.adoc  | 22 +++++++++++--------
 1 file changed, 13 insertions(+), 9 deletions(-)

diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 79ba777be..0c47bcf88 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -114,13 +114,13 @@ Actions like this can be performed in git however your team feels most comfortab
 == Other sync actions
 
 === Deleting objects
-When an object is deleted in the dev Org, you’ll need to decide how to register this within the git release branch
+When an object is deleted in the dev Org, you also need to `git rm` the file within the git release branch, so that the file will be deleted in downstream branches as you do pull/merge requsts.
 
-One solution would be an “audit existing objects” script that looks at whether the filenames (matching obj_id) in the dev branch of the git directory continue to exist via `/metadata/search` REST API command. If not found, issue `git rm` to remove the TML file, then `git commit` and `git push` to update the origin/branch.
+The following is the git and REST API portion of an example GitHub workflow that cleans up files that do not have a matching object in the Org any longer. 
 
-The following is git and REST API portion of a GitHub workflow that cleans up files that do not have a matching object in the Org any longer. 
+It looks at whether the filenames (matching obj_id) in the dev branch of the git directory continue to exist via `/metadata/search` REST API command. If not found, issue `git rm` to remove the TML file, then `git commit` and `git push` to update the origin/branch.
 
-The `files_with_no_obj_on_org.py` script is using the `/metadata/search` REST API to get the list of existing objects, then looking at all the files in the git branch to see which files (which are all named based on `obj_id` when they were exported and saved originally):
+The `files_with_no_obj_on_org.py` script is what performes the `/metadata/search` REST API to get the list of existing objects, then looks at all the files in the git branch to see which filenames do not have corresponding obj_ids:
 
 [,yaml]
 ----
@@ -145,13 +145,14 @@ run: |
         fi
 ----
 
+[NOTE]
+====
+You cannot do the reverse and simply delete objects from an Org that do not have equivalent TML files in the git directory, because end users can create new objects in an Org.
+====
 
+You also must consider that attempts while `git rm` command on files in release branch will flow upstream through via merge commands, removing data objects in the linked Orgs may fail if any user-created content in those Orgs are connected to the data objects.
 
-Objects live within ThoughtSpot Orgs, and orgs that are “upstream” of dev Org may contain objects that do not exist in the dev Org (end user created content for example)
-
-The git rm command on files in release branch will flow through merge commands, removing files from upstream branches / tags
-
-However, you cannot simply remove objects that do not have equivalent TML files in the git directory
+Thus the full deletion / cleanup process maybe involve manual "clean-up" in Orgs where ThoughtSpot does not all object deletion without first deleting or changing the data source of dependent objects.
 
 === obj_id updates
 The `obj_id` property is simple enough to change within an Org, however the files in the repo are typically named after the `obj_id` of the object at the time of export. There will also be objects in the other Orgs with the same `obj_id`. 
@@ -191,3 +192,6 @@ The following is the git and REST API portion of example of a workflow in GitHub
 ----
 
 == GitHub Actions example
+A repo with link:https://github.com/bryanthowell-ts/git-test-2/tree/main/.github/workflows[example GitHub workflow files to power Actions is available]. 
+
+The workflows are composed of a YAML workflow file and a Python script using the link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot_rest_api Python library,window=_blank]. Both components are useful starting points for implementing in a different Git provider.

From 74d74f8f304253883bf22985a855e0d6261762bb Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Tue, 17 Mar 2026 09:01:22 +0530
Subject: [PATCH 081/161] broken link fixes and event example updates

---
 modules/ROOT/pages/common/nav.adoc            |  3 +-
 modules/ROOT/pages/embed-ai-analytics.adoc    |  2 +-
 modules/ROOT/pages/embed-events.adoc          |  2 +-
 modules/ROOT/pages/event-embedEvents.adoc     |  2 +-
 .../pages/events-context-aware-routing.adoc   | 14 +++-
 modules/ROOT/pages/events-hostEvents.adoc     |  2 +-
 .../pages/mcp-server-client-connection.adoc   |  6 +-
 modules/ROOT/pages/search-assist-tse.adoc     | 71 -------------------
 modules/ROOT/pages/whats-new.adoc             |  8 +--
 9 files changed, 26 insertions(+), 84 deletions(-)
 delete mode 100644 modules/ROOT/pages/search-assist-tse.adoc

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index fa5eb8819..c1a182cb5 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -275,6 +275,7 @@ include::generated/typedoc/CustomSideNav.adoc[]
 ** link:https://developers.thoughtspot.com/codespot[CodeSpot, window=_blank]
 ** link:https://training.thoughtspot.com/page/developer[Training resources, window=_blank]
 ** link:https://docs.thoughtspot.com[Product Documentation, window=_blank]
-** link:{{navprefix}}/rest-apiv2-beta-reference[REST API v2 ^Beta^ Reference (Deprecated)]
 ** link:{{navprefix}}/abac-user-parameters-beta[ABAC via tokens (pre-10.4.0.cl) (Deprecated)]
 
+
+
diff --git a/modules/ROOT/pages/embed-ai-analytics.adoc b/modules/ROOT/pages/embed-ai-analytics.adoc
index 2d44838fd..b247ed0df 100644
--- a/modules/ROOT/pages/embed-ai-analytics.adoc
+++ b/modules/ROOT/pages/embed-ai-analytics.adoc
@@ -147,7 +147,7 @@ The thinking and reasoning UX in Spotter conversations shows step-by-step reason
 
 **Default state in embed**: Enabled by default if the feature is enabled at the instance level.
 
-|link:https://docs.thoughtspot.com/cloud/latest/spotter-coach-conversation[Spotter coaching within conversation sessions, window=_blank] +
+|link:https://docs.thoughtspot.com/cloud/latest/spotter-coaching-options[Spotter coaching within conversation sessions, window=_blank] +
 The coaching workflow in Spotter conversations.
 
 |**Supported Spotter version**: +
diff --git a/modules/ROOT/pages/embed-events.adoc b/modules/ROOT/pages/embed-events.adoc
index 7bb21d1a8..effaaa017 100644
--- a/modules/ROOT/pages/embed-events.adoc
+++ b/modules/ROOT/pages/embed-events.adoc
@@ -42,4 +42,4 @@ Fires when a change occurs in the search bar, including the initial load of the
 == Related resources
 
 * See xref:EmbedEvent.adoc[EmbedEvent] and xref:HostEvent.adoc[HostEvent] SDK documentation.
-* For information about triggering events on React components, see xref:tutorials:react-components/react-components_lesson-04.adoc[Event listeners for React components].
\ No newline at end of file
+* For information about triggering events on React components, see xref:react-components_lesson-04.adoc[Event listeners for React components].
\ No newline at end of file
diff --git a/modules/ROOT/pages/event-embedEvents.adoc b/modules/ROOT/pages/event-embedEvents.adoc
index 02403e84a..affe8edaf 100644
--- a/modules/ROOT/pages/event-embedEvents.adoc
+++ b/modules/ROOT/pages/event-embedEvents.adoc
@@ -293,5 +293,5 @@ For information about the supported event objects and examples, see xref:EmbedEv
 == Additional resources
 
 * See the xref:EmbedEvent.adoc[EmbedEvent] and xref:HostEvent.adoc[HostEvent] SDK documentation.
-* For information about triggering events on React components, see xref:tutorials:react-components/react-components_lesson-04.adoc[Event listeners for React components].
+* For information about triggering events on React components, see xref:react-components_lesson-04.adoc[Event listeners for React components].
 
diff --git a/modules/ROOT/pages/events-context-aware-routing.adoc b/modules/ROOT/pages/events-context-aware-routing.adoc
index 96128030d..f230949e4 100644
--- a/modules/ROOT/pages/events-context-aware-routing.adoc
+++ b/modules/ROOT/pages/events-context-aware-routing.adoc
@@ -333,6 +333,8 @@ The following example routes the event to the top-most active page in the user's
 
 [source,TypeScript]
 ----
+import { HostEvent } from '@thoughtspot/visual-embed-sdk';
+
 // Implicit context: top‑most active page (For example, the visualization page on top of Liveboard)
 liveboardEmbed.trigger(HostEvent.OpenFilter, {
   column: {
@@ -345,6 +347,8 @@ The following example explicitly sets the target context to route the event trig
 
 [source,TypeScript]
 ----
+import { HostEvent, ContextType } from '@thoughtspot/visual-embed-sdk';
+
 // Explicit context: force filters to open on the underlying Liveboard
 appEmbed.trigger(
   HostEvent.OpenFilter, {
@@ -365,6 +369,8 @@ The following example routes the event to top-most active page. The filter updat
 
 [source,TypeScript]
 ----
+import { HostEvent } from '@thoughtspot/visual-embed-sdk';
+
 // Implicit context: current active page with runtime filters
 liveboardEmbed.trigger(HostEvent.UpdateRuntimeFilters, [
   {
@@ -384,6 +390,8 @@ The following example explicitly sets the target context to route the event trig
 
 [source,TypeScript]
 ----
+import { HostEvent, ContextType } from '@thoughtspot/visual-embed-sdk';
+
 // Explicit context: update runtime filters in the Answer layer
 appEmbed.trigger(
   HostEvent.UpdateRuntimeFilters,
@@ -405,6 +413,8 @@ The following example shows implicit context in a single-layer UI:
 
 [source,TypeScript]
 ----
+import { HostEvent } from '@thoughtspot/visual-embed-sdk';
+
 // Implicit context: pin from the current page
 spotterEmbed.trigger(HostEvent.Pin);
 ----
@@ -413,6 +423,8 @@ The following example shows how to explicitly set the target context to route th
 
 [source,TypeScript]
 ----
+import { HostEvent, ContextType } from '@thoughtspot/visual-embed-sdk';
+
 // Parameterized with explicit context: pin a visualization from a Liveboard layer
 appEmbed.trigger(
   HostEvent.Pin,
@@ -504,4 +516,4 @@ console.log("Full stack:", payload.stack);
 == Related resources
 
 * For information about host events and the supported enumeration members in the SDK, see xref:events-hostEvents.adoc[Using host events] and xref:HostEvent.adoc[HostEvent].
-* For information about triggering actions in React embed components, see xref:tutorials:react-components/react-components_lesson-04.adoc[Event listeners for React components].
+* For information about triggering actions in React embed components, see xref:react-components_lesson-04.adoc[Event listeners for React components].
diff --git a/modules/ROOT/pages/events-hostEvents.adoc b/modules/ROOT/pages/events-hostEvents.adoc
index 1f85e2dd8..b397dec92 100644
--- a/modules/ROOT/pages/events-hostEvents.adoc
+++ b/modules/ROOT/pages/events-hostEvents.adoc
@@ -277,5 +277,5 @@ Fires when a change occurs in the search bar, including the initial load of the
 == Related resources
 
 * See xref:EmbedEvent.adoc[EmbedEvent] and xref:HostEvent.adoc[HostEvent] SDK documentation.
-* For information about triggering events on React components, see xref:tutorials:react-components/react-components_lesson-04.adoc[Event listeners for React components].
+* For information about triggering events on React components, see xref:react-components_lesson-04.adoc[Event listeners for React components].
 
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index f1497b35c..94dcb6281 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -32,15 +32,15 @@ Before you begin, review the following prerequisites:
 === Connecting clients that support remote MCP servers
 To connect to a client that supports remote MCP servers natively, add the MCP Server endpoint to your client's configuration settings.
 
-`https://agent.thoughtspot.app/mcp`
+`\https://agent.thoughtspot.app/mcp`
 
 For clients that require a bearer token for authentication, use the following URL format:
 
-`https://agent.thoughtspot.app/bearer/mcp`
+`\https://agent.thoughtspot.app/bearer/mcp`
 
 For OpenAI MCP and Responses API integration, use the following URL:
 
-`https://agent.thoughtspot.app/openai/mcp`
+`\https://agent.thoughtspot.app/openai/mcp`
 
 For additional information about how to register a remote MCP Server, refer to your client's documentation.
 
diff --git a/modules/ROOT/pages/search-assist-tse.adoc b/modules/ROOT/pages/search-assist-tse.adoc
deleted file mode 100644
index 2cc219c6a..000000000
--- a/modules/ROOT/pages/search-assist-tse.adoc
+++ /dev/null
@@ -1,71 +0,0 @@
-= Enable Search Assist
-:toc: true
-
-:page-title: Enable search assist
-:page-pageid: search-assist
-:page-description: Search Assist on embedded instances
-:description: Enable Search Assist to demonstrate how to get construct your search query and view answers.
-
-[IMPORTANT]
-====
-Search Assist feature is deprecated and is not available in ThoughtSpot 10.4.0.cl and later versions.
-====
-
-The Search Assist feature provides sample scenarios of searching data from a Model. Your application users can use this feature to familiarize themselves with the search experience and get the answers they need.
-
-To enable the Search Assist walkthrough on an embedded instance, the following steps are required:
-
-* Enable Search Assist in the Visual Embed SDK
-* Configure Search Assist questions and answers (__Requires `Can manage data` privilege and edit access to a Model__)
-
-== Enable Search Assist in the SDK
-
-To enable Search Assist, set the `enableSearchAssist` parameter to `true`. The following example shows how to enable Search Assist in the `SearchEmbed` SDK.
-
-[source,JavaScript]
-----
-const searchEmbed = new SearchEmbed(document.getElementById('ts-embed'), {
-    frameParams: {
-        width: '100%',
-        height: '100%',
-    },
-    dataSources: ['<%=datasourceGUID%>'],
-    enableSearchAssist: true,
-    },
-});
-----
-
-++++
-<a href="{{previewPrefix}}/playground/search?enableSearchAssist=true" id="preview-in-playground" target="_blank">Try it out</a>
-++++
-
-== Configure Search Assist content
-
-By default, the Sample Retail link:https://docs.thoughtspot.com/cloud/latest/system-worksheet[system Worksheet, window=_blank] includes a Search Assist lesson with a predefined set of questions and instructions to guide your application users.
-
-To provide Search Assist walkthrough to your users with your own data, you must create a Search Assist lesson on your Model. ThoughtSpot provides sample question templates, using which you can create your own Search Assist content. Any ThoughtSpot user with `Can manage data` privilege and edit access to the Model can configure a Search Assist lesson. For more information about configuring a sample search lesson, see link:https://docs.thoughtspot.com/cloud/latest/search-assist-coach[Search Assist Coach, window=_blank].
-
-////
-If Search Assist is enabled on your embedded instance, the sample queries and instructions will appear when your users log in to ThoughtSpot for the first time and go through the onboarding process.
-////
-
-== How to use Search Assist
-
-Search Assist walks you through simple search scenarios, using data from the Search Assist lesson created for a Model. If Search Assist is enabled, and your Model has the Search Assist queries configured, the embedded Search page allows you to try sample search scenarios.
-
-For example, if you are searching data from the Sample Retail Model, the initial example asks *_What were Sales by Product in this year?_* and Search Assist guides you to select *_sales_* and press *Enter* on your keyboard. The search then returns the Answer as a table, demonstrating your total sales.
-
-Similarly, you can add keywords, such as *_product_* and *_this year_* to your search and press *Enter*  to get an Answer with the total sales data for each product in the current year.
-
-== Feature limitations
-
-* Search Assist is available on instances that have ThoughtSpot Search functionality embedded using `SearchEmbed` or `AppEmbed` SDK library.
-* Sample search queries and search experience walkthrough are available to users only if a Search Assist lesson is configured at the data source level.
-* Search Assist lessons can be configured only on Models.
-* To configure a Search Assist lesson on a Model, make sure you have embedded the ThoughtSpot *Data* tab in your host app.
-
-////
-== Related resources
-
-* link:https://docs.thoughtspot.com/cloud/latest/search-assist-coach[Search Assist Coach, window=_blank]
-* link:https://docs.thoughtspot.com/cloud/latest/search-assist[Search Assist, window=_blank]
\ No newline at end of file
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 21fc7b988..9268e772e 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -1978,7 +1978,7 @@ New API endpoints::
 * `POST /tspublic/rest/v2/report/answer`
 * `GET /tspublic/rest/v2/logs/events`
 
-For more information, see xref:rest-api-v2-reference-beta.adoc[REST API v2 Reference].
+//For more information, see xref:rest-api-v2-reference-beta.adoc[REST API v2 Reference].
 
 ====
 
@@ -2066,7 +2066,7 @@ The SDK includes the following new event:
 
 * `RouteChange`
 
-For more information, see xref:events-ref.adoc[Events reference].
+For more information, see xref:embed-events.adoc[Events reference].
 
 |====
 ====
@@ -2156,7 +2156,7 @@ The SDK supports the following new events:
 * `DialogOpen`
 * `DialogClose`
 
-For more information, see xref:events-ref.adoc[Events reference].
+For more information, see xref:embed-events.adoc[Events reference].
 
 |====
 ====
@@ -2251,7 +2251,7 @@ The SDK EmbedEvent library includes the following new events:
 * `Drilldown`
 * `SetVisibleVizs`
 
-For more information, see xref:events-ref.adoc#embed-events[Events reference].
+For more information, see xref:embed-events.adoc[Events reference].
 
 |====
 ====

From 9034fc96612f619bb5b9509f52d49ae33e45bd12 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Tue, 17 Mar 2026 18:46:04 +0530
Subject: [PATCH 082/161] typo fixes, xref and link updates

---
 modules/ROOT/pages/deploy-with-tml-apis.adoc  |  8 +++---
 .../pages/development-and-deployment.adoc     |  2 +-
 modules/ROOT/pages/git-configuration.adoc     | 25 +++++++++----------
 .../ROOT/pages/git-provider-integration.adoc  | 14 +++++------
 modules/ROOT/pages/git-rest-api-guide.adoc    | 12 ++++-----
 modules/ROOT/pages/modify-tml.adoc            | 10 ++++----
 modules/ROOT/pages/variables.adoc             | 20 +++++++--------
 7 files changed, 45 insertions(+), 46 deletions(-)

diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index 9899e0d28..aeafdd34f 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -16,7 +16,7 @@ The TML files in the "release" branch are then moved into other "deployment bran
 
 Other ThoughtSpot Orgs are "deployed to" by importing TML from their designated "deployment branch".
 
-The formalized release process is separate from xref:development-and-deployment.adoic#_version_control[version control], which is concerned with capturing all changes of all content in a given Org. 
+The formalized release process is separate from xref:development-and-deployment.adoc#_version_control[version control], which is concerned with capturing all changes of all content in a given Org. 
 
 == Overview
 The three steps to building an SDLC process with ThoughtSpot are:
@@ -28,7 +28,7 @@ The three steps to building an SDLC process with ThoughtSpot are:
 == Pre-requisites
 For TML files to be portable between any Org on any instance, the objects must have *obj_ids* and all Table and Connection objects must have been xref:metadata-parameterization.adoc[parameterized] with the appropriate xref:variables.adoc[variables] where necessary.
 
-Once these pre-requsites are complete, your TML be ready for TML Import across Orgs or publishing:
+Once these pre-requisites are complete, your TML will be ready for TML Import across Orgs or publishing:
 
 [,YAML]
 ----
@@ -157,7 +157,7 @@ The `author` property of an object in the REST API is the value that the `create
 The process for exporting TML files into source control is:
 
  . Use Metadata Search REST API link:{{navprefix}}/restV2-playground?apiResourceId=http/api-endpoints/metadata/search-metadata[/metadata/search] to get a filtered list of objects for the release
- . Use `/metadata/tml/export` endpoint with `formmattype=YAML` to retrieve the TML of the object
+ . Use `/metadata/tml/export` endpoint with `formattype=YAML` to retrieve the TML of the object
  . Save the TML response strings to disk in a Git-enabled directory using a consistent name format based on the `obj_id`
 
 
@@ -255,7 +255,7 @@ if 'edoc' in yaml_tml[0]:
 
 [#linkImportRelease]
 == TML Import with obj_id and variables
-The xref:tml-api#import[/metadata/tml/import] REST API endpoint is used to upload any number of TML files at one time.
+The xref:tml-api.adoc#import[/metadata/tml/import] REST API endpoint is used to upload any number of TML files at one time.
 
 All details of the objects to be created or modified are specified *within the uploaded TML file*, matching first on `obj_id` and then on `guid` if `obj_id` is not present. 
 
diff --git a/modules/ROOT/pages/development-and-deployment.adoc b/modules/ROOT/pages/development-and-deployment.adoc
index f68ad1bfe..396ed312f 100644
--- a/modules/ROOT/pages/development-and-deployment.adoc
+++ b/modules/ROOT/pages/development-and-deployment.adoc
@@ -58,7 +58,7 @@ In a scenario where xref:single-tenant-data-models.adoc[end customer databases a
 
 There are two techniques for managing Orgs for single-tenanted databases:
 
- * Publishing[beta betaBackground]^Beta^
+ * Publishing [beta betaBackground]^Beta^
  * Deploy to each Org using TML Import
 
 == Publishing
diff --git a/modules/ROOT/pages/git-configuration.adoc b/modules/ROOT/pages/git-configuration.adoc
index ce9f9679e..dbbf1bf12 100644
--- a/modules/ROOT/pages/git-configuration.adoc
+++ b/modules/ROOT/pages/git-configuration.adoc
@@ -8,7 +8,7 @@
 
 [NOTE]
 ====
-The legacy GitHub REST APIs referenced here are tied to GitHub exclusively. The newer xref:git-provider-integration.adoic[Git provider integration pattern] provides more flexibility and control and should be utilized if you are starting out or having issues with the GitHub APIs.
+The legacy GitHub REST APIs referenced here are tied to GitHub exclusively. The newer xref:git-provider-integration.adoc[Git provider integration pattern] provides more flexibility and control and should be utilized if you are starting out or having issues with the GitHub APIs.
 ====
 
 GitHub integration requires configuration within both ThoughtSpot, accomplished via the V2.0 REST APIs, and your Git provider (GitHub currently).
@@ -49,7 +49,7 @@ tscli git-integration enable
 ////
 
 == Confirm permissions within ThoughtSpot Orgs
-* To commit objects from Thoughtspot to a Git repository, your ThoughtSpot user account requires at least view permission for all objects that will be committed as part of the operation.
+* To commit objects from ThoughtSpot to a Git repository, your ThoughtSpot user account requires at least view permission for all objects that will be committed as part of the operation.
 * To deploy or revert objects from a Git repository to ThoughtSpot, you require edit access to all objects that will be updated as part of the deployment. If the deployment contains Models, Views, or Tables, users require **Can manage data** (`DATAMANAGEMENT`) privilege for deploy, commit, and  revert operations.
 
 [#guid-map-and-config-files]
@@ -85,17 +85,16 @@ For more advanced Git development patterns, list multiple `branch_names` in the
 |===
 |Parameter|Description
 |`repository_url`|__String__. The HTTPS URL of the Git repository; for example, `\https://github.com/user/repo.git`.
-|`username`
-|__String__. Username to authenticate to the Git repository.
+|`username`|__String__. Username to authenticate to the Git repository.
 |`access_token`|__String__. Access token to authenticate to the Git repository.
 |`org_identifier`|__String__. ID of the Org. Define this parameter only if the Orgs feature is enabled on your ThoughtSpot cluster and separate Orgs are configured for development and production environments.
 |`branch_names`|__Array of strings__. List of Git branches to configure.
-|`commit_branch_name` |__String__. Name of the remote branch where objects committed from this Thoughtspot instance will be versioned. Replaces `default_branch_name`, which is deprecated in 9.10.5.cl.
+|`commit_branch_name` |__String__. Name of the remote branch where objects committed from this ThoughtSpot instance will be versioned. Replaces `default_branch_name`, which is deprecated in 9.10.5.cl.
 |`default_branch_name` +
 __Optional__|__String__. Deprecated in 9.10.5.cl. In earlier versions, this parameter was used to configure the name of the default Git branch to use for all operations on the cluster.
 |`enable_guid_mapping`  |__Boolean__. Enables GUID mapping and generates a GUID mapping file. Starting from 9.7.0.cl, this attribute is set to `true` by default.
 To know more about GUID mapping, see xref:version_control.adoc#_guid_mapping_and_configuration_files[GUID mapping].
-|`configuration_branch_name` a|__String__. Name of the branch where the configuration files related to operations between Thoughtspot and the version control repository should be maintained. Replaces `guid_mapping_branch_name`, which is deprecated in 9.10.5.cl.
+|`configuration_branch_name` a|__String__. Name of the branch where the configuration files related to operations between ThoughtSpot and the version control repository should be maintained. Replaces `guid_mapping_branch_name`, which is deprecated in 9.10.5.cl.
 
 [NOTE]
 ====
@@ -114,14 +113,14 @@ The following example shows the API request format for connecting ThoughtSpot to
 ----
 curl -X POST \
   --url 'https://{ThoughtSpot-Host-Dev}/api/rest/2.0/vcs/git/config/create' \
-  -H 'Authorization: Bearer {Bearer_token}  \
+  -H 'Authorization: Bearer {Bearer_token}' \
   -H 'Accept: application/json'\
   -H 'Content-Type: application/json' \
   --data-raw '{
   "repository_url": "https://github.com/user/repo.git",
   "username": "ts-git-user",
   "access_token": "{ACCESS_TOKEN}",
-  "org_identifier": "dev"
+  "org_identifier": "dev",
   "branch_names": [
     "dev",
     "main"
@@ -133,7 +132,7 @@ curl -X POST \
 
 If the API request is successful, the ThoughtSpot instance will be connected to the Git repository. 
 
-Go into each Org an issue the `config/create` call to link the appropriate branch to establish all environments.
+Go into each Org and issue the `config/create` call to link the appropriate branch to establish all environments.
 
 The following example shows the API request parameters to connect a ThoughtSpot `Prod` Org to the Git repo. Note that GUID mapping is enabled in the API request. 
 
@@ -143,7 +142,7 @@ The `Bearer_token` value must be requested for the desired Org, specified throug
 ----
 curl -X POST \
   --url 'https://{ThoughtSpot-Host-Prod}/api/rest/2.0/vcs/git/config/create' \
-  -H 'Authorization: Bearer {Bearer_token}  \
+  -H 'Authorization: Bearer {Bearer_token}' \
   -H 'Accept: application/json'\
   -H 'Content-Type: application/json' \
   --data-raw '{
@@ -151,7 +150,7 @@ curl -X POST \
   "username": "ts-git-user",
   "access_token": "{ACCESS_TOKEN}",
   "enable_guid_mapping": true,
-  "org_identifier": "prod"
+  "org_identifier": "prod",
   "branch_names": [
     "prod"
   ],
@@ -167,9 +166,9 @@ Version control and xref:guid-mapping.adoc[GUID mapping] utilize files stored in
 
 You can initialize these files by immediately using the  xref:git-rest-api-guide.adoc#deploy-commits[deploy commits REST API] after configuring the Org for Git.
 
-See the link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python/blob/main/examples_v2/create_orgs_with_linked_git_branch.py[create_orgs_with_linked_git_branch.py script] for an example of deploying a full Orgs or branches setup for structured development and deployment.
+See the link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python/blob/main/examples_v2/create_orgs_with_linked_git_branch.py[create_orgs_with_linked_git_branch.py script, window=_blank] for an example of deploying a full Orgs or branches setup for structured development and deployment.
 
-After the Orgs are set up, you can link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python/blob/main/examples_v2/create_connection_on_orgs.py[create connections across the orgs] and xref:guid-mapping.adoc#using-mapping-for-table-tml-properties[add any necessary entries to the GUID mapping files].
+After the Orgs are set up, you can link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python/blob/main/examples_v2/create_connection_on_orgs.py[create connections across Orgs, window=_blank] and xref:guid-mapping.adoc#using-mapping-for-table-tml-properties[add any necessary entries to the GUID mapping files].
 
 
 [#update-git-config]
diff --git a/modules/ROOT/pages/git-provider-integration.adoc b/modules/ROOT/pages/git-provider-integration.adoc
index 0c47bcf88..9892e37d1 100644
--- a/modules/ROOT/pages/git-provider-integration.adoc
+++ b/modules/ROOT/pages/git-provider-integration.adoc
@@ -76,7 +76,7 @@ image::./images/version-control-branches.png[version control branches diagram]
 
 Pull requests / merges should be possible smoothly from "release" -> "test_deploy" -> "uat_deploy" -> "prod_deploy", without needing to resolve any merge conflicts.
 
-The following is an example branch scheme, you are welcome to adjust the names to match your prefernces:
+The following is an example branch scheme, you are welcome to adjust the names to match your preferences:
 
 * main / master: Actions / workflows / other shared assets, but no TML files from any Org
 * dev_vc: Version Control for all content on Dev Org
@@ -105,7 +105,7 @@ There are two options:
 * Create a new Org to represent the local branch, to test the new TML
 * Create a copy object in the original org, with a different identifier
 
-The final step would be to change the identifer in the copy object's TML to match the orginal identifer, then TML Import the file back into the original Org.
+The final step would be to change the identifier in the copy object's TML to match the original identifier, then TML Import the file back into the original Org.
 
 image::./images/copy_edit_change_obj_id.png[Copy/edit change obj_id pattern]
 
@@ -120,7 +120,7 @@ The following is the git and REST API portion of an example GitHub workflow that
 
 It looks at whether the filenames (matching obj_id) in the dev branch of the git directory continue to exist via `/metadata/search` REST API command. If not found, issue `git rm` to remove the TML file, then `git commit` and `git push` to update the origin/branch.
 
-The `files_with_no_obj_on_org.py` script is what performes the `/metadata/search` REST API to get the list of existing objects, then looks at all the files in the git branch to see which filenames do not have corresponding obj_ids:
+The `files_with_no_obj_on_org.py` script is what performs the `/metadata/search` REST API to get the list of existing objects, then looks at all the files in the git branch to see which filenames do not have corresponding obj_ids:
 
 [,yaml]
 ----
@@ -152,7 +152,7 @@ You cannot do the reverse and simply delete objects from an Org that do not have
 
 You also must consider that attempts while `git rm` command on files in release branch will flow upstream through via merge commands, removing data objects in the linked Orgs may fail if any user-created content in those Orgs are connected to the data objects.
 
-Thus the full deletion / cleanup process maybe involve manual "clean-up" in Orgs where ThoughtSpot does not all object deletion without first deleting or changing the data source of dependent objects.
+Thus the full deletion / cleanup process may involve manual "clean-up" in Orgs where ThoughtSpot does not allow object deletion without first deleting or changing the data source of dependent objects.
 
 === obj_id updates
 The `obj_id` property is simple enough to change within an Org, however the files in the repo are typically named after the `obj_id` of the object at the time of export. There will also be objects in the other Orgs with the same `obj_id`. 
@@ -185,13 +185,13 @@ The following is the git and REST API portion of example of a workflow in GitHub
         git mv $O_FILE $N_FILE
         git diff-index --quiet HEAD || git commit -a -m "Run ID ${{ github.run_id }}/${{github.run_attempt}} changed obj_id"
         git push
-        echo "File rename succesful"
+        echo "File rename successful"
         else 
         echo "no file found matching ${{ github.event.inputs.OLD_OBJ_ID }}, no action taken"
         fi
 ----
 
 == GitHub Actions example
-A repo with link:https://github.com/bryanthowell-ts/git-test-2/tree/main/.github/workflows[example GitHub workflow files to power Actions is available]. 
+A repo with link:https://github.com/bryanthowell-ts/git-test-2/tree/main/.github/workflows[example GitHub workflow files to power Actions is available, window=_blank].
 
-The workflows are composed of a YAML workflow file and a Python script using the link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot_rest_api Python library,window=_blank]. Both components are useful starting points for implementing in a different Git provider.
+The workflows are composed of a YAML workflow file and a Python script using the link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot_rest_api Python library, window=_blank]. Both components are useful starting points for implementing in a different Git provider.
diff --git a/modules/ROOT/pages/git-rest-api-guide.adoc b/modules/ROOT/pages/git-rest-api-guide.adoc
index 1edd32ec4..499b6656b 100644
--- a/modules/ROOT/pages/git-rest-api-guide.adoc
+++ b/modules/ROOT/pages/git-rest-api-guide.adoc
@@ -8,7 +8,7 @@
 
 [NOTE]
 ====
-The legacy GitHub REST APIs referenced here are tied to GitHub exclusively. The newer xref:git-provider-integration.adoic[Git provider integration pattern] provides more flexibility and control and should be utilized if you are starting out or having issues with the GitHub APIs.
+The legacy GitHub REST APIs referenced here are tied to GitHub exclusively. The newer xref:git-provider-integration.adoc[Git provider integration pattern] provides more flexibility and control and should be utilized if you are starting out or having issues with the GitHub APIs.
 ====
 
 The `/vcs/git/` endpoints of the v2.0 REST API provide all the functionality necessary to xref:git-configuration.adoc[configure], perform version control, and deploy changes to different ThoughtSpot environments, other than xref:guid-mapping.adoc#connection_variations[configuring connections].
@@ -21,7 +21,7 @@ The xref:version_control.adoc#moving-tml-changes-between-environments[basic proc
 
 The following sections describe how to use the version control REST APIs after completing xref:git-configuration.adoc[Git configuration] for a ThoughtSpot instance.
 
-There is a complete implementation of all Git REST APIs available in the link:https://thoughtspot.github.io/cs_tools/[CS Tools package, target=_blank] as well as link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python/blob/main/examples_v2/[example workflow scripts available in Python, target=_blank].
+There is a complete implementation of all Git REST APIs available in the link:https://thoughtspot.github.io/cs_tools/[CS Tools package, target=_blank] as well as link:https://github.com/thoughtspot/thoughtspot_rest_api_v1_python/blob/main/examples_v2/[example workflow scripts available in Python, window=_blank].
 
 == Commit files
 The `/api/rest/2.0/vcs/git/branches/commit` API call exports the TML files for the requested ThoughtSpot objects directly to a Git branch and commits the changes.
@@ -60,7 +60,7 @@ The following example shows the API request with Liveboard and Model objects to
 ----
 curl -X POST \
   --url 'https://{ThoughtSpot-Host}/api/rest/2.0/vcs/git/branches/commit' \
-  -H 'Authorization: Bearer {Bearer_token}\
+  -H 'Authorization: Bearer {Bearer_token}' \
   -H 'Accept: application/json'\
   -H 'Content-Type: application/json' \
   --data-raw '{
@@ -194,13 +194,13 @@ Due to GUID mapping requirements in most destination environments, it is current
 
 === Request example
 
-The following example shows the API request with Liveboard and Model objects to commit to Git.
+The following example shows the API request to validate a merge from the dev branch to main.
 
 [source,cURL]
 ----
 curl -X POST \
   --url 'https://{ThoughtSpot-Host}/api/rest/2.0/vcs/git/branches/validate' \
-  -H 'Authorization: Bearer {Bearer_token}\
+  -H 'Authorization: Bearer {Bearer_token}' \
   -H 'Accept: application/json'\
   -H 'Content-Type: application/json' \
   --data-raw '{
@@ -251,7 +251,7 @@ The following example shows the API request for reverting a commit.
 ----
 curl -X POST \
   --url 'https://{ThoughtSpot-Host}/api/rest/2.0/vcs/git/commits/afc0fea831558e30d7064ab019f49243b1f09552/revert' \
-  -H 'Authorization: Bearer {Bearer_token}\\
+  -H 'Authorization: Bearer {Bearer_token}' \
   -H 'Accept: application/json'\
   -H 'Content-Type: application/json' \
   --data-raw '{
diff --git a/modules/ROOT/pages/modify-tml.adoc b/modules/ROOT/pages/modify-tml.adoc
index bd5e98117..28977bfe4 100644
--- a/modules/ROOT/pages/modify-tml.adoc
+++ b/modules/ROOT/pages/modify-tml.adoc
@@ -203,7 +203,7 @@ The `model_tables` section is a list of table objects that exist on the ThoughtS
 
 [source,YAML]
 ----
-  model_tables::
+  model_tables:
   - name: <table_name_1>
     id : <optional_table_id>
     fqn : <optional_GUID_of_table_name>
@@ -299,9 +299,9 @@ model:
     join_progressive: [ true | false ]
   lesson_plans:
   - lesson_id: <lesson_id_number_1>
-    lesson_plan_string <lesson_plan_string_1>
+    lesson_plan_string: <lesson_plan_string_1>
   - lesson_id: <lesson_id_number_2>
-    lesson_plan_string <lesson_plan_string_2>
+    lesson_plan_string: <lesson_plan_string_2>
   parameters:
   - id: <parameter_1_id>
     name: <parameter_1_name>
@@ -316,7 +316,7 @@ model:
   - id: <parameter_2_id>
     name: <parameter_2_name>
     data_type: <parameter_2_data_type>
-    default_value: <parameter_1_default_value>
+    default_value: <parameter_2_default_value>
     list_config:
       list_choice:
       - value: <list_value_1>
@@ -342,7 +342,7 @@ Worksheets combine several *tables*, including *Views*, into a coherent data mod
 
 If you want to change the values for an existing object, the `tables`, `joins` and `table_paths` sections are the most important.
 
-So you go from
+For example, you go from
 [source,YAML]
 ----
   tables:
diff --git a/modules/ROOT/pages/variables.adoc b/modules/ROOT/pages/variables.adoc
index e4c0fa8ca..49d2feb49 100644
--- a/modules/ROOT/pages/variables.adoc
+++ b/modules/ROOT/pages/variables.adoc
@@ -102,7 +102,7 @@ In ThoughtSpot, the DOUBLE data type is used for columns that require floating-p
 * `DATE` +
 Date in the epoch format. If you are creating a formula variable for a specific start date, set the data type as `DATE` and configure the date value in epoch format. For example, `1711933200` for 1 April 2024 (GMT).
 * `DATE_TIME` +
-Date with time stamp. If you are creating a formula variable for specific timestamp, specify the data type as `DATE_TIME` and assign a timestanp in epoch format as variable value. For example, `1711933200000` for 1 April 2024 01:00:00 (GMT).
+Date with time stamp. If you are creating a formula variable for specific timestamp, specify the data type as `DATE_TIME` and assign a timestamp in epoch format as variable value. For example, `1711933200000` for 1 April 2024 01:00:00 (GMT).
 +
 [NOTE]
 The `data_type` is required only for formula variables and is not supported for other variable types.
@@ -143,7 +143,7 @@ curl -X POST \
  --data-raw '{
   "type": "TABLE_MAPPING",
   "name": "schema_var",
-  "is_sensitive": true,
+  "is_sensitive": true
 }'
 ----
 
@@ -169,14 +169,14 @@ The following example shows the request body for the connection property variabl
 [source,cURL]
 ----
 curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/]api/rest/2.0/template/variables/create' \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/template/variables/create' \
   -H 'Accept: application/json' \
   -H 'Content-Type: application/json' \
   -H 'Authorization: Bearer {AUTH_TOKEN}' \
   --data-raw '{
   "type": "CONNECTION_PROPERTY",
   "name": "accountNameVar",
-  "is_sensitive": false,
+  "is_sensitive": false
 }'
 ----
 
@@ -311,7 +311,7 @@ Adds new values. Use this operation type to assign values to the variable.
 Replaces the existing attributes with new values.
 * `REMOVE` +
 Removes the values assigned to the variable. For example, you can remove the values assigned to a variable configured for an Org.
-* `RESET +
+* `RESET` +
 Resets all values at the variable level. For example, if a variable is assigned to multiple entities such as Org, user, or user group, the reset operation clears the values assigned to the variable for all entities.
 
 .5+|`variable_value_scope` 2+| Set the scope for variable values. These properties determine the entity level, such as Org, user, or user-group, for which the values will apply.
@@ -405,7 +405,7 @@ curl -X POST \
         "analyst"
       ],
       "operation": "ADD"
-    },
+    }
   ],
   "variable_value_scope": [
     {
@@ -470,7 +470,7 @@ curl -X POST \
         "1743469200"
       ],
       "operation": "ADD"
-    },
+    }
   ],
   "variable_value_scope": [
     {
@@ -482,7 +482,7 @@ curl -X POST \
     },
     {
       "org_identifier": "Org_Sales",
-      "model_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+      "model_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
       "principal_type": "USER",
       "principal_identifier": "tsuser"
     }
@@ -531,7 +531,7 @@ curl -X POST \
   -H 'Authorization: Bearer {AUTH_TOKEN}' \
   --data-raw '{
   "record_offset": 0,
-  "record_size": -10,
+  "record_size": -1,
   "output_format": "METADATA",
   "variable_details": [
     {
@@ -567,7 +567,7 @@ If the request is successful, the API returns the variable data in the response:
 
 == Delete a variable
 
-To delete a variable, send a `POST` request to the `/api/rest/2.0/template/variables/{identifier}/delete</a>` API endpoint, with the variable ID in the path parameter.
+To delete a variable, send a `POST` request to the `/api/rest/2.0/template/variables/{identifier}/delete` API endpoint, with the variable ID in the path parameter.
 
 Note that you can delete only one variable at a time.
 

From c82f0c1f392c8d2106ab2027310be7007e6b9034 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Tue, 17 Mar 2026 20:11:25 +0530
Subject: [PATCH 083/161] api ref  edit

---
 modules/ROOT/pages/just-in-time-provisioning.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/just-in-time-provisioning.adoc b/modules/ROOT/pages/just-in-time-provisioning.adoc
index c77f70b68..a5e80275f 100644
--- a/modules/ROOT/pages/just-in-time-provisioning.adoc
+++ b/modules/ROOT/pages/just-in-time-provisioning.adoc
@@ -45,7 +45,7 @@ If you need to update a user's details, including their group membership, the si
 . `link:https://developers.thoughtspot.com/docs/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user[/users/{user-identifier}/update]` in the target Org with the `operation: REPLACE` option.
 
 .. If you receive an error, retry the `/users/{user-identifier}/update` request with an Administrator service account in the Primary Org to add the user to the desired Org, with `operation: ADD`.
-.. If you still receive an error, the user does not exist in ThoughtSpot. Use `/users/add` from Primary Org to create the user and place in the desired Org(s).
+.. If you still receive an error, the user does not exist in ThoughtSpot. Use `/users/create` from the Primary Org to create the user and place in the desired Org(s).
 .. Retry the original `/users/{user-identifier}/update` command in the desired Org.
 . Request the preferred auth token for the user, without using any `autocreate=` options.
 

From ef550129ccb8913eae17357ae07a9e78dfe04a52 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Tue, 17 Mar 2026 20:34:10 +0530
Subject: [PATCH 084/161] typo fixes and minor edits

---
 modules/ROOT/pages/embed-authentication.adoc |  4 ++--
 modules/ROOT/pages/orgs.adoc                 | 14 +++++++-------
 2 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/modules/ROOT/pages/embed-authentication.adoc b/modules/ROOT/pages/embed-authentication.adoc
index d91ccc856..990b76ab3 100644
--- a/modules/ROOT/pages/embed-authentication.adoc
+++ b/modules/ROOT/pages/embed-authentication.adoc
@@ -223,7 +223,7 @@ The `init` method returns an event emitter, which you can use to listen to `Auth
 
 [source,TypeScript]
 ----
-authStatus = init(embedConfig); authStatus.on(AuthStatus.FAILURE, (reason) => {
+const authStatus = init(embedConfig); authStatus.on(AuthStatus.FAILURE, (reason) => {
 console.log('Authentication failed');
 });
 ----
@@ -272,7 +272,7 @@ import { logout } from "@thoughtspot/visual-embed-sdk";
 logout();
 ----
 
-The `logout` function returns a promise that resolves when the user is logged out of ThoughtSpot. When you call `logout`, the `autoLogin` attribute is set to `false` to prevent the SDK from automatically logging in the user again. If you do not want to disable `autoLogin`, set the `doNotDisableAutoLogin` parameter to `false`.
+The `logout` function returns a promise that resolves when the user is logged out of ThoughtSpot. When you call `logout`, the `autoLogin` attribute is set to `false` to prevent the SDK from automatically logging in the user again. If you do not want to disable `autoLogin`, set the `doNotDisableAutoLogin` parameter to `true`.
 
 You can also call `init` again with the `autoLogin` property set to `true` to re-login a user.
 
diff --git a/modules/ROOT/pages/orgs.adoc b/modules/ROOT/pages/orgs.adoc
index 4eac79de5..79fe7ce9b 100644
--- a/modules/ROOT/pages/orgs.adoc
+++ b/modules/ROOT/pages/orgs.adoc
@@ -4,7 +4,7 @@
 
 :page-title: Multi-tenancy and orgs
 :page-pageid: orgs
-:page-description: You can now configure your ThoughtSpot instance as a mult-tenant cluster with separate Org containers for your tenants.
+:page-description: You can now configure your ThoughtSpot instance as a multi-tenant cluster with separate Org containers for your tenants.
 
 If your deployment requires logical separation of departments within your organization, or if it involves supporting many distinct organizations from a single application instance, use the *Orgs* feature.
 
@@ -108,7 +108,7 @@ If a cluster administrator wants to perform a Create, Read, Update, or Delete (C
 If the per Org URL feature is enabled on your ThoughtSpot instance, you can access shared objects such as Liveboards and Answers from multiple Orgs in different browser tabs.
 For example, you can access a Liveboard from Org1 in one tab and open a shared object from Org2 in another browser tab.
 
-To enable this feature on your instance, contact link:https://community.thoughtspot.com/customers/s/contactsupport[ThoughSpot Support, window=_blank]. When this feature is enabled, the Org ID will be shown in the ThoughtSpot object URL as a query parameter, as shown in the following example:
+To enable this feature on your instance, contact link:https://community.thoughtspot.com/customers/s/contactsupport[ThoughtSpot Support, window=_blank]. When this feature is enabled, the Org ID will be shown in the ThoughtSpot object URL as a query parameter, as shown in the following example:
 
 `\https://{ThoughtSpot-Host}/orgId=0/pinboard/22946f4b-b4ce-4643-be50-66afcd5177`
 
@@ -134,7 +134,7 @@ A user belonging to multiple Orgs can share ThoughtSpot objects such as Liveboar
 Starting with ThoughtSpot Cloud 10.5.0.cl release, developers embedding ThoughtSpot in their application will be able to edit their custom link settings for their application users to allow seamless access to content from another different Org. For example, a user has
 access to Org1, Org2 and Org3. While the user is logged in to Org1, they can access a Liveboard shared by another user in Org3 without using the Org switcher.
 
-This feature is turned off by default. To enable this feature on your instance, contact link:https://community.thoughtspot.com/customers/s/contactsupport[ThoughSpot Support, window=_blank]. When this feature is enabled, the Org ID will be passed as an additional query parameter in the `{ts-query-param}` in the URL.
+This feature is turned off by default. To enable this feature on your instance, contact link:https://community.thoughtspot.com/customers/s/contactsupport[ThoughtSpot Support, window=_blank]. When this feature is enabled, the Org ID will be passed as an additional query parameter in the `{ts-query-param}` in the URL.
 For example, if you have set the custom link as:
 
 `\https://www.mysite.com/liveboard/{object-id}?{ts-query-params}`
@@ -167,13 +167,13 @@ The Org ID will be passed in the URL depending on the placement of `{ts-query-pa
 New Orgs generated after the initial request currently require a new request to have the subdomain generated.
 ====
 
-Per Org Subdomain is used for identifying a specific Org to a login process for users who belongs to multiple Orgs on the same instance, bypassing the Org selection UI. In particular, OIDC flows for MCP Server or instances with multiple IdPs per Org can be benefit from using Per Org Subdomain.
+Per Org Subdomain is used for identifying a specific Org to a login process for users who belong to multiple Orgs on the same instance, bypassing the Org selection UI. In particular, OIDC flows for MCP Server or instances with multiple IdPs per Org can benefit from using Per Org Subdomain.
 
 Auto-redirect to SSO IdP is a separate cluster level config that must be requested via ticket to ThoughtSpot support.
 
 [NOTE]
 ====
-Prior to requestingPer Org Subdomain, all org names need to be DNS-friendly; otherwise, ThoughtSpot will return errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters. The subdomains are case-sensitive and will match the Org names case at the time of the request.
+Prior to requesting Per Org Subdomain, all org names need to be DNS-friendly; otherwise, ThoughtSpot will return errors. You should review your Org names prior to the request and make sure they don't have spaces or other strange characters. The subdomains are case-sensitive and will match the Org names' case at the time of the request.
 ====
 
 == Feature availability on a multi-tenant instance
@@ -256,10 +256,10 @@ a|[tag greenBackground tick]#✓#
 == Authentication considerations for embedded apps
 
 ////
-The Visual Embed SDK supports leveraging your IdP or OpenID provider setup to authenticate the embedded app users. To determine the authentication method that best suits your deployment, refer to the recommendations listed on the xref:embed-authentication.adoc[Authentication].
+The Visual Embed SDK supports leveraging your IdP or OpenID provider setup to authenticate the embedded app users. To determine the authentication method that best suits your deployment, refer to the recommendations listed on the xref:embed-authentication.adoc[Embed authentication].
 ////
 
-On a multi-tenant cluster with Orgs, ThoughtSpot supports local, SAML, and trusted authentication methods. If you are using Visual Embed SDK to embed ThoughtSpot in your app, use `AuthType.Basic` for local authentication, `AuthType.TrustedAuthToken` for trusted authentication, and `AuthType.EmbeddedSSO` or `AuthType.SAMLRedirect` for SAML SSO authentication. For more information, see xref:embed-authentication.adoc[Authentication].
+On a multi-tenant cluster with Orgs, ThoughtSpot supports local, SAML, and trusted authentication methods. If you are using Visual Embed SDK to embed ThoughtSpot in your app, use `AuthType.Basic` for local authentication, `AuthType.TrustedAuthToken` for trusted authentication, and `AuthType.EmbeddedSSO` or `AuthType.SAMLRedirect` for SAML SSO authentication. For more information, see xref:embed-authentication.adoc[Embed authentication].
 
 === Trusted authentication
 

From c992dc959314243f9a274df098afa44dcda05a43 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Tue, 17 Mar 2026 20:59:21 +0530
Subject: [PATCH 085/161] broken link fixes, worksheet terminology fixes

---
 modules/ROOT/pages/common/nav.adoc           | 2 +-
 modules/ROOT/pages/deploy-with-tml-apis.adoc | 2 +-
 modules/ROOT/pages/deprecated-features.adoc  | 2 +-
 modules/ROOT/pages/whats-new.adoc            | 4 ++--
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 0c96fe577..75f4b11a4 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -110,7 +110,7 @@
 ***** link:{{navprefix}}/custom-action-payload[Callback response payload]
 ***** link:{{navprefix}}/edit-custom-action[Set the position of a custom action]
 ***** link:{{navprefix}}/add-action-viz[Add a local action to a visualization]
-***** link:{{navprefix}}/add-action-worksheet[Add a local action to a worksheet]
+***** link:{{navprefix}}/add-action-worksheet[Add a local action to a model]
 **** link:{{navprefix}}/code-based-custom-action[Code based custom actions]
 *** link:{{navprefix}}/customize-links[Customize links]
 *** link:{{navprefix}}/set-locale[Customize locale]
diff --git a/modules/ROOT/pages/deploy-with-tml-apis.adoc b/modules/ROOT/pages/deploy-with-tml-apis.adoc
index aeafdd34f..e09eaf7d8 100644
--- a/modules/ROOT/pages/deploy-with-tml-apis.adoc
+++ b/modules/ROOT/pages/deploy-with-tml-apis.adoc
@@ -56,7 +56,7 @@ Details about the fully-qualified table name are stored in each Table object in
 
 Properties of a Connection can also be parameterized. 
 
-Parameterization works with both TML Import and xref:publishing.adoc[publishing].
+Parameterization works with both TML import and xref:publishing-overview.adoc[publishing].
 
 === obj_id
 Before implementing any deployment process, you should ensure that `obj_id` is enabled on your ThoughtSpot instance. 
diff --git a/modules/ROOT/pages/deprecated-features.adoc b/modules/ROOT/pages/deprecated-features.adoc
index 68581fbfb..9d3a9a1db 100644
--- a/modules/ROOT/pages/deprecated-features.adoc
+++ b/modules/ROOT/pages/deprecated-features.adoc
@@ -308,7 +308,7 @@ Use the new version of REST API v2.0 endpoints and SDK versions available for th
 
 ==== Documentation
 Starting from 9.0.0.cl, the API documentation for the REST API v2 [beta betaBackground]^Beta^ endpoints will not be accessible from the REST API Playground in ThoughtSpot.
-For information about the REST API v2 [beta betaBackground]^Beta^ endpoints, see xref:rest-api-v2-reference-beta.adoc[REST API v2 ^Beta^ reference].
+//For information about the REST API v2 [beta betaBackground]^Beta^ endpoints, see xref:rest-api-v2-reference-beta.adoc[REST API v2 ^Beta^ reference].
 
 Recommended action::
 For information about REST API v2.0 endpoints, refer to the following articles and visit the link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground].
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 9268e772e..fd41f2823 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -1282,7 +1282,7 @@ For more information, see xref:version_control.adoc[Git integration and version
 ====
 The Visual Embed SDK provides a new JavaScript library to embed the Search page with AI-powered features such as natural language search and AI-suggested answers. To view the AI-suggested answers, make sure the AI search support is enabled on the data source or worksheet used for searching data.
 
-ThoughtSpot does not display AI-suggested search responses if the xref:search-assist-tse.adoc[Search Assist] feature is enabled.
+//ThoughtSpot does not display AI-suggested search responses if the xref:search-assist-tse.adoc[Search Assist] feature is enabled.
 
 For more information, see xref:SageEmbed.adoc[SageEmbed SDK reference].
 ====
@@ -1803,7 +1803,7 @@ For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[
 ====
 Your application users can now access sample search walkthrough lessons created using Search Assist on embedded ThoughtSpot instances. If the Search Assist feature is enabled in the SDK, and the Search Assist lessons are created on the Worksheet, users can view sample search questions and follow the actions in the walkthrough to get answers.
 
-For more information, see xref:search-assist-tse.adoc[Enable Search Assist, window=_blank].
+//For more information, see xref:search-assist-tse.adoc[Enable Search Assist, window=_blank].
 ====
 
 .Visual Embed SDK 1.13.0

From b3f582adc65e94d6d4db5d4883d47842116fab30 Mon Sep 17 00:00:00 2001
From: Rani Gangwar <rani.gangwar@thoughtspot.com>
Date: Wed, 18 Mar 2026 13:51:04 +0530
Subject: [PATCH 086/161] added payload for Lb and Spotter

---
 .../ROOT/pages/callback-response-payload.adoc | 4526 ++++++++++++++++-
 1 file changed, 4525 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/callback-response-payload.adoc b/modules/ROOT/pages/callback-response-payload.adoc
index f40f6e312..f88028857 100644
--- a/modules/ROOT/pages/callback-response-payload.adoc
+++ b/modules/ROOT/pages/callback-response-payload.adoc
@@ -743,6 +743,201 @@ The following example shows the data payload for a callback custom action in the
 
 === Liveboard
 
+The following example shows the data payload for a callback for code based custom action for the primary action on a Liveboard:
+
+[source,JSON]
+----
+{
+    "type": "customAction",
+    "data": {
+        "liveboardId": "87328d32-2bf0-4fc4-ac51-a738712d7e79",
+        "id": "my-liveboard-custom-action",
+        "pinboardDetails": {
+            "__typename": "Pinboard",
+            "authorDisplayName": "rani.gangwar",
+            "authorGuid": "0000083e-e253-10af-aa97-5e45d512ebbd",
+            "containers": [
+                {
+                    "__typename": "Container",
+                    "answerId": "4d5e51cf-71e1-4765-8e6e-9f9d01bcf95d",
+                    "chartType": "COLUMN",
+                    "dataSourceIds": [
+                        "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                    ],
+                    "description": "",
+                    "groupContainerIds": null,
+                    "id": "6fda068c-92f7-4744-8fa5-ac01b0812d6b",
+                    "isTimeSeriesKpi": false,
+                    "name": "Total sales by product",
+                    "noteTile": null,
+                    "refVizId": "f6a2ee16-4035-4d83-9b27-64a7d1af2e32",
+                    "referencedParameters": [],
+                    "referencedVizType": 1,
+                    "type": "PINNED_ANSWER"
+                }
+            ],
+            "dateCreated": 1773813596421,
+            "dateModified": 1773815813982,
+            "defaultPersonalisedView": null,
+            "description": "",
+            "id": "87328d32-2bf0-4fc4-ac51-a738712d7e79",
+            "inScopeParameters": [],
+            "isDiscoverable": false,
+            "isFavorite": false,
+            "layout": [
+                {
+                    "__typename": "ContainerLayout",
+                    "height": 4,
+                    "id": "6fda068c-92f7-4744-8fa5-ac01b0812d6b",
+                    "width": 6,
+                    "x": 0,
+                    "y": 0
+                }
+            ],
+            "liveboardStyle": {
+                "__typename": "LiveboardStyleConfig",
+                "componentOverrides": [],
+                "defaultStyle": {
+                    "__typename": "LiveboardStyle",
+                    "compositeStyle": null,
+                    "configStyle": {
+                        "__typename": "LiveboardConfigStyle",
+                        "gridColumnCount": "12",
+                        "groupGutter": "8px",
+                        "hideGroupDescription": true,
+                        "hideGroupDivider": false,
+                        "hideGroupTileDescription": false,
+                        "hideGroupTitle": false,
+                        "hideTileDescription": false,
+                        "kpiHeroFontSize": "M",
+                        "lbGutter": "16px"
+                    },
+                    "pureStyle": {
+                        "__typename": "LiveboardPureStyle",
+                        "axisDataLabelColor": "#5E5E5E",
+                        "axisTitleColor": "#5E5E5E",
+                        "borderRadius": "16px",
+                        "filterChipActiveBgColor": "#C0C6CF",
+                        "filterChipActiveTextColor": "#1D232F",
+                        "filterChipBgColor": "#EAEDF2",
+                        "filterChipHoverBgColor": "#DBDFE7",
+                        "filterChipHoverTextColor": "#1D232F",
+                        "filterChipTextColor": "#1D232F",
+                        "groupBgColor": "#FFFFFF",
+                        "groupBorderColor": "#EAEDF2",
+                        "groupDescriptionFontColor": "#4A515E",
+                        "groupPadding": "8px",
+                        "groupTileBgColor": "#FFFFFF",
+                        "groupTileBorderColor": "#EAEDF2",
+                        "groupTileDescriptionFontColor": "#4A515E",
+                        "groupTilePadding": "4px",
+                        "groupTileTitleFontColor": "#4A515E",
+                        "groupTileTitleFontSize": "14px",
+                        "groupTileTitleFontWeight": "medium",
+                        "groupTitleFontColor": "#1D232F",
+                        "groupTitleFontSize": "16px",
+                        "groupTitleFontWeight": "medium",
+                        "headerActionButtonActiveColor": "#C0C6CF",
+                        "headerActionButtonBgColor": "#EAEDF2",
+                        "headerActionButtonFontColor": "#1D232F",
+                        "headerActionButtonHoverColor": "#DBDFE7",
+                        "headerBadgeActiveColor": "#163772",
+                        "headerBadgeBgColor": "#2770EF",
+                        "headerBadgeFontColor": "#FFFFFF",
+                        "headerBadgeHoverColor": "#2359B6",
+                        "headerBadgeModifiedBgColor": "#777E8B",
+                        "headerBgColor": "#FFFFFF",
+                        "headerFontColor": "#1D232F",
+                        "iconSize": "24px",
+                        "kpiAnalyseFontColor": "#2770EF",
+                        "kpiComparisonFontColor": "#777E8B",
+                        "kpiDeltaBadgeNegativeBgColor": "#FFEBEC",
+                        "kpiDeltaBadgeNegativeFontColor": "#E22B3D",
+                        "kpiDeltaBadgePositiveBgColor": "#E0F8EF",
+                        "kpiDeltaBadgePositiveFontColor": "#06BF7F",
+                        "kpiNumberFontColor": "#1D232F",
+                        "lbBgColor": "#F6F8FA",
+                        "lbBgDotColor": "#C0C6CF",
+                        "legendHoverBackground": "#E5EEFD",
+                        "legendTextColor": "#5E5E5E",
+                        "noteBodyFontColor": "#1D232F",
+                        "noteHeadingFontColor": "#1D232F",
+                        "parameterChipActiveBgColor": "#323946",
+                        "parameterChipActiveTextColor": "#FFFFFF",
+                        "parameterChipBgColor": "#777E8B",
+                        "parameterChipHoverBgColor": "#4A515E",
+                        "parameterChipHoverTextColor": "#FFFFFF",
+                        "parameterChipTextColor": "#FFFFFF",
+                        "tabActiveBorderColor": "#2770EF",
+                        "tileBgColor": "#FFFFFF",
+                        "tileBorderColor": "#EAEDF2",
+                        "tileDescriptionFontColor": "#4A515E",
+                        "tilePadding": "8px",
+                        "tileTitleFontColor": "#1D232F",
+                        "tileTitleFontSize": "16px",
+                        "tileTitleFontWeight": "medium"
+                    }
+                }
+            },
+            "modifiedBy": "0000083e-e253-10af-aa97-5e45d512ebbd",
+            "name": "Docs copy of (Sample) Sales Performance",
+            "orderedChips": [],
+            "orderedTabIds": [],
+            "parameters": [],
+            "permissions": {
+                "__typename": "PinboardPermissions",
+                "columnPermissions": [],
+                "containersPermission": [
+                    {
+                        "__typename": "ContainerPermission",
+                        "answerId": "4d5e51cf-71e1-4765-8e6e-9f9d01bcf95d",
+                        "permission": {
+                            "__typename": "ObjectPermission",
+                            "dataSourceAccessLevel": "READ_ONLY",
+                            "dataSourceNamesWithNoAccess": [],
+                            "objectAccessLevel": "MODIFY"
+                        }
+                    }
+                ],
+                "dataSourcePermissions": [
+                    {
+                        "__typename": "PermissionObject",
+                        "id": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                        "name": "(Sample) Retail - Apparel",
+                        "permission": "READ_ONLY"
+                    }
+                ],
+                "pinboardLevelPermission": {
+                    "__typename": "ObjectPermission",
+                    "columnIdsWithNoAccess": null,
+                    "dataSourceAccessLevel": "READ_ONLY",
+                    "dataSourceNamesWithNoAccess": [],
+                    "objectAccessLevel": "MODIFY"
+                },
+                "pinboardPermission": {
+                    "__typename": "PermissionObject",
+                    "id": "87328d32-2bf0-4fc4-ac51-a738712d7e79",
+                    "permission": "MODIFY"
+                }
+            },
+            "pinboardFilter": null,
+            "pinboardGenerationNumber": "4646949",
+            "pinboardSignature": "-6032047147599776089",
+            "tabs": [],
+            "tags": []
+        },
+        "userGuid": "0000083e-e253-10af-aa97-5e45d512ebbd",
+        "currentOrgId": 0
+    },
+    "status": "end",
+    "answerService": {
+        "thoughtSpotHost": "<ThoughtSpot-Host-URL>",
+        "tmlOverride": {},
+        "answer": {}
+    }
+}
+----
+
 The following example shows the data payload for a callback custom action in the *More* menu of a Liveboard visualization:
 
 [source,JSON]
@@ -1315,4 +1510,4333 @@ The following example shows the data payload of callback custom action in the co
   }
 }
 
-----
\ No newline at end of file
+----
+
+
+=== Spotter
+
+The following example shows the data payload for a code based custom action for the *More* menu in Spotter:
+
+.Data payload
+[%collapsible]
+====
+[source,JSON]
+----
+{
+    "type": "customAction",
+    "data": {
+        "id": "my-custom-action",
+        "embedAnswerData": {
+            "__typename": "ChartViz",
+            "clientState": {},
+            "cohorts": [],
+            "description": "",
+            "displayDescription": "",
+            "displayMode": "CHART_MODE",
+            "displayName": "",
+            "dynamicDescription": "",
+            "dynamicName": "",
+            "filterGroups": [
+                {
+                    "__typename": "FilterGroup",
+                    "columnInfo": {
+                        "__typename": "FilterColumn",
+                        "aggregationType": "NONE",
+                        "calendarGuid": "",
+                        "dataType": "CHAR",
+                        "description": null,
+                        "formulaId": "",
+                        "isAggregateApplied": false,
+                        "isMasked": null,
+                        "isStrictDateColumn": false,
+                        "name": "product",
+                        "referencedColumns": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "product",
+                                "guid": "085f9694-0d02-479e-973a-d216336e5253"
+                            }
+                        ],
+                        "referencedTables": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "(Sample) Retail - Apparel",
+                                "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                            }
+                        ],
+                        "timeBucket": "NO_BUCKET",
+                        "type": "ATTRIBUTE"
+                    },
+                    "displayName": null,
+                    "filters": [
+                        {
+                            "__typename": "Filter",
+                            "dateFilterContent": [],
+                            "filterContent": [
+                                {
+                                    "__typename": "FilterContent",
+                                    "filterType": "EQ",
+                                    "negate": false,
+                                    "value": [
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "f2 jackets"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "filterId": "7d0a505f-8289-5c79-b7f0-bc2f118d90d0"
+                        }
+                    ],
+                    "groupId": {
+                        "__typename": "FilterGroupId",
+                        "answerColumnId": "bba4be57-6156-48a3-9e69-a2775237772a",
+                        "dataSourceId": null,
+                        "logicalColumnId": null
+                    },
+                    "isEditable": true,
+                    "isMandatory": null,
+                    "isSingleValue": null,
+                    "sourceContainerId": null
+                },
+                {
+                    "__typename": "FilterGroup",
+                    "columnInfo": {
+                        "__typename": "FilterColumn",
+                        "aggregationType": "NONE",
+                        "calendarGuid": "",
+                        "dataType": "CHAR",
+                        "description": null,
+                        "formulaId": "",
+                        "isAggregateApplied": false,
+                        "isMasked": null,
+                        "isStrictDateColumn": false,
+                        "name": "zip code",
+                        "referencedColumns": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "zip code",
+                                "guid": "6f09ed23-a8d8-4017-8887-e3fd983cc58c"
+                            }
+                        ],
+                        "referencedTables": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "(Sample) Retail - Apparel",
+                                "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                            }
+                        ],
+                        "timeBucket": "NO_BUCKET",
+                        "type": "ATTRIBUTE"
+                    },
+                    "displayName": null,
+                    "filters": [
+                        {
+                            "__typename": "Filter",
+                            "dateFilterContent": [],
+                            "filterContent": [
+                                {
+                                    "__typename": "FilterContent",
+                                    "filterType": "EQ",
+                                    "negate": false,
+                                    "value": [
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "63144"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "filterId": "e1581fc4-3ea1-5d8a-8b47-679d9559dda8"
+                        }
+                    ],
+                    "groupId": {
+                        "__typename": "FilterGroupId",
+                        "answerColumnId": "b870f86f-8947-450d-b4e9-56bc9d2562a6",
+                        "dataSourceId": null,
+                        "logicalColumnId": null
+                    },
+                    "isEditable": true,
+                    "isMandatory": null,
+                    "isSingleValue": null,
+                    "sourceContainerId": null
+                },
+                {
+                    "__typename": "FilterGroup",
+                    "columnInfo": {
+                        "__typename": "FilterColumn",
+                        "aggregationType": "NONE",
+                        "calendarGuid": "bfa39848-ba4f-46d8-80fd-b695064e61b7",
+                        "dataType": "DATE",
+                        "description": null,
+                        "formulaId": "",
+                        "isAggregateApplied": false,
+                        "isMasked": null,
+                        "isStrictDateColumn": false,
+                        "name": "date",
+                        "referencedColumns": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "date",
+                                "guid": "a0314a96-e56c-4dc2-af0d-ee14a444e4fe"
+                            }
+                        ],
+                        "referencedTables": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "(Sample) Retail - Apparel",
+                                "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                            }
+                        ],
+                        "timeBucket": "NO_BUCKET",
+                        "type": "ATTRIBUTE"
+                    },
+                    "displayName": null,
+                    "filters": [
+                        {
+                            "__typename": "Filter",
+                            "dateFilterContent": [
+                                {
+                                    "__typename": "DateFilterContent",
+                                    "dateFilter": {
+                                        "__typename": "DateFilterValue",
+                                        "datePeriod": "DAY",
+                                        "dateRange": {
+                                            "__typename": "FilterDateRange",
+                                            "highEpoch": "1773792000",
+                                            "lowEpoch": "1773705600"
+                                        },
+                                        "epoch": null,
+                                        "forEachPeriod": "NUM_DATE_PERIODS",
+                                        "hasUnprocessedTemporalValues": false,
+                                        "includeCurrentPeriod": false,
+                                        "monthName": "",
+                                        "number": 0,
+                                        "op": "EQ",
+                                        "quarterName": "",
+                                        "type": "YESTERDAY",
+                                        "weekDayName": "",
+                                        "yearName": ""
+                                    },
+                                    "negate": false
+                                }
+                            ],
+                            "filterContent": [
+                                {
+                                    "__typename": "FilterContent",
+                                    "filterType": "BW_INC_MIN",
+                                    "negate": false,
+                                    "value": [
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "1773705600"
+                                        },
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "1773792000"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "filterId": "0a32e1f0-7a0a-5785-8c6c-13bb5dfa6a28"
+                        }
+                    ],
+                    "groupId": {
+                        "__typename": "FilterGroupId",
+                        "answerColumnId": "21ee5724-10b2-41ee-8008-a6cc1129959b",
+                        "dataSourceId": null,
+                        "logicalColumnId": null
+                    },
+                    "isEditable": true,
+                    "isMandatory": null,
+                    "isSingleValue": null,
+                    "sourceContainerId": null
+                }
+            ],
+            "formulas": [],
+            "hashKey": "",
+            "headlineVisibilityMap": [
+                {
+                    "__typename": "HeadlineVisibility",
+                    "columnId": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                    "isVisible": true
+                }
+            ],
+            "id": "60d9622c-6028-498c-8269-426d09cf6780",
+            "inScopeParameters": [],
+            "incompeleteAnswerDetails": {
+                "__typename": "IncompeleteAnswerDetails",
+                "brokenTokenDetails": null
+            },
+            "metadata": {
+                "__typename": "AnswerMetadata",
+                "author": "",
+                "authorId": "0000083e-e253-10af-aa97-5e45d512ebbd",
+                "createdAt": null,
+                "generationNum": "-1",
+                "isDiscoverable": false,
+                "isHidden": false,
+                "modifiedAt": null,
+                "tags": [],
+                "type": ""
+            },
+            "name": "Total sales",
+            "orderedChips": [
+                {
+                    "__typename": "Chip",
+                    "objectId": "b870f86f-8947-450d-b4e9-56bc9d2562a6",
+                    "type": "FILTER"
+                },
+                {
+                    "__typename": "Chip",
+                    "objectId": "21ee5724-10b2-41ee-8008-a6cc1129959b",
+                    "type": "FILTER"
+                },
+                {
+                    "__typename": "Chip",
+                    "objectId": "bba4be57-6156-48a3-9e69-a2775237772a",
+                    "type": "FILTER"
+                }
+            ],
+            "parameters": [],
+            "pathAnalysisConfig": null,
+            "permission": {
+                "__typename": "ObjectPermission",
+                "dataSourceAccessLevel": "READ_ONLY",
+                "dataSourceNamesWithNoAccess": [],
+                "objectAccessLevel": "MODIFY"
+            },
+            "phrases": [
+                {
+                    "__typename": "SagePhrase",
+                    "isAmbiguous": false,
+                    "isComplete": true,
+                    "tokens": [
+                        {
+                            "__typename": "SageToken",
+                            "column": {
+                                "__typename": "ColumnInfo",
+                                "columnGuid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1",
+                                "name": "sales"
+                            },
+                            "dataType": "DOUBLE",
+                            "hasSpaceAfter": true,
+                            "isExtensible": false,
+                            "isFromCohort": false,
+                            "isFromFormula": false,
+                            "recognizedTokenJson": {
+                                "token": "sales",
+                                "typeEnum": "MEASURE",
+                                "dataType": "DOUBLE",
+                                "guid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1",
+                                "outputGuid": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                                "joinPath": [
+                                    {
+                                        "rootTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        },
+                                        "leafTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        }
+                                    }
+                                ],
+                                "tokenMetadata": {
+                                    "name": "sales",
+                                    "table": {
+                                        "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                        "name": "(Sample) Retail - Apparel"
+                                    },
+                                    "rootTables": [
+                                        {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                            "name": "(Sample) Retail - Apparel"
+                                        }
+                                    ],
+                                    "isFormula": false
+                                },
+                                "hasSpaceAfter": true,
+                                "canonicalForm": "sales",
+                                "idxInPrevQuery": 0,
+                                "whiteSpaceSuffix": {
+                                    "type": "SINGLE_SPACE"
+                                }
+                            },
+                            "source": {
+                                "__typename": "SourceInfo",
+                                "id": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                "name": "(Sample) Retail - Apparel"
+                            },
+                            "text": "sales",
+                            "trailingWhitespace": " ",
+                            "type": "MEASURE"
+                        }
+                    ],
+                    "type": "AGGREGATED_COLUMN_PHRASE"
+                },
+                {
+                    "__typename": "SagePhrase",
+                    "isAmbiguous": false,
+                    "isComplete": true,
+                    "tokens": [
+                        {
+                            "__typename": "SageToken",
+                            "column": {
+                                "__typename": "ColumnInfo",
+                                "columnGuid": "085f9694-0d02-479e-973a-d216336e5253",
+                                "name": "product"
+                            },
+                            "dataType": "CHAR",
+                            "hasSpaceAfter": true,
+                            "isExtensible": false,
+                            "isFromCohort": false,
+                            "isFromFormula": false,
+                            "recognizedTokenJson": {
+                                "token": "product",
+                                "typeEnum": "ATTRIBUTE",
+                                "dataType": "CHAR",
+                                "guid": "085f9694-0d02-479e-973a-d216336e5253",
+                                "outputGuid": "bba4be57-6156-48a3-9e69-a2775237772a",
+                                "joinPath": [
+                                    {
+                                        "rootTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        },
+                                        "leafTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        }
+                                    }
+                                ],
+                                "tokenMetadata": {
+                                    "name": "product",
+                                    "table": {
+                                        "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                        "name": "(Sample) Retail - Apparel"
+                                    },
+                                    "rootTables": [
+                                        {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                            "name": "(Sample) Retail - Apparel"
+                                        }
+                                    ],
+                                    "isFormula": false
+                                },
+                                "hasSpaceAfter": true,
+                                "canonicalForm": "product",
+                                "idxInPrevQuery": 1,
+                                "whiteSpaceSuffix": {
+                                    "type": "SINGLE_SPACE"
+                                }
+                            },
+                            "source": {
+                                "__typename": "SourceInfo",
+                                "id": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                "name": "(Sample) Retail - Apparel"
+                            },
+                            "text": "product",
+                            "trailingWhitespace": " ",
+                            "type": "ATTRIBUTE"
+                        },
+                        {
+                            "__typename": "SageToken",
+                            "column": {
+                                "__typename": "ColumnInfo",
+                                "columnGuid": "",
+                                "name": null
+                            },
+                            "dataType": "UNKNOWN",
+                            "hasSpaceAfter": true,
+                            "isExtensible": false,
+                            "isFromCohort": false,
+                            "isFromFormula": false,
+                            "recognizedTokenJson": {
+                                "token": "=",
+                                "typeEnum": "OPERATOR",
+                                "hasSpaceAfter": true,
+                                "canonicalForm": "=",
+                                "idxInPrevQuery": 2,
+                                "whiteSpaceSuffix": {
+                                    "type": "SINGLE_SPACE"
+                                }
+                            },
+                            "source": {
+                                "__typename": "SourceInfo",
+                                "id": null,
+                                "name": null
+                            },
+                            "text": "=",
+                            "trailingWhitespace": " ",
+                            "type": "OPERATOR"
+                        },
+                        {
+                            "__typename": "SageToken",
+                            "column": {
+                                "__typename": "ColumnInfo",
+                                "columnGuid": "085f9694-0d02-479e-973a-d216336e5253",
+                                "name": "product"
+                            },
+                            "dataType": "CHAR",
+                            "hasSpaceAfter": true,
+                            "isExtensible": false,
+                            "isFromCohort": false,
+                            "isFromFormula": false,
+                            "recognizedTokenJson": {
+                                "token": "'f2 jackets'",
+                                "typeEnum": "VALUE",
+                                "dataType": "CHAR",
+                                "matchType": "EXACT",
+                                "guid": "085f9694-0d02-479e-973a-d216336e5253",
+                                "outputGuid": "bba4be57-6156-48a3-9e69-a2775237772a",
+                                "joinPath": [
+                                    {
+                                        "rootTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        },
+                                        "leafTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        }
+                                    }
+                                ],
+                                "tokenMetadata": {
+                                    "name": "product",
+                                    "table": {
+                                        "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                        "name": "(Sample) Retail - Apparel"
+                                    },
+                                    "rootTables": [
+                                        {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                            "name": "(Sample) Retail - Apparel"
+                                        }
+                                    ],
+                                    "isFormula": false
+                                },
+                                "valueMatch": true,
+                                "requiresDelimiters": true,
+                                "hasSpaceAfter": true,
+                                "canonicalForm": "'f2 jackets'",
+                                "idxInPrevQuery": 3,
+                                "whiteSpaceSuffix": {
+                                    "type": "SINGLE_SPACE"
+                                },
+                                "isCohort": false
+                            },
+                            "source": {
+                                "__typename": "SourceInfo",
+                                "id": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                "name": "(Sample) Retail - Apparel"
+                            },
+                            "text": "'f2 jackets'",
+                            "trailingWhitespace": " ",
+                            "type": "VALUE"
+                        }
+                    ],
+                    "type": "FILTER_PHRASE"
+                },
+                {
+                    "__typename": "SagePhrase",
+                    "isAmbiguous": false,
+                    "isComplete": true,
+                    "tokens": [
+                        {
+                            "__typename": "SageToken",
+                            "column": {
+                                "__typename": "ColumnInfo",
+                                "columnGuid": "6f09ed23-a8d8-4017-8887-e3fd983cc58c",
+                                "name": "zip code"
+                            },
+                            "dataType": "CHAR",
+                            "hasSpaceAfter": true,
+                            "isExtensible": false,
+                            "isFromCohort": false,
+                            "isFromFormula": false,
+                            "recognizedTokenJson": {
+                                "token": "zip code",
+                                "typeEnum": "ATTRIBUTE",
+                                "dataType": "CHAR",
+                                "guid": "6f09ed23-a8d8-4017-8887-e3fd983cc58c",
+                                "outputGuid": "b870f86f-8947-450d-b4e9-56bc9d2562a6",
+                                "joinPath": [
+                                    {
+                                        "rootTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        },
+                                        "leafTable": {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        }
+                                    }
+                                ],
+                                "tokenMetadata": {
+                                    "name": "zip code",
+                                    "table": {
+                                        "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                        "name": "(Sample) Retail - Apparel"
+                                    },
+                                    "rootTables": [
+                                        {
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                            "name": "(Sample) Retail - Apparel"
+                                        }
+                                    ],
+                                    "isFormula": false
+                                },
+                                "hasSpaceAfter": true,
+                                "canonicalForm": "zip code",
+                                "idxInPrevQuery": 4,
+                                "whiteSpaceSuffix": {
+                                    "type": "SINGLE_SPACE"
+                                }
+                            },
+                            "source": {
+                                "__typename": "SourceInfo",
+                                "id": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+                                "name": "(Sample) Retail - Apparel"
+                            },
+                            "text": "zip code",
+                            "trailingWhitespace": " ",
+                            "type": "ATTRIBUTE"
+                        },
+                        {
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+                                                "referencedColumns": [
+                                                    {
+                                                        "__typename": "EntityHeader",
+                                                        "description": "",
+                                                        "displayName": "sales",
+                                                        "guid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1"
+                                                    }
+                                                ],
+                                                "referencedTables": [
+                                                    {
+                                                        "__typename": "EntityHeader",
+                                                        "description": "",
+                                                        "displayName": "(Sample) Retail - Apparel",
+                                                        "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                                    }
+                                                ],
+                                                "showGrowth": false,
+                                                "timeBucket": "NO_BUCKET",
+                                                "type": "MEASURE",
+                                                "uniqueValues": "-1"
+                                            }
+                                        ]
+                                    }
+                                ],
+                                "chartType": "KPI",
+                                "customChartConfig": null,
+                                "customChartGuid": "",
+                                "customChartManifest": null,
+                                "isLocked": false
+                            }
+                        ],
+                        "topInfo": [],
+                        "visualOverrides": {
+                            "__typename": "ChartVisualOverrides",
+                            "defaults": null,
+                            "overrides": null
+                        },
+                        "vizProp": {
+                            "__typename": "ChartVizProps",
+                            "axisProperties": [
+                                {
+                                    "__typename": "AxisObj",
+                                    "id": "c6619d19-d1ff-4103-b9e1-c0f34920e5c6",
+                                    "properties": {
+                                        "__typename": "AxisProperties",
+                                        "axisType": "Y",
+                                        "customProps": null,
+                                        "dynamicTitle": null,
+                                        "format": null,
+                                        "isOpposite": false,
+                                        "linkedColumns": [
+                                            "bac67a4f-2e89-456a-8b62-6df830ff4e1b"
+                                        ],
+                                        "name": null,
+                                        "yAxisRange": null
+                                    }
+                                },
+                                {
+                                    "__typename": "AxisObj",
+                                    "id": "36440c20-e309-4ea4-a7f6-ef3ac3ce9937",
+                                    "properties": {
+                                        "__typename": "AxisProperties",
+                                        "axisType": "X",
+                                        "customProps": null,
+                                        "dynamicTitle": null,
+                                        "format": null,
+                                        "isOpposite": null,
+                                        "linkedColumns": [],
+                                        "name": null,
+                                        "yAxisRange": null
+                                    }
+                                }
+                            ],
+                            "chartProperties": {
+                                "__typename": "ChartProperties",
+                                "allLabels": null,
+                                "axisExtremes": null,
+                                "chartSpecific": {
+                                    "__typename": "ChartSpecificProperties",
+                                    "customProps": null,
+                                    "dataFieldArea": null,
+                                    "hidePivotSummaries": null,
+                                    "isHeatmapOverlayed": null,
+                                    "isStackedAsPercent": null,
+                                    "markersEnabled": null,
+                                    "pivotState": null,
+                                    "pivotSummariesState": {
+                                        "__typename": "PivotSummariesState",
+                                        "showColumnGrandTotals": null,
+                                        "showColumnTotals": null,
+                                        "showRowGrandTotals": null,
+                                        "showRowTotals": null
+                                    },
+                                    "showPivotSummaryPrior": null,
+                                    "stackedAsPercentFormat": null,
+                                    "summaryFormat": null,
+                                    "summaryMode": null,
+                                    "useFlatLayout": null
+                                },
+                                "dataSize": null,
+                                "gridLines": null,
+                                "isZoomed": null,
+                                "kpiDisplayProperties": {
+                                    "__typename": "KpiDisplayProperties",
+                                    "changeInterpretation": "UPWARD_IS_GOOD",
+                                    "kpiDisplayColorArray": [],
+                                    "showChange": true,
+                                    "showChangeAs": "PERCENT"
+                                },
+                                "legendPosition": null,
+                                "mapviewport": null,
+                                "responsiveLayoutDisabled": null,
+                                "responsiveLayoutPreference": null,
+                                "showLegend": null,
+                                "showLinearRegressionLine": null,
+                                "showStackedLabels": null,
+                                "visibleSeriesNames": []
+                            },
+                            "columnProperties": [
+                                {
+                                    "columnId": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                                    "columnProperty": {
+                                        "__typename": "ChartVizColumnProperties",
+                                        "conditionalFormatting": null,
+                                        "customProps": null,
+                                        "dataLabels": null,
+                                        "excludeNullValues": null,
+                                        "handleMissingValues": null,
+                                        "kpiColumnProperties": {
+                                            "__typename": "KpiColumnProperties",
+                                            "abbreviatedPreviousDate": null,
+                                            "handleNullData": null,
+                                            "showAbbreviatedPreviousDate": null,
+                                            "showComparisonDate": true,
+                                            "showCurrentDateLabel": true,
+                                            "showPreviousDateLabel": true,
+                                            "showPreviousValue": true,
+                                            "showSparkline": true
+                                        }
+                                    }
+                                },
+                                {
+                                    "columnId": "dd8bb852-d70d-4269-9bae-11953323d7bd",
+                                    "columnProperty": {
+                                        "__typename": "ChartVizColumnProperties",
+                                        "conditionalFormatting": null,
+                                        "customProps": null,
+                                        "dataLabels": null,
+                                        "excludeNullValues": null,
+                                        "handleMissingValues": null,
+                                        "kpiColumnProperties": {
+                                            "__typename": "KpiColumnProperties",
+                                            "abbreviatedPreviousDate": null,
+                                            "handleNullData": null,
+                                            "showAbbreviatedPreviousDate": null,
+                                            "showComparisonDate": true,
+                                            "showCurrentDateLabel": true,
+                                            "showPreviousDateLabel": true,
+                                            "showPreviousValue": true,
+                                            "showSparkline": true
+                                        }
+                                    }
+                                },
+                                {
+                                    "columnId": "55ea0d3d-84fa-4734-b929-5f9a39f2d35d",
+                                    "columnProperty": {
+                                        "__typename": "ChartVizColumnProperties",
+                                        "conditionalFormatting": null,
+                                        "customProps": null,
+                                        "dataLabels": null,
+                                        "excludeNullValues": null,
+                                        "handleMissingValues": null,
+                                        "kpiColumnProperties": {
+                                            "__typename": "KpiColumnProperties",
+                                            "abbreviatedPreviousDate": null,
+                                            "handleNullData": null,
+                                            "showAbbreviatedPreviousDate": null,
+                                            "showComparisonDate": true,
+                                            "showCurrentDateLabel": true,
+                                            "showPreviousDateLabel": true,
+                                            "showPreviousValue": true,
+                                            "showSparkline": true
+                                        }
+                                    }
+                                }
+                            ],
+                            "customColorSelectorArray": [],
+                            "multiColorSeriesColors": [],
+                            "seriesColors": [],
+                            "systemMultiColorSeriesColors": [],
+                            "systemSeriesColors": [],
+                            "tooltipConfig": null,
+                            "version": "V4DOT2"
+                        }
+                    }
+                ],
+                "headerMetadata": {
+                    "id": "44aadbc7-3b75-4897-9b2b-2a6ecad4fe31",
+                    "name": "Total sales",
+                    "description": "",
+                    "isNewAnswer": true,
+                    "isHidden": false,
+                    "displayMode": "CHART_MODE"
+                }
+            },
+            "isAnswerUnsaved": {
+                "hasUnsavedChanges": false
+            }
+        },
+        "operation": "GetChartWithData",
+        "session": {
+            "genNo": 2,
+            "sessionId": "4caa0015-b33e-4bb0-a193-b0cc99e79272",
+            "acSession": {
+                "sessionId": "1cb7a49a-704a-4d83-969e-56880708af25",
+                "genNo": 1
+            }
+        },
+        "query": "query GetChartWithData($session: BachSessionIdInput!, $batchSize: Int, $offset: Int! = 0, $deadline: Int!, $shouldFetchExtraColumnsData: Boolean, $singlePointKpi: SinglePointKpiParamsInput) {\n  getAnswer(session: $session) {\n    id {\n      sessionId\n    }\n    answer {\n      id\n      queryableDataSource\n      \n      permission {\n        ...permission\n      }\n      visualizations {\n        id\n        ... on ChartViz {\n          data(\n            deadline: $deadline\n            pagination: {isClientPaginated: true, size: $batchSize, offset: $offset}\n            shouldFetchExtraColumnsData: $shouldFetchExtraColumnsData\n            singlePointKpi: $singlePointKpi\n          )\n          ...chartVizWithoutSuggestedConfig\n        }\n      }\n    }\n  }\n}\n\nfragment permission on ObjectPermission {\n  objectAccessLevel\n  dataSourceAccessLevel\n  dataSourceNamesWithNoAccess\n}\n\nfragment chartVizWithoutSuggestedConfig on ChartViz {\n  id\n  sortOrder {\n    columnId\n    order\n    isUserSorted\n    sortAscending\n  }\n  columns {\n    ...vizColumn\n  }\n  clientState\n  customVisualProps\n  vizProp {\n    ...chartVizProps\n  }\n  config {\n    ...chartConfig\n  }\n  sortInfo {\n    columnId\n    sortAscending\n    category\n    customOrder\n  }\n  topInfo {\n    columnId\n    sortAscending\n  }\n  visualOverrides {\n    ...chartVisualOverrides\n  }\n}\n\nfragment vizColumn on VizColumn {\n  column {\n    ...answerColumn\n  }\n  legacyMetricDefinition {\n    row {\n      color\n      plotAsBand\n      range {\n        max\n        min\n      }\n    }\n  }\n}\n\nfragment answerColumn on AnswerColumn {\n  id\n  name\n  type\n  baseColumnType\n  chartSpecificColumnType\n  formulaId\n  columnProps {\n    version\n    columnProperties {\n      format {\n        ...formatConfig\n      }\n      sortConfig\n    }\n  }\n  dataType\n  isAggregateApplied\n  aggregationType\n  formatPattern\n  isGroupBy\n  isUserDefinedTitle\n  isAdditive\n  showGrowth\n  customCalendarType\n  formatType\n  calendarGuid\n  format {\n    pattern\n    currencyFormat {\n      column\n      type\n      isoCode\n    }\n  }\n  referencedColumns {\n    guid\n    displayName\n    description\n  }\n  referencedTables {\n    guid\n    displayName\n    description\n  }\n  legacySheetProperties\n  legacyColumnFormatProperties\n  timeBucket\n  geoConfig {\n    type\n    fixedValue\n    columnGuid\n    customFileGuid\n    geometryType\n    parent {\n      type\n      fixedValue\n      columnGuid\n      customFileGuid\n      geometryType\n    }\n  }\n  customOrder\n  uniqueValues\n  isMandatory\n  isStrictDateColumn\n  isTimeBucketRestricted\n  dynamicTitle\n}\n\nfragment formatConfig on FormatConfig {\n  category\n  numberFormatConfig {\n    decimals\n    negativeValueFormat\n    removeTrailingZeroes\n    toSeparateThousands\n    unit\n  }\n  percentageFormatConfig {\n    decimals\n    removeTrailingZeroes\n  }\n  currencyFormatConfig {\n    decimals\n    locale\n    removeTrailingZeroes\n    toSeparateThousands\n    unit\n  }\n  customFormatConfig {\n    format\n  }\n  isCategoryEditable\n}\n\nfragment chartVizProps on ChartVizProps {\n  version\n  axisProperties {\n    id\n    properties {\n      axisType\n      format {\n        ...formatConfig\n      }\n      isOpposite\n      customProps\n      linkedColumns\n      dynamicTitle\n      name\n      yAxisRange {\n        max\n        min\n      }\n    }\n  }\n  chartProperties {\n    allLabels\n    axisExtremes {\n      x {\n        max\n        min\n      }\n      y {\n        max\n        min\n      }\n    }\n    chartSpecific {\n      customProps\n      pivotState {\n        columnExpandedPaths {\n          paths\n        }\n        rowExpandedPaths {\n          paths\n        }\n        fields {\n          dataField\n          sortBy\n          sortBySummaryField\n          sortBySummaryPath\n          sortOrder\n          expanded\n          area\n        }\n      }\n      useFlatLayout\n      dataFieldArea\n      hidePivotSummaries\n      showPivotSummaryPrior\n      pivotSummariesState {\n        ...pivotSummariesState\n      }\n      isHeatmapOverlayed\n      isStackedAsPercent\n      markersEnabled\n      stackedAsPercentFormat {\n        ...formatConfig\n      }\n      summaryFormat {\n        ...formatConfig\n      }\n      summaryMode\n    }\n    dataSize\n    gridLines {\n      xGridlineEnabled\n      yGridlineEnabled\n    }\n    isZoomed\n    mapviewport {\n      center\n      zoomLevel\n      extent\n    }\n    responsiveLayoutDisabled\n    responsiveLayoutPreference\n    showLinearRegressionLine\n    showStackedLabels\n    visibleSeriesNames\n    showLegend\n    legendPosition\n    kpiDisplayProperties {\n      showChange\n      showChangeAs\n      changeInterpretation\n      kpiDisplayColorArray\n    }\n  }\n  columnProperties {\n    columnId\n    columnProperty {\n      dataLabels\n      conditionalFormatting {\n        ...conditionalFormatting\n      }\n      handleMissingValues\n      excludeNullValues\n      customProps\n      kpiColumnProperties {\n        showAbbreviatedPreviousDate\n        abbreviatedPreviousDate\n        showSparkline\n        showComparisonDate\n        showCurrentDateLabel\n        showPreviousDateLabel\n        showPreviousValue\n        handleNullData\n      }\n    }\n  }\n  customColorSelectorArray\n  seriesColors {\n    color\n    serieName\n  }\n  multiColorSeriesColors {\n    serieName\n    colorMap {\n      serieName\n      color\n    }\n  }\n  systemSeriesColors {\n    color\n    serieName\n  }\n  systemMultiColorSeriesColors {\n    serieName\n    colorMap {\n      serieName\n      color\n    }\n  }\n  tooltipConfig {\n    columnIds\n  }\n}\n\nfragment pivotSummariesState on PivotSummariesState {\n  showRowTotals\n  showColumnTotals\n  showRowGrandTotals\n  showColumnGrandTotals\n}\n\nfragment conditionalFormatting on ConditionalFormatting {\n  rows {\n    comparisonType\n    lhsColumnId\n    rhsColumnId\n    comparisonParameterId\n    isHighlightRow\n    backgroundFormatType\n    value\n    operator\n    fontProperties {\n      bold\n      color\n      italic\n      strikeThrough\n      underline\n    }\n    gradientBackgroundAttrs {\n      isAutoScaled\n      backgroundFormatRange\n      backgroundFormatMidpoint\n      colors\n    }\n    plotAsBand\n    rangeValues {\n      max\n      min\n    }\n    solidBackgroundAttrs {\n      color\n    }\n  }\n}\n\nfragment chartConfig on ChartConfig {\n  chartType\n  isLocked\n  customChartGuid\n  customChartManifest {\n    ...customChartManifest\n  }\n  customChartConfig {\n    ...customChartConfig\n  }\n  axisConfig {\n    x {\n      ...answerColumn\n    }\n    y {\n      ...answerColumn\n    }\n    color {\n      ...answerColumn\n    }\n    size {\n      ...answerColumn\n    }\n    category {\n      ...answerColumn\n    }\n    sort {\n      ...answerColumn\n    }\n    measureValues {\n      ...answerColumn\n    }\n  }\n}\n\nfragment customChartManifest on CustomChartManifest {\n  id\n  name\n  description\n  sourceUrl\n  chartAppAccessToken\n  iconUrl\n}\n\nfragment customChartConfig on CustomChartConfig {\n  key\n  dimensions {\n    ...columnDrivenChartConfigDimension\n    ...axisDrivenChartConfigDimension\n  }\n}\n\nfragment columnDrivenChartConfigDimension on ColumnDrivenChartConfigDimension {\n  key\n  columns\n}\n\nfragment axisDrivenChartConfigDimension on AxisDrivenChartConfigDimension {\n  key\n  axes {\n    ...flatAxis\n    ...mergedAxis\n    ...dualAxis\n  }\n}\n\nfragment flatAxis on FlatAxis {\n  column\n}\n\nfragment mergedAxis on MergedAxis {\n  columns\n}\n\nfragment dualAxis on DualAxis {\n  primary {\n    ...flatAxis\n    ...mergedAxis\n  }\n  secondary {\n    ...flatAxis\n    ...mergedAxis\n  }\n}\n\nfragment chartVisualOverrides on ChartVisualOverrides {\n  defaults {\n    colorPalette {\n      colors\n    }\n  }\n  overrides {\n    legendProperties {\n      showLegend\n      position\n    }\n    dataLabelProperties {\n      allLabels\n      stackLabelsProperties {\n        isVisible\n      }\n      columnDataLabelProperties {\n        columnId\n        properties {\n          isVisible\n          filter {\n            value\n            operator\n          }\n        }\n      }\n    }\n    axisProperties {\n      linkedColumns\n      properties {\n        isNameVisible\n        isLabelVisible\n        yAxisRange {\n          max\n          min\n        }\n      }\n    }\n    displayProperties {\n      summariesState {\n        ...summariesState\n      }\n      regressionLineProperties {\n        enabled\n      }\n      gridLineProperties {\n        xGridlineEnabled\n        yGridlineEnabled\n      }\n    }\n    columnProperties {\n      columnId\n      properties {\n        color\n        conditionalFormatting {\n          ...conditionalFormatting\n        }\n      }\n    }\n  }\n}\n\nfragment summariesState on SummariesState {\n  showRowTotals\n  showColumnTotals\n  showRowGrandTotals\n  showColumnGrandTotals\n}",
+        "convId": "RCDc8oDF94ri",
+        "messageId": "_0vAOWsBMY7g",
+        "callId": "GGiI0gYm4Ij2"
+    },
+    "status": "end",
+    "answerService": {
+        "session": {
+            "genNo": 2,
+            "sessionId": "4caa0015-b33e-4bb0-a193-b0cc99e79272",
+            "acSession": {
+                "sessionId": "1cb7a49a-704a-4d83-969e-56880708af25",
+                "genNo": 1
+            }
+        },
+        "thoughtSpotHost": "<ThoughtSpot-Host-URL>",
+        "tmlOverride": {},
+        "answer": {
+            "__typename": "ChartViz",
+            "clientState": {},
+            "cohorts": [],
+            "description": "",
+            "displayDescription": "",
+            "displayMode": "CHART_MODE",
+            "displayName": "",
+            "dynamicDescription": "",
+            "dynamicName": "",
+            "filterGroups": [
+                {
+                    "__typename": "FilterGroup",
+                    "columnInfo": {
+                        "__typename": "FilterColumn",
+                        "aggregationType": "NONE",
+                        "calendarGuid": "",
+                        "dataType": "CHAR",
+                        "description": null,
+                        "formulaId": "",
+                        "isAggregateApplied": false,
+                        "isMasked": null,
+                        "isStrictDateColumn": false,
+                        "name": "product",
+                        "referencedColumns": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "product",
+                                "guid": "085f9694-0d02-479e-973a-d216336e5253"
+                            }
+                        ],
+                        "referencedTables": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "(Sample) Retail - Apparel",
+                                "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                            }
+                        ],
+                        "timeBucket": "NO_BUCKET",
+                        "type": "ATTRIBUTE"
+                    },
+                    "displayName": null,
+                    "filters": [
+                        {
+                            "__typename": "Filter",
+                            "dateFilterContent": [],
+                            "filterContent": [
+                                {
+                                    "__typename": "FilterContent",
+                                    "filterType": "EQ",
+                                    "negate": false,
+                                    "value": [
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "f2 jackets"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "filterId": "7d0a505f-8289-5c79-b7f0-bc2f118d90d0"
+                        }
+                    ],
+                    "groupId": {
+                        "__typename": "FilterGroupId",
+                        "answerColumnId": "bba4be57-6156-48a3-9e69-a2775237772a",
+                        "dataSourceId": null,
+                        "logicalColumnId": null
+                    },
+                    "isEditable": true,
+                    "isMandatory": null,
+                    "isSingleValue": null,
+                    "sourceContainerId": null
+                },
+                {
+                    "__typename": "FilterGroup",
+                    "columnInfo": {
+                        "__typename": "FilterColumn",
+                        "aggregationType": "NONE",
+                        "calendarGuid": "",
+                        "dataType": "CHAR",
+                        "description": null,
+                        "formulaId": "",
+                        "isAggregateApplied": false,
+                        "isMasked": null,
+                        "isStrictDateColumn": false,
+                        "name": "zip code",
+                        "referencedColumns": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "zip code",
+                                "guid": "6f09ed23-a8d8-4017-8887-e3fd983cc58c"
+                            }
+                        ],
+                        "referencedTables": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "(Sample) Retail - Apparel",
+                                "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                            }
+                        ],
+                        "timeBucket": "NO_BUCKET",
+                        "type": "ATTRIBUTE"
+                    },
+                    "displayName": null,
+                    "filters": [
+                        {
+                            "__typename": "Filter",
+                            "dateFilterContent": [],
+                            "filterContent": [
+                                {
+                                    "__typename": "FilterContent",
+                                    "filterType": "EQ",
+                                    "negate": false,
+                                    "value": [
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "63144"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "filterId": "e1581fc4-3ea1-5d8a-8b47-679d9559dda8"
+                        }
+                    ],
+                    "groupId": {
+                        "__typename": "FilterGroupId",
+                        "answerColumnId": "b870f86f-8947-450d-b4e9-56bc9d2562a6",
+                        "dataSourceId": null,
+                        "logicalColumnId": null
+                    },
+                    "isEditable": true,
+                    "isMandatory": null,
+                    "isSingleValue": null,
+                    "sourceContainerId": null
+                },
+                {
+                    "__typename": "FilterGroup",
+                    "columnInfo": {
+                        "__typename": "FilterColumn",
+                        "aggregationType": "NONE",
+                        "calendarGuid": "bfa39848-ba4f-46d8-80fd-b695064e61b7",
+                        "dataType": "DATE",
+                        "description": null,
+                        "formulaId": "",
+                        "isAggregateApplied": false,
+                        "isMasked": null,
+                        "isStrictDateColumn": false,
+                        "name": "date",
+                        "referencedColumns": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "date",
+                                "guid": "a0314a96-e56c-4dc2-af0d-ee14a444e4fe"
+                            }
+                        ],
+                        "referencedTables": [
+                            {
+                                "__typename": "EntityHeader",
+                                "displayName": "(Sample) Retail - Apparel",
+                                "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                            }
+                        ],
+                        "timeBucket": "NO_BUCKET",
+                        "type": "ATTRIBUTE"
+                    },
+                    "displayName": null,
+                    "filters": [
+                        {
+                            "__typename": "Filter",
+                            "dateFilterContent": [
+                                {
+                                    "__typename": "DateFilterContent",
+                                    "dateFilter": {
+                                        "__typename": "DateFilterValue",
+                                        "datePeriod": "DAY",
+                                        "dateRange": {
+                                            "__typename": "FilterDateRange",
+                                            "highEpoch": "1773792000",
+                                            "lowEpoch": "1773705600"
+                                        },
+                                        "epoch": null,
+                                        "forEachPeriod": "NUM_DATE_PERIODS",
+                                        "hasUnprocessedTemporalValues": false,
+                                        "includeCurrentPeriod": false,
+                                        "monthName": "",
+                                        "number": 0,
+                                        "op": "EQ",
+                                        "quarterName": "",
+                                        "type": "YESTERDAY",
+                                        "weekDayName": "",
+                                        "yearName": ""
+                                    },
+                                    "negate": false
+                                }
+                            ],
+                            "filterContent": [
+                                {
+                                    "__typename": "FilterContent",
+                                    "filterType": "BW_INC_MIN",
+                                    "negate": false,
+                                    "value": [
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "1773705600"
+                                        },
+                                        {
+                                            "__typename": "FilterContentValue",
+                                            "key": "1773792000"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "filterId": "0a32e1f0-7a0a-5785-8c6c-13bb5dfa6a28"
+                        }
+                    ],
+                    "groupId": {
+                        "__typename": "FilterGroupId",
+                        "answerColumnId": "21ee5724-10b2-41ee-8008-a6cc1129959b",
+                        "dataSourceId": null,
+                        "logicalColumnId": null
+                    },
+                    "isEditable": true,
+                    "isMandatory": null,
+                    "isSingleValue": null,
+                    "sourceContainerId": null
+                }
+            ],
+            "formulas": [],
+            "hashKey": "",
+            "headlineVisibilityMap": [
+                {
+                    "__typename": "HeadlineVisibility",
+                    "columnId": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                    "isVisible": true
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+                            "columnProperties": [],
+                            "density": null,
+                            "orderedColumnIds": [],
+                            "showGridSummary": null,
+                            "showTableFooter": null,
+                            "tableVizPropVersion": "V1",
+                            "theme": null,
+                            "widthState": [],
+                            "wrapTableHeader": null
+                        }
+                    },
+                    {
+                        "__typename": "HeadlineViz",
+                        "aggregationType": [
+                            "SUM"
+                        ],
+                        "headlineColumn": {
+                            "__typename": "AnswerColumn",
+                            "aggregationType": "SUM",
+                            "baseColumnType": "SAGE_COLUMN",
+                            "calendarGuid": "",
+                            "chartSpecificColumnType": "UNDEFINED",
+                            "columnProps": {
+                                "__typename": "AnswerColumnProps",
+                                "columnProperties": null,
+                                "version": "V1"
+                            },
+                            "customCalendarType": null,
+                            "customOrder": [],
+                            "dataType": "DOUBLE",
+                            "dynamicTitle": "",
+                            "format": null,
+                            "formatPattern": null,
+                            "formatType": null,
+                            "formulaId": "",
+                            "geoConfig": null,
+                            "id": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                            "isAdditive": true,
+                            "isAggregateApplied": true,
+                            "isGroupBy": false,
+                            "isMandatory": false,
+                            "isStrictDateColumn": false,
+                            "isTimeBucketRestricted": false,
+                            "isUserDefinedTitle": false,
+                            "legacyColumnFormatProperties": null,
+                            "legacySheetProperties": null,
+                            "name": "Total sales",
+                            "referencedColumns": [
+                                {
+                                    "__typename": "EntityHeader",
+                                    "description": "",
+                                    "displayName": "sales",
+                                    "guid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1"
+                                }
+                            ],
+                            "referencedTables": [
+                                {
+                                    "__typename": "EntityHeader",
+                                    "description": "",
+                                    "displayName": "(Sample) Retail - Apparel",
+                                    "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                }
+                            ],
+                            "showGrowth": false,
+                            "timeBucket": "NO_BUCKET",
+                            "type": "MEASURE",
+                            "uniqueValues": "-1"
+                        },
+                        "id": "d8164286-f1f9-450f-99cb-c5e8c260e1b2",
+                        "possibleAggregations": [
+                            "SUM",
+                            "AVERAGE",
+                            "STD_DEVIATION",
+                            "VARIANCE",
+                            "MIN",
+                            "MAX"
+                        ],
+                        "showPossibleAggregates": false,
+                        "sortInfo": [],
+                        "title": "Headline Total sales",
+                        "visualOverrides": {
+                            "__typename": "HeadlineVisualOverrides",
+                            "overrides": null
+                        },
+                        "vizProp": {
+                            "__typename": "HeadlineVizProps",
+                            "columnProperty": null,
+                            "headlineVizPropVersion": "V1"
+                        }
+                    },
+                    {
+                        "__typename": "ChartViz",
+                        "clientState": {},
+                        "columns": [
+                            {
+                                "__typename": "VizColumn",
+                                "column": {
+                                    "__typename": "AnswerColumn",
+                                    "aggregationType": "SUM",
+                                    "baseColumnType": "SAGE_COLUMN",
+                                    "calendarGuid": "",
+                                    "chartSpecificColumnType": "UNDEFINED",
+                                    "columnProps": {
+                                        "__typename": "AnswerColumnProps",
+                                        "columnProperties": null,
+                                        "version": "V1"
+                                    },
+                                    "customCalendarType": null,
+                                    "customOrder": [],
+                                    "dataType": "DOUBLE",
+                                    "dynamicTitle": "",
+                                    "format": null,
+                                    "formatPattern": null,
+                                    "formatType": null,
+                                    "formulaId": "",
+                                    "geoConfig": null,
+                                    "id": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                                    "isAdditive": true,
+                                    "isAggregateApplied": true,
+                                    "isGroupBy": false,
+                                    "isMandatory": false,
+                                    "isStrictDateColumn": false,
+                                    "isTimeBucketRestricted": false,
+                                    "isUserDefinedTitle": false,
+                                    "legacyColumnFormatProperties": null,
+                                    "legacySheetProperties": null,
+                                    "name": "Total sales",
+                                    "referencedColumns": [
+                                        {
+                                            "__typename": "EntityHeader",
+                                            "description": "",
+                                            "displayName": "sales",
+                                            "guid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1"
+                                        }
+                                    ],
+                                    "referencedTables": [
+                                        {
+                                            "__typename": "EntityHeader",
+                                            "description": "",
+                                            "displayName": "(Sample) Retail - Apparel",
+                                            "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                        }
+                                    ],
+                                    "showGrowth": false,
+                                    "timeBucket": "NO_BUCKET",
+                                    "type": "MEASURE",
+                                    "uniqueValues": "-1"
+                                },
+                                "legacyMetricDefinition": null
+                            },
+                            {
+                                "__typename": "VizColumn",
+                                "column": {
+                                    "__typename": "AnswerColumn",
+                                    "aggregationType": "NONE",
+                                    "baseColumnType": "VIZ_SPECIFIC_COLUMN",
+                                    "calendarGuid": "",
+                                    "chartSpecificColumnType": "MEASURE_NAMES",
+                                    "columnProps": {
+                                        "__typename": "AnswerColumnProps",
+                                        "columnProperties": null,
+                                        "version": "V1"
+                                    },
+                                    "customCalendarType": null,
+                                    "customOrder": [],
+                                    "dataType": "CHAR",
+                                    "dynamicTitle": "",
+                                    "format": null,
+                                    "formatPattern": null,
+                                    "formatType": null,
+                                    "formulaId": "",
+                                    "geoConfig": null,
+                                    "id": "dd8bb852-d70d-4269-9bae-11953323d7bd",
+                                    "isAdditive": false,
+                                    "isAggregateApplied": false,
+                                    "isGroupBy": false,
+                                    "isMandatory": false,
+                                    "isStrictDateColumn": false,
+                                    "isTimeBucketRestricted": false,
+                                    "isUserDefinedTitle": false,
+                                    "legacyColumnFormatProperties": null,
+                                    "legacySheetProperties": null,
+                                    "name": "Measure names",
+                                    "referencedColumns": [],
+                                    "referencedTables": [],
+                                    "showGrowth": false,
+                                    "timeBucket": "NO_BUCKET",
+                                    "type": "ATTRIBUTE",
+                                    "uniqueValues": null
+                                },
+                                "legacyMetricDefinition": null
+                            },
+                            {
+                                "__typename": "VizColumn",
+                                "column": {
+                                    "__typename": "AnswerColumn",
+                                    "aggregationType": "NONE",
+                                    "baseColumnType": "VIZ_SPECIFIC_COLUMN",
+                                    "calendarGuid": "",
+                                    "chartSpecificColumnType": "MEASURE_VALUES",
+                                    "columnProps": {
+                                        "__typename": "AnswerColumnProps",
+                                        "columnProperties": null,
+                                        "version": "V1"
+                                    },
+                                    "customCalendarType": null,
+                                    "customOrder": [],
+                                    "dataType": "DOUBLE",
+                                    "dynamicTitle": "",
+                                    "format": null,
+                                    "formatPattern": null,
+                                    "formatType": null,
+                                    "formulaId": "",
+                                    "geoConfig": null,
+                                    "id": "55ea0d3d-84fa-4734-b929-5f9a39f2d35d",
+                                    "isAdditive": false,
+                                    "isAggregateApplied": false,
+                                    "isGroupBy": false,
+                                    "isMandatory": false,
+                                    "isStrictDateColumn": false,
+                                    "isTimeBucketRestricted": false,
+                                    "isUserDefinedTitle": false,
+                                    "legacyColumnFormatProperties": null,
+                                    "legacySheetProperties": null,
+                                    "name": "Measure values",
+                                    "referencedColumns": [],
+                                    "referencedTables": [],
+                                    "showGrowth": false,
+                                    "timeBucket": "NO_BUCKET",
+                                    "type": "MEASURE",
+                                    "uniqueValues": null
+                                },
+                                "legacyMetricDefinition": null
+                            }
+                        ],
+                        "config": {
+                            "__typename": "ChartConfig",
+                            "axisConfig": [
+                                {
+                                    "__typename": "AxisConfig",
+                                    "category": [],
+                                    "color": [],
+                                    "measureValues": [],
+                                    "size": null,
+                                    "sort": [],
+                                    "x": [],
+                                    "y": [
+                                        {
+                                            "__typename": "AnswerColumn",
+                                            "aggregationType": "SUM",
+                                            "baseColumnType": "SAGE_COLUMN",
+                                            "calendarGuid": "",
+                                            "chartSpecificColumnType": "UNDEFINED",
+                                            "columnProps": {
+                                                "__typename": "AnswerColumnProps",
+                                                "columnProperties": null,
+                                                "version": "V1"
+                                            },
+                                            "customCalendarType": null,
+                                            "customOrder": [],
+                                            "dataType": "DOUBLE",
+                                            "dynamicTitle": "",
+                                            "format": null,
+                                            "formatPattern": null,
+                                            "formatType": null,
+                                            "formulaId": "",
+                                            "geoConfig": null,
+                                            "id": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                                            "isAdditive": true,
+                                            "isAggregateApplied": true,
+                                            "isGroupBy": false,
+                                            "isMandatory": false,
+                                            "isStrictDateColumn": false,
+                                            "isTimeBucketRestricted": false,
+                                            "isUserDefinedTitle": false,
+                                            "legacyColumnFormatProperties": null,
+                                            "legacySheetProperties": null,
+                                            "name": "Total sales",
+                                            "referencedColumns": [
+                                                {
+                                                    "__typename": "EntityHeader",
+                                                    "description": "",
+                                                    "displayName": "sales",
+                                                    "guid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1"
+                                                }
+                                            ],
+                                            "referencedTables": [
+                                                {
+                                                    "__typename": "EntityHeader",
+                                                    "description": "",
+                                                    "displayName": "(Sample) Retail - Apparel",
+                                                    "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                                }
+                                            ],
+                                            "showGrowth": false,
+                                            "timeBucket": "NO_BUCKET",
+                                            "type": "MEASURE",
+                                            "uniqueValues": "-1"
+                                        }
+                                    ]
+                                }
+                            ],
+                            "chartType": "KPI",
+                            "customChartConfig": null,
+                            "customChartGuid": "",
+                            "customChartManifest": null,
+                            "isLocked": false
+                        },
+                        "customVisualProps": {},
+                        "id": "60d9622c-6028-498c-8269-426d09cf6780",
+                        "sortInfo": [],
+                        "sortOrder": [],
+                        "suggestedConfig": [
+                            {
+                                "__typename": "ChartConfig",
+                                "axisConfig": [
+                                    {
+                                        "__typename": "AxisConfig",
+                                        "category": [],
+                                        "color": [],
+                                        "measureValues": [],
+                                        "size": null,
+                                        "sort": [],
+                                        "x": [],
+                                        "y": [
+                                            {
+                                                "__typename": "AnswerColumn",
+                                                "aggregationType": "SUM",
+                                                "baseColumnType": "SAGE_COLUMN",
+                                                "calendarGuid": "",
+                                                "chartSpecificColumnType": "UNDEFINED",
+                                                "columnProps": {
+                                                    "__typename": "AnswerColumnProps",
+                                                    "columnProperties": null,
+                                                    "version": "V1"
+                                                },
+                                                "customCalendarType": null,
+                                                "customOrder": [],
+                                                "dataType": "DOUBLE",
+                                                "dynamicTitle": "",
+                                                "format": null,
+                                                "formatPattern": null,
+                                                "formatType": null,
+                                                "formulaId": "",
+                                                "geoConfig": null,
+                                                "id": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                                                "isAdditive": true,
+                                                "isAggregateApplied": true,
+                                                "isGroupBy": false,
+                                                "isMandatory": false,
+                                                "isStrictDateColumn": false,
+                                                "isTimeBucketRestricted": false,
+                                                "isUserDefinedTitle": false,
+                                                "legacyColumnFormatProperties": null,
+                                                "legacySheetProperties": null,
+                                                "name": "Total sales",
+                                                "referencedColumns": [
+                                                    {
+                                                        "__typename": "EntityHeader",
+                                                        "description": "",
+                                                        "displayName": "sales",
+                                                        "guid": "de1b3cfd-1725-400a-b6c7-0cd0f2b70bf1"
+                                                    }
+                                                ],
+                                                "referencedTables": [
+                                                    {
+                                                        "__typename": "EntityHeader",
+                                                        "description": "",
+                                                        "displayName": "(Sample) Retail - Apparel",
+                                                        "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+                                                    }
+                                                ],
+                                                "showGrowth": false,
+                                                "timeBucket": "NO_BUCKET",
+                                                "type": "MEASURE",
+                                                "uniqueValues": "-1"
+                                            }
+                                        ]
+                                    }
+                                ],
+                                "chartType": "KPI",
+                                "customChartConfig": null,
+                                "customChartGuid": "",
+                                "customChartManifest": null,
+                                "isLocked": false
+                            }
+                        ],
+                        "topInfo": [],
+                        "visualOverrides": {
+                            "__typename": "ChartVisualOverrides",
+                            "defaults": null,
+                            "overrides": null
+                        },
+                        "vizProp": {
+                            "__typename": "ChartVizProps",
+                            "axisProperties": [
+                                {
+                                    "__typename": "AxisObj",
+                                    "id": "c6619d19-d1ff-4103-b9e1-c0f34920e5c6",
+                                    "properties": {
+                                        "__typename": "AxisProperties",
+                                        "axisType": "Y",
+                                        "customProps": null,
+                                        "dynamicTitle": null,
+                                        "format": null,
+                                        "isOpposite": false,
+                                        "linkedColumns": [
+                                            "bac67a4f-2e89-456a-8b62-6df830ff4e1b"
+                                        ],
+                                        "name": null,
+                                        "yAxisRange": null
+                                    }
+                                },
+                                {
+                                    "__typename": "AxisObj",
+                                    "id": "36440c20-e309-4ea4-a7f6-ef3ac3ce9937",
+                                    "properties": {
+                                        "__typename": "AxisProperties",
+                                        "axisType": "X",
+                                        "customProps": null,
+                                        "dynamicTitle": null,
+                                        "format": null,
+                                        "isOpposite": null,
+                                        "linkedColumns": [],
+                                        "name": null,
+                                        "yAxisRange": null
+                                    }
+                                }
+                            ],
+                            "chartProperties": {
+                                "__typename": "ChartProperties",
+                                "allLabels": null,
+                                "axisExtremes": null,
+                                "chartSpecific": {
+                                    "__typename": "ChartSpecificProperties",
+                                    "customProps": null,
+                                    "dataFieldArea": null,
+                                    "hidePivotSummaries": null,
+                                    "isHeatmapOverlayed": null,
+                                    "isStackedAsPercent": null,
+                                    "markersEnabled": null,
+                                    "pivotState": null,
+                                    "pivotSummariesState": {
+                                        "__typename": "PivotSummariesState",
+                                        "showColumnGrandTotals": null,
+                                        "showColumnTotals": null,
+                                        "showRowGrandTotals": null,
+                                        "showRowTotals": null
+                                    },
+                                    "showPivotSummaryPrior": null,
+                                    "stackedAsPercentFormat": null,
+                                    "summaryFormat": null,
+                                    "summaryMode": null,
+                                    "useFlatLayout": null
+                                },
+                                "dataSize": null,
+                                "gridLines": null,
+                                "isZoomed": null,
+                                "kpiDisplayProperties": {
+                                    "__typename": "KpiDisplayProperties",
+                                    "changeInterpretation": "UPWARD_IS_GOOD",
+                                    "kpiDisplayColorArray": [],
+                                    "showChange": true,
+                                    "showChangeAs": "PERCENT"
+                                },
+                                "legendPosition": null,
+                                "mapviewport": null,
+                                "responsiveLayoutDisabled": null,
+                                "responsiveLayoutPreference": null,
+                                "showLegend": null,
+                                "showLinearRegressionLine": null,
+                                "showStackedLabels": null,
+                                "visibleSeriesNames": []
+                            },
+                            "columnProperties": [
+                                {
+                                    "columnId": "bac67a4f-2e89-456a-8b62-6df830ff4e1b",
+                                    "columnProperty": {
+                                        "__typename": "ChartVizColumnProperties",
+                                        "conditionalFormatting": null,
+                                        "customProps": null,
+                                        "dataLabels": null,
+                                        "excludeNullValues": null,
+                                        "handleMissingValues": null,
+                                        "kpiColumnProperties": {
+                                            "__typename": "KpiColumnProperties",
+                                            "abbreviatedPreviousDate": null,
+                                            "handleNullData": null,
+                                            "showAbbreviatedPreviousDate": null,
+                                            "showComparisonDate": true,
+                                            "showCurrentDateLabel": true,
+                                            "showPreviousDateLabel": true,
+                                            "showPreviousValue": true,
+                                            "showSparkline": true
+                                        }
+                                    }
+                                },
+                                {
+                                    "columnId": "dd8bb852-d70d-4269-9bae-11953323d7bd",
+                                    "columnProperty": {
+                                        "__typename": "ChartVizColumnProperties",
+                                        "conditionalFormatting": null,
+                                        "customProps": null,
+                                        "dataLabels": null,
+                                        "excludeNullValues": null,
+                                        "handleMissingValues": null,
+                                        "kpiColumnProperties": {
+                                            "__typename": "KpiColumnProperties",
+                                            "abbreviatedPreviousDate": null,
+                                            "handleNullData": null,
+                                            "showAbbreviatedPreviousDate": null,
+                                            "showComparisonDate": true,
+                                            "showCurrentDateLabel": true,
+                                            "showPreviousDateLabel": true,
+                                            "showPreviousValue": true,
+                                            "showSparkline": true
+                                        }
+                                    }
+                                },
+                                {
+                                    "columnId": "55ea0d3d-84fa-4734-b929-5f9a39f2d35d",
+                                    "columnProperty": {
+                                        "__typename": "ChartVizColumnProperties",
+                                        "conditionalFormatting": null,
+                                        "customProps": null,
+                                        "dataLabels": null,
+                                        "excludeNullValues": null,
+                                        "handleMissingValues": null,
+                                        "kpiColumnProperties": {
+                                            "__typename": "KpiColumnProperties",
+                                            "abbreviatedPreviousDate": null,
+                                            "handleNullData": null,
+                                            "showAbbreviatedPreviousDate": null,
+                                            "showComparisonDate": true,
+                                            "showCurrentDateLabel": true,
+                                            "showPreviousDateLabel": true,
+                                            "showPreviousValue": true,
+                                            "showSparkline": true
+                                        }
+                                    }
+                                }
+                            ],
+                            "customColorSelectorArray": [],
+                            "multiColorSeriesColors": [],
+                            "seriesColors": [],
+                            "systemMultiColorSeriesColors": [],
+                            "systemSeriesColors": [],
+                            "tooltipConfig": null,
+                            "version": "V4DOT2"
+                        }
+                    }
+                ],
+                "headerMetadata": {
+                    "id": "44aadbc7-3b75-4897-9b2b-2a6ecad4fe31",
+                    "name": "Total sales",
+                    "description": "",
+                    "isNewAnswer": true,
+                    "isHidden": false,
+                    "displayMode": "CHART_MODE"
+                }
+            },
+            "isAnswerUnsaved": {
+                "hasUnsavedChanges": false
+            }
+        }
+    }
+}
+----
+====
\ No newline at end of file

From 5316d6b36b068691425eea031d06e9955ca60a06 Mon Sep 17 00:00:00 2001
From: Rani Gangwar <rani.gangwar@thoughtspot.com>
Date: Wed, 25 Mar 2026 10:51:04 +0530
Subject: [PATCH 087/161] delted orphaned lb access control page

---
 .../ROOT/pages/pinboard-access-control.adoc   | 33 -------------------
 1 file changed, 33 deletions(-)
 delete mode 100644 modules/ROOT/pages/pinboard-access-control.adoc

diff --git a/modules/ROOT/pages/pinboard-access-control.adoc b/modules/ROOT/pages/pinboard-access-control.adoc
deleted file mode 100644
index 9a8212b14..000000000
--- a/modules/ROOT/pages/pinboard-access-control.adoc
+++ /dev/null
@@ -1,33 +0,0 @@
-= Restrict access to a Liveboard
-:toc: true
-:toclevels: 2
-
-:page-title: User access to embedded objects
-:page-pageid: Liveboard-access
-:page-description: You can define user access to view or edit embedded Liveboards and related workflows.
-
-If you have Classic Answer Experience enabled on your ThoughtSpot instance, you can use the *Cannot create or update Liveboards* privilege to restrict user access to a Liveboard. This privilege allows `Read-only` access and restricts users from performing the following actions:
-
-* Sharing a Liveboard with another user
-* Pinning a visualization to a Liveboard
-* Downloading a Liveboard
-* Editing a Liveboard
-* Copying a Liveboard
-* Copying the Liveboard link
-
-=== Before you begin
-
-* make sure you have admin privilege.
-* make sure the *Cannot create or update Liveboards* checkbox is visible on the Group configuration page. If it is not available, contact ThoughtSpot Support.
-
-To limit user access to Liveboards, follow these steps:
-
-* Log in to ThoughtSpot. 
-* Go to *Admin* > *Groups*.
-* Click *Add Group* to create a read-only user group.
-* Select the *Cannot create or update Liveboards* privilege.
-* Save changes.
-* Go to *Admin* > *Users*. 
-* Select the users to whom you want to assign this privilege, and then click *Add users to groups*.
-* Select the user group for which you enabled the *Cannot create or update Liveboards* privilege.
-* Click *Add*.

From 5bdd99e172689a9aa6d73395fb4b602f4d8d4f98 Mon Sep 17 00:00:00 2001
From: Shivam Kumar <shivam.kumar@thoughtspot.com>
Date: Tue, 31 Mar 2026 14:58:15 +0530
Subject: [PATCH 088/161] SCAL-303801 added unset for iframe to remove the bug

---
 src/components/VersionIframe/index.scss | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/components/VersionIframe/index.scss b/src/components/VersionIframe/index.scss
index efa561e44..aae6f6e88 100644
--- a/src/components/VersionIframe/index.scss
+++ b/src/components/VersionIframe/index.scss
@@ -6,6 +6,7 @@
 }
 
 .version-iframe {
+    all: unset;
     width: 100%;
     height: 100%;
 }
\ No newline at end of file

From ff20d67611901d005e541a2f1d0d22d6eca7fb0d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Wed, 1 Apr 2026 14:55:58 +0530
Subject: [PATCH 089/161] docs publication prelim

---
 modules/ROOT/pages/whats-new.adoc |  4 ++++
 src/configs/doc-configs.js        | 12 +++++++++---
 2 files changed, 13 insertions(+), 3 deletions(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index fd41f2823..c97a64cd4 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -8,6 +8,10 @@
 
 This page lists new features, enhancements, and deprecated functionality in ThoughtSpot Embedded instances.
 
+== Version 26.4.0.cl
+
+ThoughtSpot Cloud 26.4.0.cl release version is now available! For information about the new features and enhancements introduced in this release, see link:https://developers.thoughtspot.com/docs/26.4.0.cl?pageid=whats-new[26.3.0.cl Developer Documentation, windows=_blank].
+
 == Version 26.3.0.cl
 
 === ThoughtSpot integration with Amazon S3 storage for webhook delivery
diff --git a/src/configs/doc-configs.js b/src/configs/doc-configs.js
index fef7413ca..fd19eddc3 100644
--- a/src/configs/doc-configs.js
+++ b/src/configs/doc-configs.js
@@ -22,8 +22,8 @@ module.exports = {
         //   'https://developers.thoughtspot.com/docs/26.3.0.cl?pageid=whats-new'
         // - GA: ' /docs/whats-new'
         //linkHref: '/docs/whats-new',
-        linkHref: '/docs/26.3.0.cl?pageid=whats-new',
-        linkText: 'Version 26.3.0.cl',
+        linkHref: '/docs/26.4.0.cl?pageid=whats-new',
+        linkText: 'Version 26.4.0.cl',
         openInNewTab: true,
     },
     TYPE_DOC_PREFIX: 'typedoc',
@@ -47,11 +47,17 @@ module.exports = {
         DEV: 'dev',
     },
     VERSION_DROPDOWN: [
-	{
+	    {
             label: '26.3.0.cl',
             link: ' ',
             subLabel: 'Cloud (Latest)',
             iframeUrl: 'https://developer-docs-26-3-0-cl.vercel.app/docs/',
+        },
+	    {
+            label: '26.4.0.cl',
+            link: '26.4.0.cl',
+            subLabel: 'Coming soon',
+            iframeUrl: 'https://developer-docs-26-4-0-cl.vercel.app/docs/',
         },
         {
             label: '26.2.0.cl',

From afb067048acc0a3abf41dd3e076092d196f508e5 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <76986173+ShashiSubramanya@users.noreply.github.com>
Date: Wed, 1 Apr 2026 15:40:32 +0530
Subject: [PATCH 090/161] typo fix

---
 modules/ROOT/pages/filters_overview.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/filters_overview.adoc b/modules/ROOT/pages/filters_overview.adoc
index 1be5a5c36..d2e3e16c1 100644
--- a/modules/ROOT/pages/filters_overview.adoc
+++ b/modules/ROOT/pages/filters_overview.adoc
@@ -15,7 +15,7 @@ There are different types of filters, which can be applied in the following orde
 1. xref:rls-rules.adoc[Row-level security (RLS) Rules] +
 Tied to the logged-in user and their group memberships. Completely secure and cannot be altered by the logged-in user.
 2. xref:abac-user-parameters.adoc[Attribute-Based Access Control (ABAC) filter rules] +
-Filters and Parameter rules applied on a Modeland assigned to a token.
+Filters and Parameter rules applied on a Model and assigned to a token.
 3. xref:runtime-filters.adoc[Runtime filters] and xref:runtime-parameters.adoc[Runtime Parameters] +
 Set via the Visual Embed SDK or URL query parameters. Runtime filters do not display as UI filter components.
 4. link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters[Liveboard filters, window=_blank] +

From fea8d4edec69c71d28d611a1f97bfccbec823440 Mon Sep 17 00:00:00 2001
From: Shivam Kumar <shivam.kumar@thoughtspot.com>
Date: Wed, 1 Apr 2026 23:35:59 +0530
Subject: [PATCH 091/161] SCAL-304557 fix the bug of path miss match for the
 docs link

---
 scripts/Converter/index.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/Converter/index.ts b/scripts/Converter/index.ts
index a3920238c..937460d01 100644
--- a/scripts/Converter/index.ts
+++ b/scripts/Converter/index.ts
@@ -1039,7 +1039,7 @@ const main = async () => {
 
     cliOptions.typeDocFilePath = cliOptions.typeDocFilePath.replace(
         '{branch}',
-        'SCAL-298466',
+        cliOptions.branch,
     );
 
     console.log('Script options : ', cliOptions);

From b81e7d4bfedd2a98046161162ea43ac2463c6d53 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 2 Apr 2026 13:42:00 +0530
Subject: [PATCH 092/161] what's new edit

---
 modules/ROOT/pages/whats-new.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index c97a64cd4..200c9d4c3 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -10,7 +10,7 @@ This page lists new features, enhancements, and deprecated functionality in Thou
 
 == Version 26.4.0.cl
 
-ThoughtSpot Cloud 26.4.0.cl release version is now available! For information about the new features and enhancements introduced in this release, see link:https://developers.thoughtspot.com/docs/26.4.0.cl?pageid=whats-new[26.3.0.cl Developer Documentation, windows=_blank].
+ThoughtSpot Cloud 26.4.0.cl release version is now available! For information about the new features and enhancements introduced in this release, see link:https://developers.thoughtspot.com/docs/26.4.0.cl?pageid=whats-new[26.4.0.cl Developer Documentation, window=_blank].
 
 == Version 26.3.0.cl
 

From ffe68dc55b53d7da5748ec0cb5288430937ff27c Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 2 Apr 2026 15:15:07 +0530
Subject: [PATCH 093/161] deprecation updates

---
 modules/ROOT/pages/deprecated-features.adoc | 80 +++++++++++++++++++--
 1 file changed, 73 insertions(+), 7 deletions(-)

diff --git a/modules/ROOT/pages/deprecated-features.adoc b/modules/ROOT/pages/deprecated-features.adoc
index 9d3a9a1db..39ad7f4b3 100644
--- a/modules/ROOT/pages/deprecated-features.adoc
+++ b/modules/ROOT/pages/deprecated-features.adoc
@@ -14,7 +14,11 @@ As ThoughtSpot applications evolve, some existing features will be deprecated an
 [options='header']
 |=====
 |Feature|Impacted interface and release versions|Deprecation date |End of Support / removal from the product
-a|xref:deprecated-features.adoc#SagePrivilegeDeprecation[`PREVIEW_THOUGHTSPOT_SAGE` privilege deprecation] a|ThoughtSpot Cloud 26.3.0.cl and later | March 2026 | September 2026
+a|xref:deprecated-features.adoc#v1-v2-exp-fullApp-embed[V1 and V2 UI experience in full application embedding]|ThoughtSpot Cloud 26.8.0.cl and later | February 2026 | August 2026
+a|xref:deprecated-features.adoc#PNGFlowDeprecation[Select PNG export options] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | August 2026
+a|xref:deprecated-features.adoc#variableApis[Variable APIs] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | November 2026
+a|xref:deprecated-features.adoc#metadataParameterization[Metadata parameterization] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | November 2026
+a|xref:deprecated-features.adoc#SagePrivilegeDeprecation[PREVIEW_THOUGHTSPOT_SAGE privilege] a|ThoughtSpot Cloud 26.3.0.cl and later | March 2026 | September 2026
 a|xref:deprecated-features.adoc#_answer_data_panel_classic_experience_deprecation[Answer Data panel classic experience] |ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | August 2026
 a|xref:deprecated-features.adoc#_worksheet_deprecation_and_removal[Worksheets] a| ThoughtSpot Cloud 10.4.0.cl and later
 |November 2024 | September 2025
@@ -81,6 +85,68 @@ a|xref:deprecated-features.adoc#_deprecated_parameter_in_rest_api_v2_0_authentic
 ||||
 |=====
 
+[#v1-v2-exp-fullApp-embed]
+== V1 and V2 navigation and home page experience in full app embed
+Starting with ThoughtSpot 26.8.0.cl, the V3 navigation and home page experience will be set as the default UI experience in full application embedding. The V1 and V2 navigation and home page experience will be deprecated and will no longer be supported.
+
+Impact on your instance::
+If your embed currently uses the Classic (v1) or v2 navigation and home page experience, the UI will be automatically upgraded to the V3 experience. This change applies to all deployments embedding the full ThoughtSpot application.
+
+Recommended action::
+If your embed deployments are still using the legacy experience modes, we recommend that you enable the V3 navigation and home page experience in your development environments and evaluate the changes. For information on the features available in V3 experience mode, refer to the xref:full-app-customize.adoc[Full application embedding documentation].
+
+[#PNGFlowDeprecation]
+== Deprecating select options in PNG export
+The `include_cover_page` and `include_filter_page` options for the `POST /api/rest/2.0/report/liveboard` endpoint are now deprecated for PNG downloads.
+
+The Liveboard Report API has improved PNG export options which generate high-quality PNGs that closely match the Liveboard experience. It supports `image_resolution` (up to 3840px wide), `image_scale` (zoom), and allows developers to export a specific tab instead of stitching all tabs vertically.
+
+Impact on your instance::
+* For current users, starting with the ThoughtSpot 26.8.0.cl release, API calls to the `POST /api/rest/2.0/report/liveboard` endpoint for PNG exports with `include_cover_page` and `include_filter_page` will result in an error.
+** If you are currently using the legacy PNG export flow with `include_cover_page` and `include_filter_page`, it will continue to work without interruption until the ThoughtSpot 26.8.0.cl release.
+** If you have enabled the new PNG export flow with `image_resolution`, `image_scale`, and `include_header` , API calls to the `POST /api/rest/2.0/report/liveboard` endpoint for PNG exports with legacy options will result in an error.
+* For new users, API calls to the `POST /api/rest/2.0/report/liveboard` endpoint for PNG exports with `include_cover_page` and `include_filter_page` will result in an error. Use the new PNG export options.
+//If you still have to use these options for your ThoughtSpot instance contact ThoughtSpot support to revert to these legacy settings.
+
+For more information on PNG export, see xref:data-report-v2-api.adoc#_liveboard_report_api[Liveboard Report API]
+
+Recommended action::
+* We recommend transitioning to the new flow for PNG exports, as the `include_cover_page` and `include_filter_page` attributes will be removed in a future release.
+* Contact ThoughtSpot support to enable the new settings for PNG downloads on your ThoughtSpot instance.
+* PNG download now supports exporting only one tab at a time. If the `tab_identifier` is not specified, the first tab will be downloaded.
+
+[#variableApis]
+== Variable APIs for update and delete operations
+
+The `/api/rest/2.0/template/variables/{identifier}/delete` and `/api/rest/2.0/template/variables/update-values` endpoints are deprecated in 26.4.0.cl and will be removed from ThoughtSpot in an upcoming release:
+
+Impact on your instance::
+Your existing implementation will continue to work until further notice. However, these endpoints will be removed from ThoughtSpot in a future release. Therefore, ThoughtSpot recommends using the following new API endpoints: +
+** `POST /api/rest/2.0/template/variables/{identifier}/update-values` +
+Assigns multiple values to variables and sets the scope for variable values in a single API request.
+** `POST /api/rest/2.0/template/variables/delete` +
+Deletes one or more variables in a single API request.
+
+Recommended action::
+If you are using legacy variable update and delete APIs, update your workflows to use the new API endpoints. Test the changes in your development environment before updating your production integrations.
+
++
+For more information, see link:https://developers.thoughtspot.com/docs/26.4.0.cl?pageid=variables[Variables documentation, window=_blank].
+
+[#metadataParameterization]
+== Metadata parameterization API
+
+The `/api/rest/2.0/metadata/parameterize` endpoint is deprecated in 26.4.0.cl and will be removed in a future release.
+
+Impact on your instance::
+Your existing implementation will continue to work until further notice. However, ThoughtSpot recommends using the `/api/rest/2.0/metadata/parameterize-fields` for metadata parameterization.
+
+Recommended action::
+If you are using the legacy API endpoint, update your workflows to use the new API endpoint. Test the changes in your development environment before updating your production integrations.
+
++
+For more information, see link:https://developers.thoughtspot.com/docs/26.4.0.cl?pageid=parameterize-metadata[Metadata parameterization documentation, window=_blank].
+
 [#SagePrivilegeDeprecation]
 == `PREVIEW_THOUGHTSPOT_SAGE` privilege deprecation
 The `PREVIEW_THOUGHTSPOT_SAGE` privilege is renamed to `CAN_USE_SPOTTER` with the ThoughtSpot 26.3.0.cl release version.
@@ -92,7 +158,7 @@ Impact on your instance::
 Recommended action::
 For ThoughtSpot instances which have enabled RBAC before the 26.3.0.cl release, the admins will have to create a role in accordance with the newer privilege name.
 
-
+[#_answer_data_panel_classic_experience_deprecation]
 == Answer Data panel classic experience deprecation
 The classic Data panel experience in Search and Answer pages will be deprecated in ThoughtSpot 26.4.0.cl release version. The new data panel experience, which provides a more intuitive layout with improved organization of data elements and features such as query sets and custom groups, will be the default data panel experience on all ThoughtSpot Embedded instances using Visual Embed SDK v1.41.1 or later.
 
@@ -114,7 +180,7 @@ Recommended action::
 * If your instance has Worksheets, verify whether they are replaced with Models after your instance is upgraded to 10.12.0.cl.
 * If you are importing Worksheet TML, the import operation will fail. Therefore, ThoughtSpot recommends converting Worksheets to Models and then importing Model TMLs to ThoughtSpot.
 * Update your CI/CD and Git workflows to use Model TMLs instead of Worksheets.
-* In REST APIs, the subtypes of `LOGICAL_TABLE`  objects may still be referred to as Worksheet. However, these subtypes  imply Models. When you specify subtype `WORKSHEET`, the API will include Models in the response or operation.
+* In REST APIs, the subtypes of `LOGICAL_TABLE` objects may still be referred to as Worksheet. However, these subtypes imply Models. When you specify subtype `WORKSHEET`, the API will include Models in the response or operation.
 * You may find the "Worksheet" terminology in the Visual Embed SDK configuration properties and feature flags; for example, the `worksheetId` property in Spotter embed. However, when configuring these settings, use the Model object and its associated properties.
 
 [#restApiPlayground]
@@ -131,7 +197,7 @@ When the REST API v1 Playground is no longer available in the ThoughtSpot UI, us
 [#SageDeprecationNotice]
 == Sage and Ask Sage deprecation
 
-The Sage Search (the legacy Natural Language Search interface) and *Ask Sage* features are deprecated from 10.11.0.cl and will be removed from the product in December 2025.
+The Sage Search (the legacy Natural Language Search interface) and *Ask Sage* features are deprecated starting from 10.11.0.cl and will be removed from the product in December 2025.
 Along with this, the xref:SageEmbed.adoc[SageEmbed] library in the Visual Embed SDK will also be deprecated.
 
 //with no new enhancements or bug fixes supported after July 2025.
@@ -260,7 +326,7 @@ If you are embedding ThoughtSpot without the SDK, you can switch to Visual Embed
 
 == Deprecated parameter in REST API v2.0 authentication token endpoints
 
-The `jwt_user_options` object property in `/api/rest/2.0/auth/token/full` and `/api/rest/2.0/auth/token/object` is deprecated.
+The `jwt_user_options` object property in `/api/rest/2.0/auth/token/full` and `/api/rest/2.0/auth/token/object` endpoints is deprecated.
 
 Effective from::
 * ThoughtSpot Cloud 9.12.0.cl
@@ -268,7 +334,7 @@ Effective from::
 
 === Recommended action
 Use the `user_parameters` property available with the `/api/rest/2.0/auth/token/full` and `/api/rest/2.0/auth/token/object` endpoints to define security entitlements to a user session. +
-For more information, see xref:abac-user-parameters.adoc[ABAC via token][beta betaBackground]^Beta^.
+For more information, see xref:abac-user-parameters.adoc[ABAC via token ^Beta^].
 
 == Deprecated parameters in Version Control APIs
 
@@ -314,4 +380,4 @@ Recommended action::
 For information about REST API v2.0 endpoints, refer to the following articles and visit the link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground].
 
 * xref:rest-api-v2-getstarted.adoc[REST API v2.0]
-* xref:rest-api-v1v2-comparison.adoc[REST API v1 and v2.0 comparison]
+* xref:rest-api-v1v2-comparison.adoc[REST API v1 and v2.0 comparison]
\ No newline at end of file

From 115dae26d95579d7a33742d05b36d7631f40d974 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 2 Apr 2026 15:19:35 +0530
Subject: [PATCH 094/161] publication prep

---
 modules/ROOT/pages/api-changelog.adoc        | 89 ++++++++++++++++++++
 modules/ROOT/pages/rest-apiv2-changelog.adoc |  4 +
 2 files changed, 93 insertions(+)

diff --git a/modules/ROOT/pages/api-changelog.adoc b/modules/ROOT/pages/api-changelog.adoc
index 4624a3eea..8cbd88b85 100644
--- a/modules/ROOT/pages/api-changelog.adoc
+++ b/modules/ROOT/pages/api-changelog.adoc
@@ -8,6 +8,95 @@
 
 This changelog lists only the changes introduced in the Visual Embed SDK. For information about new features and enhancements available for embedded analytics, see xref:whats-new.adoc[What's New].
 
+== Version 1.47.x, April 2026
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a| **Spotter chat history sidebar customization**
+
+The SDK introduces the `SpotterSidebarViewConfig` interface and the `spotterSidebarConfig` object with configuration controls to customize the appearance and contents of the chat history panel. Developers can use the  following properties in the `spotterSidebarConfig` object to enable or disable chat history panel and customize the contents of the sidebar when enabled:
+
+* `enablePastConversationsSidebar` +
+Controls the visibility of the past conversations sidebar panel. The chat history panel is disabled by default in embed view. When this property in `spotterSidebarConfig` is specified, it takes precedence over the standalone `enablePastConversationsSidebar` setting, which is deprecated from v1.47.0.
+
+* `spotterSidebarTitle` +
+Allows adding custom title text for the sidebar header.
+
+* `spotterSidebarDefaultExpanded` +
+Sets the default state of the sidebar to expanded or collapsed view.
+
+* `spotterChatRenameLabel` +
+Allows setting a custom label for the **Rename** action in the conversation edit menu.
+
+* `spotterChatDeleteLabel` +
+Allows setting a custom label for the **Delete** action in the conversation edit menu.
+
+* `spotterDeleteConversationModalTitle` +
+Allows editing the title text of the chat delete confirmation modal.
+
+* `spotterPastConversationAlertMessage` +
+Sets a custom message text for the past conversation banner alert. Defaults to the translated alert message.
+
+* `spotterBestPracticesLabel` +
+Allows customizing the label for the best practices button in the sidebar footer.
+
+* `spotterDocumentationUrl` +
+The best practices documentation link shown in the sidebar footer. You can customize the link by specifying the full URL.
+
+* `spotterConversationsBatchSize` +
+Sets the number of conversations to fetch per batch when loading conversation history. Default is `30`.
+
+* `spotterNewChatButtonTitle` +
+Allows customizing the title text for the **New chat** button in the sidebar.
+
+|[tag redBackground]#DEPRECATED# a| **Standalone `enablePastConversationsSidebar` attribute in Spotter embed**
+
+The standalone `enablePastConversationsSidebar` property on `SpotterEmbedViewConfig` and `AppViewConfig` is deprecated from SDK 1.47.0 and ThoughtSpot 26.4.0.cl.
+
+Use `enablePastConversationsSidebar` in the `spotterSidebarConfig` instead. When both are defined, the property in the `spotterSidebarConfig` object takes precedence.
+
+[source,javascript]
+----
+// Deprecated
+enablePastConversationsSidebar: false,
+
+// Recommended
+spotterSidebarConfig: {
+    enablePastConversationsSidebar: true,
+    //... other config properties
+}
+----
+
+|[tag greenBackground]#NEW FEATURE# a| **Spotter chat UI branding**
+
+The SDK introduces the `SpotterChatViewConfig` interface for customizing branding in Spotter tool response cards. You can pass these parameters as the `spotterChatConfig` object properties in `SpotterEmbed`, `AppEmbed`, or `LiveboardEmbed` where Spotter interface is used.
+
+* `hideToolResponseCardBranding` +
+When set to `true`, hides the ThoughtSpot logo and icon in tool response cards. The branding label prefix is controlled separately via `toolResponseCardBrandingLabel`. Default value is `false`.
+
+* `toolResponseCardBrandingLabel` +
+Custom label to replace the `ThoughtSpot` prefix in tool response cards. Set to an empty string (`''`) to hide the prefix entirely.
+
+[NOTE]
+====
+These settings do not affect the external MCP tool branding.
+====
+
+|[tag greenBackground]#NEW FEATURE# a|**Liveboard embed enhancements**
+
+Personalized Liveboard view::
+
+The `personalizedViewId` property allows embedding a saved personalized view of a Liveboard. A personalized view is a saved configuration that includes specific filter selections and changes applied by a user. To embed a personalized view of Liveboard, specify the GUID of the saved personalized view to load along with `liveboardId`.
+
+Centralized Liveboard filter setting::
+
+When set to `true`, the `isCentralizedLiveboardFilterUXEnabled` enables displaying a unified modal to manage and update multiple filters at once, replacing the older individual filter interactions. This feature is disabled by default on ThoughtSpot Embedded instances.
+
+|[tag greenBackground]#NEW FEATURE#  a|**Option to include current period in rolling date filters**
+
+If the current period inclusion in rolling date filters feature is enabled on your instance, the rolling date filters options such as **Last <N> <period>** and **Next <N> <period>** for the Liveboards and Answers in the embed view will allow you to include current period. For example, when you define a date range such as "Last 2 months", the date filter interface displays the **Include this month** checkbox.
+To disable this feature, use the `isThisPeriodInDateFiltersEnabled` setting. To hide, show, or disable this option in the embed view, use the action ID, `Action.IncludeCurrentPeriod`.
+|====
+
 == Version 1.46.x, March 2026
 
 [width="100%" cols="1,4"]
diff --git a/modules/ROOT/pages/rest-apiv2-changelog.adoc b/modules/ROOT/pages/rest-apiv2-changelog.adoc
index ab83f14b9..a5e9024e2 100644
--- a/modules/ROOT/pages/rest-apiv2-changelog.adoc
+++ b/modules/ROOT/pages/rest-apiv2-changelog.adoc
@@ -8,6 +8,10 @@
 
 This changelog lists the features and enhancements introduced in REST API v2.0. For information about new features and enhancements available for embedded analytics, see xref:whats-new.adoc[What's New].
 
+== Version 26.4.0.cl
+
+For information about new REST API features and enhancements, see link:https://developers.thoughtspot.com/docs/26.4.0.cl?pageid=rest-v2-changelog[26.4.0.cl Developer Documentation, window=_blank].
+
 == Version 26.3.0.cl, March 2026
 
 === Webhook APIs

From 3aef91fcac199532001e2c91d297575435b5e660 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 2 Apr 2026 15:56:04 +0530
Subject: [PATCH 095/161] deprecation typo fixes

---
 modules/ROOT/pages/deprecated-features.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/deprecated-features.adoc b/modules/ROOT/pages/deprecated-features.adoc
index 39ad7f4b3..2fcc28d18 100644
--- a/modules/ROOT/pages/deprecated-features.adoc
+++ b/modules/ROOT/pages/deprecated-features.adoc
@@ -96,7 +96,7 @@ Recommended action::
 If your embed deployments are still using the legacy experience modes, we recommend that you enable the V3 navigation and home page experience in your development environments and evaluate the changes. For information on the features available in V3 experience mode, refer to the xref:full-app-customize.adoc[Full application embedding documentation].
 
 [#PNGFlowDeprecation]
-== Deprecating select options in PNG export
+== Deprecation of select options in PNG export
 The `include_cover_page` and `include_filter_page` options for the `POST /api/rest/2.0/report/liveboard` endpoint are now deprecated for PNG downloads.
 
 The Liveboard Report API has improved PNG export options which generate high-quality PNGs that closely match the Liveboard experience. It supports `image_resolution` (up to 3840px wide), `image_scale` (zoom), and allows developers to export a specific tab instead of stitching all tabs vertically.
@@ -123,7 +123,7 @@ The `/api/rest/2.0/template/variables/{identifier}/delete` and `/api/rest/2.0/te
 Impact on your instance::
 Your existing implementation will continue to work until further notice. However, these endpoints will be removed from ThoughtSpot in a future release. Therefore, ThoughtSpot recommends using the following new API endpoints: +
 ** `POST /api/rest/2.0/template/variables/{identifier}/update-values` +
-Assigns multiple values to variables and sets the scope for variable values in a single API request.
+Assigns multiple values to a variable and sets the scope for variable values in a single API request.
 ** `POST /api/rest/2.0/template/variables/delete` +
 Deletes one or more variables in a single API request.
 

From a4d451ffba7a3e03c189672f36b68f2f28f3254d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 2 Apr 2026 17:04:03 +0530
Subject: [PATCH 096/161] EoS timeline

---
 modules/ROOT/pages/deprecated-features.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/deprecated-features.adoc b/modules/ROOT/pages/deprecated-features.adoc
index 2fcc28d18..4c977b11e 100644
--- a/modules/ROOT/pages/deprecated-features.adoc
+++ b/modules/ROOT/pages/deprecated-features.adoc
@@ -16,8 +16,8 @@ As ThoughtSpot applications evolve, some existing features will be deprecated an
 |Feature|Impacted interface and release versions|Deprecation date |End of Support / removal from the product
 a|xref:deprecated-features.adoc#v1-v2-exp-fullApp-embed[V1 and V2 UI experience in full application embedding]|ThoughtSpot Cloud 26.8.0.cl and later | February 2026 | August 2026
 a|xref:deprecated-features.adoc#PNGFlowDeprecation[Select PNG export options] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | August 2026
-a|xref:deprecated-features.adoc#variableApis[Variable APIs] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | November 2026
-a|xref:deprecated-features.adoc#metadataParameterization[Metadata parameterization] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | November 2026
+a|xref:deprecated-features.adoc#variableApis[Variable APIs] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | October 2026
+a|xref:deprecated-features.adoc#metadataParameterization[Metadata parameterization] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | October 2026
 a|xref:deprecated-features.adoc#SagePrivilegeDeprecation[PREVIEW_THOUGHTSPOT_SAGE privilege] a|ThoughtSpot Cloud 26.3.0.cl and later | March 2026 | September 2026
 a|xref:deprecated-features.adoc#_answer_data_panel_classic_experience_deprecation[Answer Data panel classic experience] |ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | August 2026
 a|xref:deprecated-features.adoc#_worksheet_deprecation_and_removal[Worksheets] a| ThoughtSpot Cloud 10.4.0.cl and later

From c7f37e099dbdd41c89577dfe3c5768d13c096962 Mon Sep 17 00:00:00 2001
From: Rani Gangwar <rani.gangwar@thoughtspot.com>
Date: Wed, 8 Apr 2026 11:55:48 +0530
Subject: [PATCH 097/161] Sidharth's feedback

---
 modules/ROOT/pages/collections.adoc | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/collections.adoc b/modules/ROOT/pages/collections.adoc
index 0b19b1e08..d1638447d 100644
--- a/modules/ROOT/pages/collections.adoc
+++ b/modules/ROOT/pages/collections.adoc
@@ -33,7 +33,7 @@ In your `POST` request body, include the following parameters:
 
 |`name` a|__String__. Required. Specify a name for the Collection.
 |`description` a|__String__. Optional. A short description for the Collection.
-|`metadata` a|__Array__. Required. The details for the metadata objects to be added to the Collection.
+|`metadata` a|__Array__. Optional. The details for the metadata objects to be added to the Collection.
 
 * `type` +
 Metadata type. Select one of the following values:
@@ -85,6 +85,8 @@ If the API request is successful, a Collection with the given metadata objects w
 == Search for a Collection
 To get a list of Collections, send a  `POST` request to the `POST /api/rest/2.0/collections/search` API endpoint.
 
+If no parameters are specified, the API returns the first 10 collections (or fewer, depending on the total number available).
+
 === Request parameters
 In your `POST` request body, include the following parameters:
 

From 58c325f3ffa301ea8efa5a23b289377117e4a680 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 9 Apr 2026 10:23:49 +0530
Subject: [PATCH 098/161] minor edits and typo fixes

---
 modules/ROOT/pages/locale-setting.adoc       | 16 ++++++++++++----
 modules/ROOT/pages/rest-apiv2-changelog.adoc |  2 +-
 modules/ROOT/pages/whats-new.adoc            |  1 +
 3 files changed, 14 insertions(+), 5 deletions(-)

diff --git a/modules/ROOT/pages/locale-setting.adoc b/modules/ROOT/pages/locale-setting.adoc
index 1c43f2a14..fb770a360 100644
--- a/modules/ROOT/pages/locale-setting.adoc
+++ b/modules/ROOT/pages/locale-setting.adoc
@@ -101,11 +101,19 @@ ThoughtSpot application users can set their locale preference on the Profile set
 For more information, see link:https://docs.thoughtspot.com/cloud/latest/locale[ThoughtSpot Product Documentation, window=_blank].
 
 == Set locale via REST API
-The following REST API v1 and v2 endpoints allow updating locale preference for ThoughtSpot users:
+To configure locale settings for a user via REST API, ThoughtSpot administrator can use the `"use_browser_language": true` or `"preferred_locale": "en-US"` settings when creating, importing, or updating user using the following API endpoints:
 
-* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user">POST /api/rest/2.0/users/{user_identifier}/update </a>+++
-* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user"> POST /api/rest/2.0/users/create</a>+++
-* xref:user-api.adoc#updatepreference-api[POST /tspublic/v1/user/updatepreference]
+* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user"> POST /api/rest/2.0/users/create</a>+++ (user creation)
+* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user">POST /api/rest/2.0/users/{user_identifier}/update </a>+++ (User update)
+* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fimport-users"> POST /api/rest/2.0/users/import</a>+++ (User import)
+
+The `preferred_locale` parameter allows assigning a specific locale to the user, whereas the `use_browser_language` parameter determines whether the user's language preference should be set based on their browser's language settings. When both parameters are defined, the user's current locale preference is overridden and the browser's language takes precedence.
+
+To get details of the browser language settings for a given user, administrators can use the following API endpoints:
+
+* `POST /api/rest/2.0/users/search` +
+* `POST /api/rest/2.0/users/activate` +
+* `GET /api/rest/2.0/auth/session/user` +
 
 == Limitations
 
diff --git a/modules/ROOT/pages/rest-apiv2-changelog.adoc b/modules/ROOT/pages/rest-apiv2-changelog.adoc
index 7964b244c..77512158a 100644
--- a/modules/ROOT/pages/rest-apiv2-changelog.adoc
+++ b/modules/ROOT/pages/rest-apiv2-changelog.adoc
@@ -254,7 +254,7 @@ To update the properties of a specific variable, use the `/api/rest/2.0/template
 ==== Variables search API
 
 * The variables search API endpoint `/api/rest/2.0/template/variables/search` now includes the `value_scope` parameter that allows you to filter the API response by the objects to which the variable is mapped.
-* Filtering API response by `EDITABLE_METADATA_AND_VALUES` output format is no longer supported.
+* Filtering API response by `EDITABLE_METADATA_AND_VALUES` is no longer supported.
 
 
 === User API enhancements
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 6e0d462a5..b2656886e 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -289,6 +289,7 @@ For more information, see xref:code-based-custom-actions.adoc[Code based custom
 You can now configure a xref:webhooks-lb-schedule.adoc[webhook for Liveboard schedule events] to automate notifications to external applications. This feature allows you to send Liveboard reports directly to a webhook endpoint and create your own custom emails or workflow.
 
 This feature is currently in beta and is not enabled by default. To enable it on your instance, contact ThoughtSpot Support.
+====
 
 === Template variables for publishing
 The variable APIs include several enhancements to streamline variable creation and update workflows.

From b7ac2b4a70a420194d0a471493f596354ebdb4a4 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 9 Apr 2026 10:23:49 +0530
Subject: [PATCH 099/161] minor edits and typo fixes

---
 modules/ROOT/pages/locale-setting.adoc       | 16 ++++++++++++----
 modules/ROOT/pages/rest-apiv2-changelog.adoc |  2 +-
 modules/ROOT/pages/whats-new.adoc            |  1 +
 3 files changed, 14 insertions(+), 5 deletions(-)

diff --git a/modules/ROOT/pages/locale-setting.adoc b/modules/ROOT/pages/locale-setting.adoc
index 1c43f2a14..fb770a360 100644
--- a/modules/ROOT/pages/locale-setting.adoc
+++ b/modules/ROOT/pages/locale-setting.adoc
@@ -101,11 +101,19 @@ ThoughtSpot application users can set their locale preference on the Profile set
 For more information, see link:https://docs.thoughtspot.com/cloud/latest/locale[ThoughtSpot Product Documentation, window=_blank].
 
 == Set locale via REST API
-The following REST API v1 and v2 endpoints allow updating locale preference for ThoughtSpot users:
+To configure locale settings for a user via REST API, ThoughtSpot administrator can use the `"use_browser_language": true` or `"preferred_locale": "en-US"` settings when creating, importing, or updating user using the following API endpoints:
 
-* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user">POST /api/rest/2.0/users/{user_identifier}/update </a>+++
-* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user"> POST /api/rest/2.0/users/create</a>+++
-* xref:user-api.adoc#updatepreference-api[POST /tspublic/v1/user/updatepreference]
+* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user"> POST /api/rest/2.0/users/create</a>+++ (user creation)
+* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fupdate-user">POST /api/rest/2.0/users/{user_identifier}/update </a>+++ (User update)
+* +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fimport-users"> POST /api/rest/2.0/users/import</a>+++ (User import)
+
+The `preferred_locale` parameter allows assigning a specific locale to the user, whereas the `use_browser_language` parameter determines whether the user's language preference should be set based on their browser's language settings. When both parameters are defined, the user's current locale preference is overridden and the browser's language takes precedence.
+
+To get details of the browser language settings for a given user, administrators can use the following API endpoints:
+
+* `POST /api/rest/2.0/users/search` +
+* `POST /api/rest/2.0/users/activate` +
+* `GET /api/rest/2.0/auth/session/user` +
 
 == Limitations
 
diff --git a/modules/ROOT/pages/rest-apiv2-changelog.adoc b/modules/ROOT/pages/rest-apiv2-changelog.adoc
index a5e9024e2..21f45b227 100644
--- a/modules/ROOT/pages/rest-apiv2-changelog.adoc
+++ b/modules/ROOT/pages/rest-apiv2-changelog.adoc
@@ -184,7 +184,7 @@ To update the properties of a specific variable, use the `/api/rest/2.0/template
 ==== Variables search API
 
 * The variables search API endpoint `/api/rest/2.0/template/variables/search` now includes the `value_scope` parameter that allows you to filter the API response by the objects to which the variable is mapped.
-* Filtering API response by `EDITABLE_METADATA_AND_VALUES` output format is no longer supported.
+* Filtering API response by `EDITABLE_METADATA_AND_VALUES` is no longer supported.
 
 
 === User API enhancements
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 200c9d4c3..fb872bcdc 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -204,6 +204,7 @@ For more information, see xref:code-based-custom-actions.adoc[Code based custom
 You can now configure a xref:webhooks-lb-schedule.adoc[webhook for Liveboard schedule events] to automate notifications to external applications. This feature allows you to send Liveboard reports directly to a webhook endpoint and create your own custom emails or workflow.
 
 This feature is currently in beta and is not enabled by default. To enable it on your instance, contact ThoughtSpot Support.
+====
 
 === Template variables for publishing
 The variable APIs include several enhancements to streamline variable creation and update workflows.

From 2e8d3bd6a7e06ddae04cb8a6c431c40302596f87 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 9 Apr 2026 12:00:39 +0530
Subject: [PATCH 100/161] variable api note and rbac page update

---
 modules/ROOT/pages/roles.adoc     | 2 +-
 modules/ROOT/pages/variables.adoc | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/roles.adoc b/modules/ROOT/pages/roles.adoc
index a4e0afd38..7ae0fc708 100644
--- a/modules/ROOT/pages/roles.adoc
+++ b/modules/ROOT/pages/roles.adoc
@@ -170,7 +170,7 @@ UI: *Can create/edit Connections*| Allows creating, editing, and managing link:h
 |Data objects|API: `CAN_MANAGE_WORKSHEET_VIEWS_TABLES` +
 UI: *Can manage data models* |Allows users to create, edit, delete, and manage Models, Tables, and Views.
 |Custom variables| API: `CAN_MANAGE_VARIABLES` +
-UI: *Can manage variables* | Allows users to xref:variables.adoc[create and manage custom variables].
+UI: *Can manage variables* | Allows users to manage formula Variables in the current Org scope.
 |===
 
 
diff --git a/modules/ROOT/pages/variables.adoc b/modules/ROOT/pages/variables.adoc
index 544bb4506..bdec9af22 100644
--- a/modules/ROOT/pages/variables.adoc
+++ b/modules/ROOT/pages/variables.adoc
@@ -50,6 +50,12 @@ xref:variables.adoc#_get_details_of_variables[Retrieves the variables available
 xref:variables.adoc#_delete_a_variable[Deletes the variables] specified in the API request.
 
 
+[NOTE]
+====
+* Variable APIs for creating, deleting, searching, and assigning values can only be used by the ThoughtSpot instance administrator.
+* These APIs can only be used from the primary Org.
+====
+
 ////
 [NOTE]
 ====
@@ -502,4 +508,3 @@ If the API request is successful, ThoughtSpot returns a 204 response code.
 * For more information about using formula variables in RLS rules, see link:https://docs.thoughtspot.com/cloud/latest/rls-variables-reference[Formula variables, window=_blank].
 * For information about assigning security entitlements via ABAC tokens, see xref:abac_rls-variables.adoc[ABAC via RLS with formula variables].
 * For information about RLS rules, see link:https://docs.thoughtspot.com/cloud/latest/security-rls[RLS rules documentation, window=_blank].
-

From dfc703014b23c0c94d1d58ec8d719e5b3a7060d4 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 9 Apr 2026 12:00:39 +0530
Subject: [PATCH 101/161] variable api note and rbac page update

---
 modules/ROOT/pages/roles.adoc     | 2 +-
 modules/ROOT/pages/variables.adoc | 6 +++++-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/roles.adoc b/modules/ROOT/pages/roles.adoc
index a4e0afd38..7ae0fc708 100644
--- a/modules/ROOT/pages/roles.adoc
+++ b/modules/ROOT/pages/roles.adoc
@@ -170,7 +170,7 @@ UI: *Can create/edit Connections*| Allows creating, editing, and managing link:h
 |Data objects|API: `CAN_MANAGE_WORKSHEET_VIEWS_TABLES` +
 UI: *Can manage data models* |Allows users to create, edit, delete, and manage Models, Tables, and Views.
 |Custom variables| API: `CAN_MANAGE_VARIABLES` +
-UI: *Can manage variables* | Allows users to xref:variables.adoc[create and manage custom variables].
+UI: *Can manage variables* | Allows users to manage formula Variables in the current Org scope.
 |===
 
 
diff --git a/modules/ROOT/pages/variables.adoc b/modules/ROOT/pages/variables.adoc
index 49d2feb49..d733dd8fa 100644
--- a/modules/ROOT/pages/variables.adoc
+++ b/modules/ROOT/pages/variables.adoc
@@ -50,6 +50,11 @@ xref:variables.adoc#_get_details_of_variables[Retrieves the variables available
 xref:variables.adoc#_delete_a_variable[Deletes the variable] specified in the API request.
 
 
+[NOTE]
+====
+* Variable APIs for creating, deleting, searching, and assigning values can only be used by the ThoughtSpot instance administrator.
+* These APIs can only be used from the primary Org.
+====
 ////
 [NOTE]
 ====
@@ -588,4 +593,3 @@ If the API request is successful, ThoughtSpot returns a 204 response code.
 * For more information about using formula variables in RLS rules, see link:https://docs.thoughtspot.com/cloud/latest/rls-variables-reference[Formula variables, window=_blank].
 * For information about assigning security entitlements via ABAC tokens, see xref:abac_rls-variables.adoc[ABAC via RLS with formula variables].
 * For information about RLS rules, see link:https://docs.thoughtspot.com/cloud/latest/security-rls[RLS rules documentation, window=_blank].
-

From 3805ba03434ef3da5f9d85fae0d5327bd0e0addf Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sun, 12 Apr 2026 23:52:02 +0530
Subject: [PATCH 102/161] SCAL-302349 updates

---
 .../ROOT/pages/rest-api-sdk-libraries.adoc    | 28 ++++++++++++++++++-
 1 file changed, 27 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/rest-api-sdk-libraries.adoc b/modules/ROOT/pages/rest-api-sdk-libraries.adoc
index 332fa0659..306ab3862 100644
--- a/modules/ROOT/pages/rest-api-sdk-libraries.adoc
+++ b/modules/ROOT/pages/rest-api-sdk-libraries.adoc
@@ -10,6 +10,32 @@ ThoughtSpot provides native SDK libraries to help client applications call REST
 
 Currently, the REST API client libraries are available for xref:rest-api-sdk-typescript.adoc[TypeScript] and xref:rest-api-java-sdk.adoc[Java]. These SDKs provide language-specific client libraries to call APIs from client applications.
 
+
+== Community SDKs
+You can use the following open-source, community-supported SDKs.
+
+[IMPORTANT]
+====
+* ThoughtSpot reserves the right to publish its own SDKs to replace or improve upon these community-based SDKs based on customer feedback.
+* These community SDKs may not be reviewed or updated periodically for accuracy or completeness, and are not included in ThoughtSpot product support.
+* ThoughtSpot-supported SDKs may not be backward-compatible with these community-based SDKs.
+====
+
+
+[width="100%" cols="2,4"]
+[options='header']
+|====
+|SDK/ library|Purpose
+|link:https://github.com/thoughtspot/thoughtspot_rest_api_python[thoughtspot_rest_api_python, window=_blank] |Python SDK for working with ThoughtSpot's REST APIs +
+
+**Language**: Python  +
+
+|link:https://github.com/thoughtspot/thoughtspot_tml[thoughtspot_tml, window=_blank]| Package for working with ThoughtSpot Modeling Language (TML) files programmatically +
+
+**Language**: Python  +
+|====
+
+
 == Additional resources
 
 For more information about REST APIs, use the following resources:
@@ -17,4 +43,4 @@ For more information about REST APIs, use the following resources:
 * For information about supported authentication types, see xref:authentication.adoc[REST API v2 authentication].
 * Browse through the +++<a href="{{navprefix}}/restV2-playground">REST API v2 Playground</a>+++ before you start constructing your API requests. The playground offers an interactive portal with comprehensive information about the API endpoints, request and response workflows.
 * For information about supported API endpoints, see xref:rest-api-v2-reference.adoc[REST API v2 reference].
-* For information about new and deprecated features and enhancements, see xref:_rest_api_v2_0_changelog[REST API v2 Changelog].
+* For information about new and deprecated features and enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2 Changelog].

From c3f5aad917f5e70f80e821bbab86eff6034dceb1 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sun, 12 Apr 2026 23:52:37 +0530
Subject: [PATCH 103/161] SCAL-305744 updates

---
 modules/ROOT/pages/embed-spotter.adoc | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/embed-spotter.adoc b/modules/ROOT/pages/embed-spotter.adoc
index 60b161e99..73affc7c6 100644
--- a/modules/ROOT/pages/embed-spotter.adoc
+++ b/modules/ROOT/pages/embed-spotter.adoc
@@ -14,7 +14,15 @@ To embed Spotter, you need the following access and setup:
 
 * Access to a ThoughtSpot instance with the Spotter feature. If you want a specific version of Spotter enabled, work with your ThoughtSpot administrator to enable the xref:embed-ai-analytics.adoc#_feature_status_and_availability_in_embed_mode[required features and settings] on your instance.
 * Your host application domain is added to xref:security-settings.adoc[ThoughtSpot CSP and CORS allowlists].
-* Your application project has access to the xref:api-changelog.adoc[latest version of the Visual Embed SDK].
+* Your application project has access to the xref:api-changelog.adoc[latest version of the Visual Embed SDK]. +
+
+[NOTE]
+====
+For Spotter embedding that uses cookieless authentication, use the Visual Embed SDK v1.45.0 or later with ThoughtSpot Cloud 26.2.0.cl or a later version. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`.
+
+Spotter workflows can run longer, so ensure the authentication token expiry is set to at least 10 minutes to avoid authorization errors.
+====
+
 
 == Import the SDK package
 Import the `SpotterEmbed` SDK library to your application environment:

From ee71751439ccf4f052bea7e228a2eb1a2d1fa972 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sun, 12 Apr 2026 23:52:59 +0530
Subject: [PATCH 104/161] filters article update

---
 modules/ROOT/pages/embed-pinboard.adoc   | 206 ++---------
 modules/ROOT/pages/filters_overview.adoc | 413 ++++++++++++++++++++---
 modules/ROOT/pages/whats-new.adoc        |   2 +-
 3 files changed, 388 insertions(+), 233 deletions(-)

diff --git a/modules/ROOT/pages/embed-pinboard.adoc b/modules/ROOT/pages/embed-pinboard.adoc
index 452730976..bcfa4315a 100644
--- a/modules/ROOT/pages/embed-pinboard.adoc
+++ b/modules/ROOT/pages/embed-pinboard.adoc
@@ -113,7 +113,7 @@ Parameters such as `hideLiveboardHeader`, `hideTabPanel`, `isLiveboardHeaderStic
 [.widthAuto]
 image::./images/liveboard_view_config_callouts_2.png[LiveboardViewConfig parameters]
 
-The `hideLiveboardHeader` property removes the entire header area above the Liveboard, including filters and the overall Liveboard menu, which is a common pattern for "read-only' use cases or rebuilding your own menus and buttons using xref:embed-events.adoc[HostEvents].
+The `hideLiveboardHeader` property removes the entire header area above the Liveboard, including filters and the overall Liveboard menu, which is a common pattern for "read-only" use cases or rebuilding your own menus and buttons using xref:embed-events.adoc[HostEvents].
 
 The following constructor will disable the __sticky header__, while showing the Liveboard title, which would be hidden by default:
 
@@ -216,199 +216,43 @@ You can also pin a visualization to a Liveboard tab using the **Pin** action on
 
 === Customize filters
 
-To view specific data across the tables and charts on an embedded Liveboard, users can use Liveboard filter options. You can embed a Liveboard with filters already applied or xref:runtime-filters.adoc[define runtime filters] in the Visual Embed SDK and apply filters during load time.
+To view specific data across the tables and charts on an embedded Liveboard, users can use Liveboard filter options. By default, Liveboard filters cannot be applied at load. You can either embed a Liveboard that already includes filters or use the xref:runtime-filters.adoc[runtime filters] feature in the Visual Embed SDK to apply filters during load time.
 
-Embedding application users can also apply filters across visualizations using the link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-cross[cross-filter feature, window=_blank].
-
-The Visual Embed SDK provides the following host events to trigger an action to get or update filters:
-
-* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_getfilters[`HostEvent.GetFilters`]
-* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatefilters[`HostEvent.UpdateFilters`]
-* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updateruntimefilters[`HostEvent.UpdateRuntimeFilters`]
-* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatecrossfilter[`HostEvent.UpdateCrossFilter`]
-
-==== Date filters
-
-For `DATE` and `DATE_TIME` data types, you must provide the date and time values in the Epoch time format when xref:runtime-filters.adoc#_apply_runtime_filters_on_embedded_objects[applying or updating runtime filters] via SDK or REST API.
-
-However, when updating filters using `HostEvent.UpdateFilters`, you must include the date filter `type` along with the time period to apply any rolling or fixed time windows.
-
-[NOTE]
-====
-* For `PERIOD` filters, you must include the `datePeriod` attribute in the date filter object.
-* To specify the exact date, date range, you can use the date format such as `YYYY-MM-DD`, `YYYY/MM/DD`. If using epoch format, ensure that they are specified as numbers and not as strings. For example, `[1743465599, 1754006399]`.
-====
-
-The following table lists the supported filter types and examples for each type:
-
-[width="100%" cols="3,5,8"]
-[options='header']
-|=====
-|Type| Description | Example
-
-| `YESTERDAY`  | Specify the `type` as `YESTERDAY`. a|
-[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [""],
-        type: "YESTERDAY"
-       }
-   });
-----
-| `TODAY` | Specify the `type` as `TODAY`. a|
-[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [""],
-        type: "TODAY"
-       }
-   });
-----
-| `TOMORROW` | Specify the `type` as `TOMORROW`. a|
+=== Customizing filter visibility
+To hide filters in an embedded Liveboard, you can use the following options:
 
+* Set `hideLiveboardHeader` to `true` to hide the entire header area, including filters and the Liveboard menu. You can then trigger filter interactions programmatically using host events.
++
 [source,JavaScript]
 ----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [""],
-        type: "TOMORROW"
-       }
-   });
-----
-
-|`EXACT_DATE` | Allows filtering column data to show details for the exact date, before or after the date. For example, to filter data for dates greater than `2023/07/31`, specify `2023/07/31` as value, with the filter operator as `GT`.  a| [source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "GT",
-        values: ["2023-07-31"],
-        type: "EXACT_DATE"
-       }
-   });
+const embed = new LiveboardEmbed('#embed', {
+  ... // other liveboard view config
+  hideLiveboardHeader:true,
+});
 ----
-|`EXACT_DATE_RANGE` |Specify the start date and end date in the `values` array. Ensure that the start date is lower than the end date. For example, `"2023-01-31","2023-03-31"`. a|
 
+* If the Liveboard compact header is enabled, set `hideIrrelevantChipsInLiveboardTabs` to `true` to hide filters that are not relevant to the current tab in an embedded Liveboard.
++
 [source,JavaScript]
 ----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "BW_INC",
-        values: ["2023-01-31","2023-03-31"],
-        type: "EXACT_DATE_RANGE"
-       }
-   });
-----
-
-|`LAST_N_PERIOD` |Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `SECOND`, `MINUTE`, `HOUR`, `DAY`, WEEK`, `MONTH`, `QUARTER`, and `YEAR`. For example, to filter column data by last 2 weeks, set `datePeriod` to `WEEK` and `values` to `2`.
-
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [2],
-        datePeriod: "WEEK",
-        type: "LAST_N_PERIOD"
-      }
-   });
-----
-
-|`NEXT_N_PERIOD` | Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `SECOND`, `MINUTE`, `HOUR`, `DAY`, WEEK`, `MONTH`, `QUARTER`, and `YEAR`. For example, to filter column data by next 2 months, set `datePeriod` to `MONTH` and `values` to `2`.
-
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [2],
-        datePeriod: "MONTH",
-        type: "NEXT_N_PERIOD"
-      }
-   });
-----
-
-| `THIS_PERIOD` | Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are  `SECOND`, `MINUTE`, `HOUR`, `DAY`, WEEK`, `MONTH`, `QUARTER`, and `YEAR`.
-
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [""],
-        datePeriod: "MONTH",
-        type: "THIS_PERIOD"
-      }
-   });
+const embed = new LiveboardEmbed('#embed', {
+  ... // other liveboard view config
+  isLiveboardCompactHeaderEnabled: true,
+  hideIrrelevantChipsInLiveboardTabs: true,
+});
 ----
 
-| `PERIOD_TO_DATE` |Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `WEEK`, `MONTH`, `QUARTER`, and `YEAR`.
-
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: [""],
-        datePeriod: "QUARTER",
-        type: "PERIOD_TO_DATE"
-      }
-   });
-----
-|`YEAR_ONLY` |Specify the year. For example, 2023.
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: ["2023"],
-        type: "YEAR_ONLY"
-      }
-   });
-----
+==== Updating filters
+Use the following host events in the Visual Embed SDK to update filters:
 
-| `MONTH_YEAR` |Specify the month and year in the `values` array. For example, `"July","2023"`.
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: ["July","2023"],
-        type: "MONTH_YEAR"
-      }
-   });
-----
+* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatefilters[`HostEvent.UpdateFilters`] to update Liveboard filters
+* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updateruntimefilters[`HostEvent.UpdateRuntimeFilters`] to update runtime filters
+* link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatecrossfilter[`HostEvent.UpdateCrossFilter`]
 
-|`QUARTER_YEAR` | Specify the quarter and year in the `values` array. For example, `"Q1","2023"`.
+For more information and examples, see xref:filters_overview.adoc#_updating_filters_using_host_events[Updating filters] and xref:filters_overview.adoc#_updating_date_filters[Updating date filters].
 
-a|[source,JavaScript]
-----
-liveboardEmbed.trigger(HostEvent.UpdateFilters, {
-    filter: {
-        column: "date",
-        oper: "EQ",
-        values: ["Q1","2023"],
-        type: "QUARTER_YEAR"
-      }
-   });
-----
-|=====
 
+////
 ==== Customize filter visibility in Liveboard tabs
 Filters and parameters that are not relevant to the visualizations in a tab can be hidden by default on an embedded Liveboard. This feature is disabled by default on ThoughtSpot embedded instances. To enable this feature, set `hideIrrelevantChipsInLiveboardTabs` to `true`.
 
@@ -431,6 +275,8 @@ const liveboardEmbed = new LiveboardEmbed(document.getElementById('ts-embed'), {
 });
 ----
 
+////
+
 
 ////
 
diff --git a/modules/ROOT/pages/filters_overview.adoc b/modules/ROOT/pages/filters_overview.adoc
index 1be5a5c36..30345b54f 100644
--- a/modules/ROOT/pages/filters_overview.adoc
+++ b/modules/ROOT/pages/filters_overview.adoc
@@ -6,13 +6,143 @@
 :page-pageid: filters-overview
 :page-description: ThoughtSpot has several layers of filters which have an order of precedence and different events
 
-ThoughtSpot provides multiple types of filters for various xref:intro-thoughtspot-objects.adoc[object types], which can be applied in a layered fashion.
+ThoughtSpot Embedded provides a robust filtering framework for Liveboards, Answers, visualizations, and other ThoughtSpot objects with multiple filter types and layered application logic. Filters can be configured using the Visual Embed SDK events and parameters when embedding, applied at runtime, or via UI-driven workflows.
 
+== Filter types and application layers
+The behavior of each filter type and the mechanism for setting filters can differ widely.
+There are different types of filters, which can be applied in the following order:
+
+1. xref:rls-rules.adoc[**Row-level security (RLS) Rules**] +
+Rules are defined at the table level and applied at the query generation layer to all objects derived from that table. Rules can be defined based on the logged-in user, their group memberships, or custom variables. +
+RLS rules secure data and cannot be altered by the logged-in user. +
+RLS rules can also be used, along with custom variables and the JSON Web Token (JWT) generated for the user, to implement xref:abac_rls-variables.adoc[Attribute-Based Access Control (ABAC)].
+
+2. **Data Model filters** +
+Models can have parameters, formulas, and filters. +
+Embedding application users cannot affect the formulas or filters, which are always applied, but Parameters used in a formula can be set by other methods. +
+If the user can edit the Parameter, use the runtime parameters layer to programmatically set the parameter value.
+
+3. xref:runtime-filters.adoc[Runtime filters] and xref:runtime-parameters.adoc[Runtime Parameters] +
+You can define xref:runtime-filters.adoc[runtime filters] and xref:runtime-parameters.adoc[runtime parameters] within the browser for a given object at load time. Filters and parameters can be set using the Visual Embed SDK, REST API, or URL query parameters and updated via host events in the Visual Embed SDK.
++
+[NOTE]
+====
+Runtime filters do not display as UI filter components.
+====
+
+4. link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters[Liveboard filters, window=_blank] +
+Liveboard filters apply to all visualizations on the Liveboard and are visible as UI components at the top of a Liveboard page. When a filter is clicked, a modal with filter options appropriate for the data type is displayed. +
+Liveboard users can add or modify filters as required. If you are embedding a Liveboard that includes preset filters, you can programmatically update, reset, or remove filters using the `HostEvent.UpdateFilters`.
+
+5. link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-cross[Liveboard cross filters, window=_blank] +
+Cross-filters are ad-hoc filters based on user selection. These filters are used for brushing and linking Liveboard visualizations. +
+Cross-filters are supported only on attribute columns.
+
+6. link:https://docs.thoughtspot.com/cloud/latest/filters[Search query filters, window=_blank] +
+Set via the search query string in Answers and visualizations, not visible as UI filter components on a Liveboard, but can be viewed in **Explore** or *Edit* modes. +
+The lowest layer of filters is defined as part of the search query for a given Answer or visualization on a Liveboard. +
+The link:https://docs.thoughtspot.com/cloud/latest/filters[filter terms, window=_blank] are saved as part of the `search_query` of the object, visible in TML.
+
+== Filter attributes
+When specifying a column for filtering, you must use the exact column name as defined in the model. Filters can be applied to string, number, boolean, Date, Datetime, and time data types.
+For the `DATE` and `DATE_TIME` data types, some filter types may require the date and time values to be specified in the Epoch time format.
+
+All operations include a form of `WHERE` clause being applied to the resulting queries generated by ThoughtSpot, or no query being issued if the resulting logic is always false.
+
+A data filter object in ThoughtSpot typically includes the following attributes:
+
+`column`, `columnName`, or `columnId`::
+The name of the column to filter on. For example, `item type` or `product`. The column value must match the actual column name in the ThoughtSpot model. If the model uses column aliases, use the base column name, not the alias. This attribute is defined as `col1`, `col2`, `col3` in the object URLs and REST API requests, as `columnName` in the `runtimeFilters` array in the Visual Embed SDK. The filter object for host events in the SDK allows `column` or `columnName`.
++
+If there are multiple columns with the same name, you can use the `WORKSHEET_NAME::COLUMN_NAME` format; for example, `"(Sample) Retail - Apparel::city"`.
+
+`oper` or `operator`::
+The supported operators include:
++
+[width="80%" cols="1,2,2"]
+[options='header']
+|===
+|Operator|Description|Number of Values
+
+| `EQ`
+| equals
+| 1
+
+| `NE`
+| not equal to
+| 1
+
+| `LT`
+| less than
+| 1
+
+| `LE`
+| less than or equal to
+| 1
+
+| `GT`
+| greater than
+| 1
+
+| `GE`
+| greater than or equal to
+| 1
+
+| `CONTAINS`
+| contains
+| 2
+
+| `BEGINS_WITH`
+| begins with
+| 1
+
+| `ENDS_WITH`
+| ends with
+| 1
+
+| `BW_INC_MAX`
+| between inclusive of the higher value
+| 2
+
+| `BW_INC_MIN`
+| between inclusive of the lower value
+| 2
+
+| `BW_INC`
+| between inclusive
+| 2
+
+| `BW`
+| between non-inclusive
+| 2
+
+|`IN`
+|is included in this list of values
+|multiple
+|`NOT_IN`
+|is not included in this list of values
+|multiple
+|===
+
+values::
+An array of one or more values to filter by. The values must match the data type of the column.
+
+type::
+Specifies the type for date filters. Supported types include `YESTERDAY`, `TODAY`, `TOMORROW`, `EXACT_DATE`, `EXACT_DATE_RANGE`, `LAST_N_PERIOD`, `NEXT_N_PERIOD`, `THIS_PERIOD`, `PERIOD_TO_DATE`, `YEAR_ONLY`, `MONTH_YEAR`, and `QUARTER_YEAR`.
+
+[NOTE]
+====
+* To specify the exact date or date range, you can use the date format such as `YYYY-MM-DD`, `YYYY/MM/DD`. If using epoch format, ensure that they are specified as numbers and not as strings. For example, `[1743465599, 1754006399]`.
+* For `PERIOD` filters, you must include the `datePeriod` attribute in the date filter object.
+* For rolling date filters with **Last <N> <Period>** and **Next <N> <Period>**, you can specify whether to include or exclude the current period.
+====
+
+////
 == Order of filter layers
 The behavior of each filter type and the mechanism for setting filters can differ widely.
 There are different types of filters, which can be applied in the following order:
 
-1. xref:rls-rules.adoc[Row-level security (RLS) Rules] +
+1. xref:rls-rules.adoc[Row-level security (RLS) Rules]+
 Tied to the logged-in user and their group memberships. Completely secure and cannot be altered by the logged-in user.
 2. xref:abac-user-parameters.adoc[Attribute-Based Access Control (ABAC) filter rules] +
 Filters and Parameter rules applied on a Modeland assigned to a token.
@@ -26,60 +156,42 @@ Filters used for brushing and linking Liveboard visualizations
 Set via the search query string, not visible as UI filter components on a Liveboard, but can be viewed in **Explore** or *Edit* modes.
 
 All types of filters result in some form of `WHERE` clause being applied to the resulting queries generated by ThoughtSpot, or no query being issued if the resulting logic is always false.
+////
 
 
-== RLS Rules
-xref:rls-rules.adoc[RLS rules] are defined at the ThoughtSpot Table object level.
-
-Once in place, they always apply within the query generation layer. 
-
-Multiple RLS Rules are appended to the query via `OR` logic, rather than `AND`.
-
+////
 == ABAC filter rules
 Filters and parameter values defined via xref:abac-user-parameters.adoc[ABAC token] that apply at the data model layer are locked-in and always apply until changed or removed by a new token request.
 
 The ABAC filter rules and runtime filters are converted into SQL with the same logic:
- 
+
 
 1. clauses are appended via `AND`
 2. filters are applied to exact matching Model Column names
 
 Any data restrictions resulting from filter rules will be seen in the visible filter UI of the Liveboard filters and `search_query` filters layers, but there is no visible filter UI directly related to these filtering layers.
+////
 
-=== Data Model filters
-Models can have Parameters, formulas, and filters.
-
-End users cannot affect the formulas or filters, which are always applied, but any Parameters that are used in a formula can be set by these other methods.
-
-To create an adjustable formula-filter that is secure, use the ABAC filtering layer to set the value of the parameter programmatically.
+== Applying filters before and after load
 
-If the user can edit the Parameter, use the runtime Parameters layer to set the Parameter value.
+* xref:runtime-filters.adoc[Runtime filters] can be applied at load via Visual Embed SDK, REST API, or URL parameters.
+* Liveboard filters cannot be applied at load. However, they can be updated using `HostEvent.UpdateFilters` in the SDK.
+* Search query filters can be applied at load by specifying them in the initial search query when embedding an Answer or Spotter session. For example, in Spotter embed, you can use the `searchQuery` property to set a pre-defined search (including filters) at load.
++
+When you view an Answer or visualization in *Edit* mode, the filter UI for search query filters appears above the chart or table. These filters are not shown on a Liveboard. If a Liveboard filter is applied to the same column as a search query filter, the Liveboard filter will override the search query filter values.
 
-== Runtime filters and Parameters
-You can define xref:runtime-filters.adoc[runtime filters] and xref:runtime-parameters.adoc[runtime parameters] within the browser for a given object at load time.
-
-Filters and parameters set for ABAC token cannot be overridden by setting runtime filters or Parameters in the browser.
-
-== Liveboard filters
-link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters[Liveboard filters, window=_blank] display at the top of a Liveboard. When clicked, a modal filtering dialog appears with filter options appropriate for the data type.
-
-The author of a Liveboard can set default values for Liveboard filters and other options on each filter when editing the Liveboard.
+=== Cross filters
+Liveboard users can apply filters across all visualizations based on the current selection using the *Filter* menu option from the contextual menu. For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-cross[Liveboard cross filter, window=_blank].
 
-The entire header where the Liveboard filters display link:https://developers.thoughtspot.com/docs/Interface_LiveboardViewConfig#_hideliveboardheader[can be hidden] and then their interaction triggered via events:
+If the column already has a Liveboard filter and the user applies cross filters, the cross filter replaces the values in the currently applied Liveboard filter. If there is no Liveboard filter applied to a column and the user applies a cross filter, a new filter chip with cross filter values is displayed in the header area. This filter chip is removed when the cross filter is cleared.
 
-[source,JavaScript]
-----
-const embed = new LiveboardEmbed('#embed', {
-  ... // other liveboard view config
-  hideLiveboardHeader:true,
-});
-----
+Whenever any user action affects a cross filter, a link:https://developers.thoughtspot.com/docs/Enumeration_EmbedEvent#_crossfilterchanged[EmbedEvent.CrossFilterChanged] fires, which can then be used to trigger a specific action.
 
-=== Events
+== Updating filters using host events
 There is no programmatic way to adjust the filter values before loading the Liveboard, but there are events that can adjust the values after the Liveboard is rendered.
 
 === OpenFilter event
-If you have hidden the Liveboard header, you can trigger the opening of the filter modal dialog by using the link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_openfilter[HostEvent.OpenFilter]:
+If you have hidden the Liveboard header, you can trigger the action of opening a filter modal dialog using link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_openfilter[HostEvent.OpenFilter]:
 
 [source,JavaScript]
 ----
@@ -102,7 +214,7 @@ liveboardEmbed.trigger(HostEvent.UpdateFilters, {
    });
 ----
 
-The Liveboard filter exists already on the Liveboard for the `HostEvent.UpdateFilters` to work.
+The Liveboard filter must already exist on the Liveboard for `HostEvent.UpdateFilters` to work.
 
 For more information and examples, see xref:embed-pinboard.adoc#_filters[Liveboard filters].
 
@@ -127,14 +239,6 @@ You can also listen for the user's interactions with the filters using the link:
 
 There is an equivalent EmbedEvent for Parameters called link:https://developers.thoughtspot.com/docs/Enumeration_EmbedEvent#_parameterchanged[EmbedEvent.ParameterChanged].
 
-== Liveboard cross filters
-Liveboard users can apply filters across all visualizations based on the current selection using the *Filter* menu option from the contextual menu. For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-cross[Liveboard cross filter, window=_blank].
-
-If the column already has a Liveboard filter and the user applies cross filters, the cross filter replaces the values in the currently applied Liveboard filter. If there is no Liveboard filter applied to a column and user applies a cross filter, a new filter chip with cross filter values is displayed in the header area. This filter chip is removed when the cross filter is cleared.
-
-=== CrossFilterChanged event
-Whenever any user action affects a cross filter, a link:https://developers.thoughtspot.com/docs/Enumeration_EmbedEvent#_crossfilterchanged[EmbedEvent.CrossFilterChanged] fires, which can be listened to for register details about the action that happened.
-
 === UpdateCrossFilter event
 You can programmatically trigger an action to update a cross filter using link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatecrossfilter[HostEvent.UpdateCrossFilter]:
 
@@ -149,19 +253,224 @@ liveboardEmbed.trigger(HostEvent.UpdateCrossFilter, {
 });
 ----
 
-== Search query filters
+== Updating date filters
+To update date filters in an embedded Liveboard, visualization, or saved answer, use `HostEvent.UpdateFilters`.
 
-The lowest layer of filters is defined as part of the search query for a given Answer or visualization on a Liveboard.
+When updating filters using `HostEvent.UpdateFilters`, you must include the date filter `type` along with the time period to apply a rolling or fixed time windows.
 
-The link:https://docs.thoughtspot.com/cloud/latest/filters[filter terms, window=_blank] are saved as part of the `search_query` of the object, visible in TML.
+[NOTE]
+====
+* For `PERIOD` filters, you must include the `datePeriod` attribute in the date filter object.
+* To specify the exact date or date range, you can use the date format such as `YYYY-MM-DD`, `YYYY/MM/DD`. If using epoch format, ensure that they are specified as numbers and not as strings. For example, `[1743465599, 1754006399]`.
+====
+
+The following table lists the supported filter types and examples for each type:
+
+[width="100%" cols="3,5,8"]
+[options='header']
+|=====
+|Type| Description | Example
+
+| `YESTERDAY`  | Specify the `type` as `YESTERDAY`. a|
+[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [""],
+        type: "YESTERDAY"
+       }
+   });
+----
+| `TODAY` | Specify the `type` as `TODAY`. a|
+[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [""],
+        type: "TODAY"
+       }
+   });
+----
+| `TOMORROW` | Specify the `type` as `TOMORROW`. a|
+
+[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [""],
+        type: "TOMORROW"
+       }
+   });
+----
+
+|`EXACT_DATE` | Allows filtering column data to show details for the exact date, before or after the date. For example, to filter data for dates greater than `2023/07/31`, specify `2023/07/31` as value, with the filter operator as `GT`.  a| [source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "GT",
+        values: ["2023-07-31"],
+        type: "EXACT_DATE"
+       }
+   });
+----
+|`EXACT_DATE_RANGE` |Specify the start date and end date in the `values` array. Ensure that the start date is lower than the end date. For example, `"2023-01-31","2023-03-31"`. a|
+
+[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "BW_INC",
+        values: ["2023-01-31","2023-03-31"],
+        type: "EXACT_DATE_RANGE"
+       }
+   });
+----
+
+|`LAST_N_PERIOD` |Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `SECOND`, `MINUTE`, `HOUR`, `DAY`, `WEEK`, `MONTH`, `QUARTER`, and `YEAR`. For example, to filter column data by last 2 weeks, set `datePeriod` to `WEEK` and `values` to `2`.
+
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [2],
+        datePeriod: "WEEK",
+        type: "LAST_N_PERIOD",
+        includeCurrentPeriod: true,
+      }
+   });
+----
+
+|`NEXT_N_PERIOD` | Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `SECOND`, `MINUTE`, `HOUR`, `DAY`, `WEEK`, `MONTH`, `QUARTER`, and `YEAR`. For example, to filter column data by next 2 months, set `datePeriod` to `MONTH` and `values` to `2`.
+
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [2],
+        datePeriod: "MONTH",
+        type: "NEXT_N_PERIOD",
+        includeCurrentPeriod: false,
+      }
+   });
+----
+
+| `THIS_PERIOD` | Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `SECOND`, `MINUTE`, `HOUR`, `DAY`, `WEEK`, `MONTH`, `QUARTER`, and `YEAR`.
+
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [""],
+        datePeriod: "MONTH",
+        type: "THIS_PERIOD"
+      }
+   });
+----
+
+| `PERIOD_TO_DATE` |Specify the period. You must include the `datePeriod` attribute based on the time period specified in the filter object. Valid values for `datePeriod` are `WEEK`, `MONTH`, `QUARTER`, and `YEAR`.
+
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: [""],
+        datePeriod: "QUARTER",
+        type: "PERIOD_TO_DATE"
+      }
+   });
+----
+|`YEAR_ONLY` |Specify the year. For example, 2023.
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: ["2023"],
+        type: "YEAR_ONLY"
+      }
+   });
+----
+
+| `MONTH_YEAR` |Specify the month and year in the `values` array. For example, `"July","2023"`.
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: ["July","2023"],
+        type: "MONTH_YEAR"
+      }
+   });
+----
+
+|`QUARTER_YEAR` | Specify the quarter and year in the `values` array. For example, `"Q1","2023"`.
+
+a|[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filter: {
+        column: "date",
+        oper: "EQ",
+        values: ["Q1","2023"],
+        type: "QUARTER_YEAR"
+      }
+   });
+----
+|=====
+
+== Updating runtime filters
+
+For information about runtime filters update, see xref:runtime-filters.adoc#_adjust_runtime_filters_using_sdk_events[Runtime filters documentation].
+
+== Removing filters
+To remove a specific filter, pass the empty values array, as shown in the following examples:
+
+*Runtime filters*
+[source,JavaScript]
+----
+liveboardEmbed.trigger(HostEvent.UpdateRuntimeFilters, [{
+    columnName: "item type",
+    operator: RuntimeFilterOp.EQ,
+    values: [" "] // replace the values
+}]);
+----
+
+*Liveboard filters*
+
+----
+liveboardEmbed.trigger(HostEvent.UpdateFilters, {
+    filters: [{
+        column: "state",
+        oper: "EQ",
+        values: [" "] // sets empty values
+       }]
+   });
+----
 
-When viewing an Answer or a visualization in the *Edit* mode, you will see the filter UI for `search_query` filters above the chart or table. These filters are not visible on a Liveboard.
+Setting empty values via `HostEvent.UpdateFilters` removes only the values applied to the filter and it doesn't remove or hide the filter chip from the Liveboard.
 
-=== Liveboard filters override search query filters
 
-When viewing a visualization on a Liveboard, any Liveboard filter on the same column as a `search_query`  filter will fully override the values.
 
+////
 === Events
-There is no specific event to update `search_query filters` in the `SearchEmbed` component or the  Liveboard edit mode.
+There is no specific event to update `search_query filters` in the `SearchEmbed` component or the Liveboard edit mode.
 
 You can set your app to listen to link:https://developers.thoughtspot.com/docs/Enumeration_EmbedEvent#_querychanged[EmbedEvent.QueryChanged] and trigger the link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_gettml[HostEvent.GetTML] event to get a new TML generated for the `search_query` string after an update.
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index b2656886e..0d6c259ee 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -45,7 +45,7 @@ Centralized filter modal::
 Liveboard users can modify multiple filters and parameters in a single session using the centralized filter modal. This is an early access feature and disabled by default on ThoughtSpot embedded instances. To enable this feature on embedded Liveboards, set the `isCentralizedLiveboardFilterUXEnabled` to `true`.
 
 Current period inclusion in rolling date filters::
-The rolling date filters in embedded Liveboards support including current period in **Last <N> <Period>** and **Next <N> <Period>**. Developers can disable, show, or hide this option using `isThisPeriodInDateFiltersEnabled` or `Action.IncludeCurrentPeriod`.
+The rolling date filters with the **Last <N> <Period>** and **Next <N> <Period>** filter types support including current period. Developers can disable, show, or hide this option using `isThisPeriodInDateFiltersEnabled` or `Action.IncludeCurrentPeriod`.
 
 Liveboard PNG export::
 The PNG export workflow in the `/api/rest/2.0/report/liveboard` REST API is enhanced to provide high-resolution PNG files. The legacy PNG workflow is deprecated in 26.4.0.cl. For more information about breaking changes and deprecation guidelines, see xref:deprecated-features.adoc[Deprecation announcements]. For information about the new PNG download workflow, see xref:data-report-v2-api.adoc#_liveboard_report_api[Liveboard report API documentation].

From 3da01673a050bfe7d689bb8312dc6aff47a5a8a2 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 08:00:09 +0530
Subject: [PATCH 105/161] edits

---
 modules/ROOT/pages/embed-spotter.adoc    |  5 ++---
 modules/ROOT/pages/filters_overview.adoc | 28 ++++++++++--------------
 2 files changed, 13 insertions(+), 20 deletions(-)

diff --git a/modules/ROOT/pages/embed-spotter.adoc b/modules/ROOT/pages/embed-spotter.adoc
index 73affc7c6..ac233a553 100644
--- a/modules/ROOT/pages/embed-spotter.adoc
+++ b/modules/ROOT/pages/embed-spotter.adoc
@@ -18,9 +18,8 @@ To embed Spotter, you need the following access and setup:
 
 [NOTE]
 ====
-For Spotter embedding that uses cookieless authentication, use the Visual Embed SDK v1.45.0 or later with ThoughtSpot Cloud 26.2.0.cl or a later version. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`.
-
-Spotter workflows can run longer, so ensure the authentication token expiry is set to at least 10 minutes to avoid authorization errors.
+For Spotter embedding that uses cookieless authentication, use the Visual Embed SDK v1.45.0 or later with ThoughtSpot Cloud 26.2.0.cl or a later version. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`. +
+Spotter workflows can run longer, so set the authentication token expiry to at least 10 minutes to avoid authorization errors.
 ====
 
 
diff --git a/modules/ROOT/pages/filters_overview.adoc b/modules/ROOT/pages/filters_overview.adoc
index 4c1ae9a19..42ab9c701 100644
--- a/modules/ROOT/pages/filters_overview.adoc
+++ b/modules/ROOT/pages/filters_overview.adoc
@@ -13,14 +13,14 @@ The behavior of each filter type and the mechanism for setting filters can diffe
 There are different types of filters, which can be applied in the following order:
 
 1. xref:rls-rules.adoc[**Row-level security (RLS) Rules**] +
-Rules are defined at the table level and applied at the query generation layer to all objects derived from that table. Rules can be defined based on the logged-in user, their group memberships, or custom variables. +
+Rules are defined at the table level and applied during query generation to all objects derived from that table. Rules can be defined based on the logged-in user, their group memberships, or custom variables. +
 RLS rules secure data and cannot be altered by the logged-in user. +
 RLS rules can also be used, along with custom variables and the JSON Web Token (JWT) generated for the user, to implement xref:abac_rls-variables.adoc[Attribute-Based Access Control (ABAC)].
 
 2. **Data Model filters** +
 Models can have parameters, formulas, and filters. +
 Embedding application users cannot affect the formulas or filters, which are always applied, but Parameters used in a formula can be set by other methods. +
-If the user can edit the Parameter, use the runtime parameters layer to programmatically set the parameter value.
+If the user can edit the parameter, use the runtime parameters layer to programmatically set its value.
 
 3. xref:runtime-filters.adoc[Runtime filters] and xref:runtime-parameters.adoc[Runtime Parameters] +
 You can define xref:runtime-filters.adoc[runtime filters] and xref:runtime-parameters.adoc[runtime parameters] within the browser for a given object at load time. Filters and parameters can be set using the Visual Embed SDK, REST API, or URL query parameters and updated via host events in the Visual Embed SDK.
@@ -32,22 +32,22 @@ Runtime filters do not display as UI filter components.
 
 4. link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters[Liveboard filters, window=_blank] +
 Liveboard filters apply to all visualizations on the Liveboard and are visible as UI components at the top of a Liveboard page. When a filter is clicked, a modal with filter options appropriate for the data type is displayed. +
-Liveboard users can add or modify filters as required. If you are embedding a Liveboard that includes preset filters, you can programmatically update, reset, or remove filters using the `HostEvent.UpdateFilters`.
+Liveboard users can add or modify filters as needed. If you are embedding a Liveboard that includes preset filters, you can programmatically update, reset, or remove filters using the `HostEvent.UpdateFilters`.
 
 5. link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-cross[Liveboard cross filters, window=_blank] +
-Cross-filters are ad-hoc filters based on user selection. These filters are used for brushing and linking Liveboard visualizations. +
-Cross-filters are supported only on attribute columns.
+Cross filters are ad-hoc filters based on user selection. These filters are used for brushing and linking Liveboard visualizations. +
+Cross filters are supported only on attribute columns.
 
 6. link:https://docs.thoughtspot.com/cloud/latest/filters[Search query filters, window=_blank] +
 Set via the search query string in Answers and visualizations, not visible as UI filter components on a Liveboard, but can be viewed in **Explore** or *Edit* modes. +
-The lowest layer of filters is defined as part of the search query for a given Answer or visualization on a Liveboard. +
+The lowest layer of filters is defined in the search query for a given Answer or visualization on a Liveboard. +
 The link:https://docs.thoughtspot.com/cloud/latest/filters[filter terms, window=_blank] are saved as part of the `search_query` of the object, visible in TML.
 
 == Filter attributes
 When specifying a column for filtering, you must use the exact column name as defined in the model. Filters can be applied to string, number, boolean, Date, Datetime, and time data types.
 For the `DATE` and `DATE_TIME` data types, some filter types may require the date and time values to be specified in the Epoch time format.
 
-All operations include a form of `WHERE` clause being applied to the resulting queries generated by ThoughtSpot, or no query being issued if the resulting logic is always false.
+All operations result in a `WHERE` clause being applied to the queries generated by ThoughtSpot, or no query being issued if the logic is always false.
 
 A data filter object in ThoughtSpot typically includes the following attributes:
 
@@ -200,7 +200,7 @@ LiveboardEmbed.trigger(HostEvent.OpenFilter,
 ----
 
 === UpdateFilters event
-The link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatefilters[HostEvent.UpdateFilters] directly updates the values of the target Liveboard filter:
+The link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_updatefilters[HostEvent.UpdateFilters] directly updates the values of the target of an existing filter that's currently applied on a Liveboard:
 
 [source,JavaScript]
 ----
@@ -214,22 +214,17 @@ liveboardEmbed.trigger(HostEvent.UpdateFilters, {
    });
 ----
 
-The Liveboard filter must already exist on the Liveboard for `HostEvent.UpdateFilters` to work.
-
-For more information and examples, see xref:embed-pinboard.adoc#_filters[Liveboard filters].
-
 === GetFilters and GetParameters events
 If you want to build your own filter UI within the embedding app, you can find out details of the Liveboard and runtime filters that are defined using the link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_getfilters[HostEvent.GetFilters]. There is an equivalent link:https://developers.thoughtspot.com/docs/Enumeration_HostEvent#_getparameters[HostEvent.GetParameters] to get the currently set Parameter values:
 
 [source,JavaScript]
 ----
 const data = await liveboardEmbed.trigger(HostEvent.GetFilters);
-    console.log('data', data);
+console.log('data', data);
 
 liveboardEmbed.trigger(HostEvent.GetParameters).then((parameter) => {
- console.log('parameters', parameter);
+    console.log('parameters', parameter);
 });
-
 ----
 
 Note that `HostEvent.GetFilters` and `HostEvent.GetParameters` return a promise directly rather than taking a callback function as their second argument.
@@ -465,8 +460,7 @@ liveboardEmbed.trigger(HostEvent.UpdateFilters, {
    });
 ----
 
-Setting empty values via `HostEvent.UpdateFilters` removes only the values applied to the filter and it doesn't remove or hide the filter chip from the Liveboard.
-
+Setting empty values via `HostEvent.UpdateFilters` removes only the filter values; it does not remove or hide the filter chips from the Liveboard.
 
 
 ////

From 4a0ff62e28215b6c35e1a84fcd377d6b1b09645b Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 08:07:53 +0530
Subject: [PATCH 106/161] edits

---
 modules/ROOT/pages/embed-spotter.adoc | 1 -
 1 file changed, 1 deletion(-)

diff --git a/modules/ROOT/pages/embed-spotter.adoc b/modules/ROOT/pages/embed-spotter.adoc
index ac233a553..0ab813019 100644
--- a/modules/ROOT/pages/embed-spotter.adoc
+++ b/modules/ROOT/pages/embed-spotter.adoc
@@ -22,7 +22,6 @@ For Spotter embedding that uses cookieless authentication, use the Visual Embed
 Spotter workflows can run longer, so set the authentication token expiry to at least 10 minutes to avoid authorization errors.
 ====
 
-
 == Import the SDK package
 Import the `SpotterEmbed` SDK library to your application environment:
 

From 7ed39c6f3c3935db950216436d49e11cdbcbad3d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 08:11:22 +0530
Subject: [PATCH 107/161] version drop-down update

---
 src/configs/doc-configs.js | 21 +++++++--------------
 1 file changed, 7 insertions(+), 14 deletions(-)

diff --git a/src/configs/doc-configs.js b/src/configs/doc-configs.js
index fd19eddc3..d0db4df1d 100644
--- a/src/configs/doc-configs.js
+++ b/src/configs/doc-configs.js
@@ -47,17 +47,17 @@ module.exports = {
         DEV: 'dev',
     },
     VERSION_DROPDOWN: [
-	    {
-            label: '26.3.0.cl',
-            link: ' ',
-            subLabel: 'Cloud (Latest)',
-            iframeUrl: 'https://developer-docs-26-3-0-cl.vercel.app/docs/',
-        },
 	    {
             label: '26.4.0.cl',
             link: '26.4.0.cl',
-            subLabel: 'Coming soon',
+            subLabel: 'Cloud (Latest)',
             iframeUrl: 'https://developer-docs-26-4-0-cl.vercel.app/docs/',
+        },
+	    {
+            label: '26.3.0.cl',
+            link: '26.3.0.cl',
+            subLabel: 'Cloud',
+            iframeUrl: 'https://developer-docs-26-3-0-cl.vercel.app/docs/',
         },
         {
             label: '26.2.0.cl',
@@ -65,19 +65,12 @@ module.exports = {
             subLabel: 'Cloud',
             iframeUrl: 'https://developer-docs-26-2-0-cl.vercel.app/docs/',
         },
-
         {
             label: '10.15.0.cl',
             link: '10.15.0.cl',
             subLabel: 'Cloud',
             iframeUrl: 'https://developer-docs-10-15-0-cl.vercel.app/docs/',
         },
-        {
-            label: '10.14.0.cl',
-            link: '10.14.0.cl',
-            subLabel: 'Cloud',
-            iframeUrl: 'https://developer-docs-10-14-0-cl.vercel.app/docs/',
-        },
         {
             label: '10.10.0.sw',
             link: '10.10.0.sw',

From 892b1893975895cbf2f6598e435d03d84ae6b3d2 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 08:32:38 +0530
Subject: [PATCH 108/161] version edit"

"
---
 src/configs/doc-configs.js | 30 ------------------------------
 1 file changed, 30 deletions(-)

diff --git a/src/configs/doc-configs.js b/src/configs/doc-configs.js
index d0db4df1d..2db617077 100644
--- a/src/configs/doc-configs.js
+++ b/src/configs/doc-configs.js
@@ -53,36 +53,6 @@ module.exports = {
             subLabel: 'Cloud (Latest)',
             iframeUrl: 'https://developer-docs-26-4-0-cl.vercel.app/docs/',
         },
-	    {
-            label: '26.3.0.cl',
-            link: '26.3.0.cl',
-            subLabel: 'Cloud',
-            iframeUrl: 'https://developer-docs-26-3-0-cl.vercel.app/docs/',
-        },
-        {
-            label: '26.2.0.cl',
-            link: '26.2.0.cl',
-            subLabel: 'Cloud',
-            iframeUrl: 'https://developer-docs-26-2-0-cl.vercel.app/docs/',
-        },
-        {
-            label: '10.15.0.cl',
-            link: '10.15.0.cl',
-            subLabel: 'Cloud',
-            iframeUrl: 'https://developer-docs-10-15-0-cl.vercel.app/docs/',
-        },
-        {
-            label: '10.10.0.sw',
-            link: '10.10.0.sw',
-            subLabel: 'Software (Latest)',
-            iframeUrl: 'https://visual-embed-sdk-10-10.vercel.app/docs/',
-        },
-        {
-            label: '10.1.0.sw',
-            link: '10.1.0.sw',
-            subLabel: 'Software',
-            iframeUrl: 'https://visual-embed-sdk-10-1.vercel.app/docs/',
-        },
     ],
     CUSTOM_PAGE_ID: {
         API_PLAYGROUND: 'restV2-playground',

From 6e9ef7814013f61cd18dbf8a050f1224a409ea75 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 08:34:20 +0530
Subject: [PATCH 109/161] Spotter note

---
 modules/ROOT/pages/embed-spotter.adoc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/embed-spotter.adoc b/modules/ROOT/pages/embed-spotter.adoc
index 0ab813019..506a04e32 100644
--- a/modules/ROOT/pages/embed-spotter.adoc
+++ b/modules/ROOT/pages/embed-spotter.adoc
@@ -18,8 +18,9 @@ To embed Spotter, you need the following access and setup:
 
 [NOTE]
 ====
-For Spotter embedding that uses cookieless authentication, use the Visual Embed SDK v1.45.0 or later with ThoughtSpot Cloud 26.2.0.cl or a later version. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`. +
-Spotter workflows can run longer, so set the authentication token expiry to at least 10 minutes to avoid authorization errors.
+For Spotter embedding that uses cookieless authentication, use the Visual Embed SDK v1.45.0 or later with ThoughtSpot Cloud 26.2.0.cl or a later version. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`.
+
+Spotter workflows can run longer, so we recommend setting the authentication token expiry to at least 10 minutes to avoid authorization errors.
 ====
 
 == Import the SDK package

From 9650466e138a9c579ecc0f39883eaf2ee9917a4c Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 08:48:20 +0530
Subject: [PATCH 110/161] heading update

---
 modules/ROOT/pages/embed-pinboard.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/embed-pinboard.adoc b/modules/ROOT/pages/embed-pinboard.adoc
index bcfa4315a..eaae64319 100644
--- a/modules/ROOT/pages/embed-pinboard.adoc
+++ b/modules/ROOT/pages/embed-pinboard.adoc
@@ -218,7 +218,7 @@ You can also pin a visualization to a Liveboard tab using the **Pin** action on
 
 To view specific data across the tables and charts on an embedded Liveboard, users can use Liveboard filter options. By default, Liveboard filters cannot be applied at load. You can either embed a Liveboard that already includes filters or use the xref:runtime-filters.adoc[runtime filters] feature in the Visual Embed SDK to apply filters during load time.
 
-=== Customizing filter visibility
+==== Customizing filter visibility
 To hide filters in an embedded Liveboard, you can use the following options:
 
 * Set `hideLiveboardHeader` to `true` to hide the entire header area, including filters and the Liveboard menu. You can then trigger filter interactions programmatically using host events.

From 3352e9036b616e194fb530b31ce32e2b07a3a778 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 10:07:23 +0530
Subject: [PATCH 111/161] example fix

---
 modules/ROOT/pages/filters_overview.adoc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/filters_overview.adoc b/modules/ROOT/pages/filters_overview.adoc
index 42ab9c701..4eefefdfe 100644
--- a/modules/ROOT/pages/filters_overview.adoc
+++ b/modules/ROOT/pages/filters_overview.adoc
@@ -444,18 +444,19 @@ To remove a specific filter, pass the empty values array, as shown in the follow
 liveboardEmbed.trigger(HostEvent.UpdateRuntimeFilters, [{
     columnName: "item type",
     operator: RuntimeFilterOp.EQ,
-    values: [" "] // replace the values
+    values: [] // set an empty array to clear runtime filters
 }]);
 ----
 
 *Liveboard filters*
 
+[source,JavaScript]
 ----
 liveboardEmbed.trigger(HostEvent.UpdateFilters, {
     filters: [{
         column: "state",
         oper: "EQ",
-        values: [" "] // sets empty values
+        values: [] // set an empty array to clear filters
        }]
    });
 ----

From 97880a354220bca38a8c172e064e685c89b57415 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 13 Apr 2026 23:16:25 +0530
Subject: [PATCH 112/161] edits

---
 modules/ROOT/pages/mcp-integration.adoc       | 271 +++++++++++++++++-
 .../pages/mcp-server-client-connection.adoc   |   2 +
 modules/ROOT/pages/whats-new.adoc             |   6 +
 3 files changed, 278 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index 19a630b1f..ed8aaa73e 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -16,7 +16,7 @@ When integrated, the MCP Server equips your AI agent/LLM with the following capa
 * Automatic discovery of ThoughtSpot MCP tools
 * Natural language queries and responses
 * Programmatic creation of Liveboards and visualizations
-* Generating embeddable visualizations for custom chatbot workflows
+* Generating embeddable visualizations
 
 === Supported use cases
 
@@ -34,6 +34,156 @@ Your integration choice depends on where the conversational UI is presented to t
 
 Regardless of the integration mode, you can leverage ThoughtSpot’s semantic layer, data context, object-level, row-level, and column-level security to ensure trusted, governed analytics for your users.
 
+=== MCP Server versions
+ThoughtSpot MCP Server is currently available in two versions with different MCP tools and integration capabilities. For a side-by-side comparison of the current and new ThoughtSpot MCP Server versions, refer to the following table:
+
+[cols="2, 2,2", options="header"]
+|===
+||Legacy MCP Server |New MCP Server
+|Functionality
+|* Limited capabilities for complex analysis and context integration.
+* Does not support Spotter 3 capabilities
+a|
+* Supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank] with advanced analytics, forecasting, and deep research capabilities.
+* Supports asynchronous streaming, session-based conversations and context integration.
+* The new version uses a different MCP Server URL and supports new MCP tools.
+
+For information about the MCP tools and URLs, see the following sections.
+
+|Recommended for
+|Maintaining existing integrations only.
+|All new integrations
+
+|Integration pattern and session model
+|Synchronous and stateless integration pattern. +
+Each tool call is independent. +
+handles each question with a single call and returns the full response at once.
+
+|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications.
+
+|Embedded visualizations in (MCP Apps)
+|Not supported in turnkey platforms; requires additional development work in custom apps.
+|Supports direct embedding of charts in supported MCP clients and custom apps.  Every answer includes an `iframe_url` that renders as an interactive ThoughtSpot visualization directly inside the conversation.
+|===
+
+[IMPORTANT]
+====
+The legacy MCP Server will be deprecated in an upcoming version. Existing integrations with the legacy MCP Server URL and tools will continue to work until further notice. For new integrations or if you want to integrate MCP Server with Spotter 3 capabilities for advanced analytics, forecasting, or deep research, ThoughtSpot recommends switching to the new version of MCP server.
+====
+
+=== Using new MCP Server
+With the new MCP server, your application users will receive smarter, more reasoned answers with inline charts from their chat sessions.
+
+If you are an administrator
+IT admins / platform owners — Update the MCP client configuration to point to the new URL. Authentication, hosting, and account setup remain unchanged.
+Developers with existing integrations — Your current integration continues to work at the legacy URL until it is deprecated. To migrate, update the MCP client URL and rewrite tool-calling logic to use the new asynchronous/polling model and updated tool names.
+Developers building new integrations — Use the new MCP Server version and tools from the start. Do not implement the legacy tools in new projects.
+
+
+ What's New / Release Notes Blurb
+New MCP Server Version: Spotter 3 Integration and Enhanced Analytics
+
+ThoughtSpot MCP Server now supports a new version powered by the Spotter 3 engine, bringing advanced analytics including "why" questions, forecasting, and multi-step deep research. Additional capabilities include real-time response streaming, session-based follow-up conversations, and inline chart visualizations within MCP-aware clients such as Claude.
+
+What this means for you:
+
+End users — Receive smarter, more reasoned answers with inline charts. No workflow changes required.
+IT admins / platform owners — Update the MCP client configuration to point to the new URL. Authentication, hosting, and account setup remain unchanged.
+Developers with existing integrations — Your current integration continues to work at the legacy URL until it is deprecated. To migrate, update the MCP client URL and rewrite tool-calling logic to use the new asynchronous/polling model and updated tool names.
+Developers building new integrations — Use the new MCP Server version and tools from the start. Do not implement the legacy tools in new projects.
+
+
+
+|Migration path per tool
+a|
+[cols="1,1", options="header"]
+!===
+! Current Tool ! New Tool
+! `ping` ! `check_system_readiness`
+! `getDataSourceSuggestions` ! `data_source_id` param on `create_analysis_session`
+! `getRelevantQuestions` ! `send_session_message` + `get_session_updates` loop
+! `getAnswer` ! `get_session_updates` loop
+! `createLiveboard` ! `create_dashboard`
+!===
+|N/A
+|===
+
+[NOTE]
+====
+*Important:* The unversioned OAuth URL (`https://agent.thoughtspot.app/mcp`) currently
+points to the current-version tools but will be migrated to the new version at a future date.
+*Pin `?api-version` in production environments* to avoid unintended behavior changes when
+this migration occurs. See xref:connect-mcp-server-to-clients.adoc[Connect MCP Server to Clients]
+for full versioning guidance.
+====
+
+
+
+=== MCP Server URLs
+
+
+
+
+==== OAuth Apps
+
+|===
+|*URL*|*Behavior*
+
+|https://agent.thoughtspot.app/mcp|Still points to “old” MCP tools for now (*Note:* Once I migrate current customers to the new tools, we will update to the new MCP tools and this will need to be updated)
+|https://agent.thoughtspot.app/mcp?api-version=YYYY-MM-DD|New version parameter introduced. Points to the version released on or before the specified date.
+|===
+==== Bearer Token Apps
+
+|===
+|*URL*|*Behavior*
+
+|https://agent.thoughtspot.app/token/mcp|New URL is introduced for bearer token apps. This will always point to the *latest version*.
+|https://agent.thoughtspot.app/token/mcp?api-version=YYYY-MM-DD|Points to the version released on or before the specified date.
+|===
+*Date-based versioning behavior:* - Specifying a date returns the most recent official (non-beta) version released *on or before* that date. - _Example:_ If versions exist for May 1 and June 15, a user specifying +api-version=2026-06-01+receives the May 1 version.
+
+==== URLs to deprecate
+
+|===
+|*URL*|*Behavior*
+
+|https://agent.thoughtspot.app/openai/mcp|This will still point to *old tools*; please mark this as deprecated (Note: will be removed after the standard deprecation period expires)
+|https://agent.thoughtspot.app/bearer/mcp|Still points to *old tools*; please mark this as deprecated  (Note: will be removed after the standard deprecation period expires)
+|===
+
+
+
+
+3+^h| *MCP Server URLs*
+
+|OAuth Apps
+|`https://agent.thoughtspot.app/mcp` +
+_Currently, this URL uses the MCP tools from legacy version._ +
+|`https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
+
+|OAuth Apps — versioned URL
+|`https://agent.thoughtspot.app/mcp?api-version=YYYY-MM-DD` +
+_(specify a date on or before the current version's release date)_
+|`https://agent.thoughtspot.app/mcp?api-version=YYYY-MM-DD` +
+_(specify a date on or after the new version's GA release date)_
+
+|Bearer Token Apps — primary URL
+|`https://agent.thoughtspot.app/bearer/mcp` +
+⚠️ *Deprecated — migrate immediately*
+|`https://agent.thoughtspot.app/token/mcp` +
+_(new URL; always points to latest version)_
+
+|Bearer Token Apps — versioned URL
+|Not available
+|`https://agent.thoughtspot.app/token/mcp?api-version=YYYY-MM-DD`
+
+|Deprecated URLs _(do not use for new integrations)_
+a|
+* `https://agent.thoughtspot.app/openai/mcp` ⚠️ *Deprecated*
+* `https://agent.thoughtspot.app/bearer/mcp` ⚠️ *Deprecated*
+|N/A — new version uses the URLs above
+
+
 === Architecture and roles
 The MCP Server integration and orchestration layer includes the following core components:
 
@@ -92,6 +242,99 @@ Executes those analytical questions and returns structured data and answers.
 * `createLiveboard` +
 Creates a ThoughtSpot Liveboard from a list of answers/questions, typically at the end of a conversation. It turns the conversational analysis into a Liveboard with visualizations.
 
+
+
+
+
+
+3+^h| MCP tools
+
+|Connectivity test
+|`ping` +
+_Tests connectivity and authentication._
+|`ping` +
+_Tests connectivity and authentication._
+
+|Data source selection
+|`getDataSourceSuggestions` +
+_Standalone tool — must be called separately to retrieve source suggestions, then pass +
+the result to other tools.
+|Built into `create_analysis_session` via optional `data_source_id` parameter +
+If the parameter omitted, ThoughtSpot auto-selects the most relevant source from the question.
+
+|Session/conversation initiation
+|No session concept. Tools are stateless.
+|`create_analysis_session` +
+Creates a stateful session and returns `analytical_session_id`, which is required for subsequent calls.
+
+|Query submission
+|`getRelevantQuestions` +
+Breaks a query into questions ThoughtSpot analytics can answer. Returns answers directly
+in the same call.
+
+|`send_session_message` +
+Sends a question or follow-up message in natural language. Does not  return the answer, but triggers async processing. Returns only the `success` message.
+
+|Answer retrieval
+|Returned directly from `getRelevantQuestions` or `getAnswer` in a single synchronous call, with full answer in the response.
+|`get_session_updates` is called in a loop until `is_done: true`.
+Polls for streamed updates across multiple calls and accumulates updates from every poll.
+
+|Follow-up questions
+|`getRelevantQuestions` with `additionalContext` parameter. Requires prior context on each follow-up call.
+|`send_session_message` with the same `analytical_session_id`. The session retains context automatically. Optionally, the  `additional_context` parameter can be included to
+inject new external context per follow-up question/message.
+
+|Liveboard creation
+|`createLiveboard` +
+Creates a liveboard from a list of answers.
+|`create_dashboard` +
+Creates a dashboard from `answer_id` values collected from the session update type `answer`. Requires a `note_tile` HTML summary tile.
+
+
+
+3+^h| *Tool Inputs & Outputs — Key Differences*
+
+|Data source input
+|Required as explicit tool call to `getDataSourceSuggestions` +
+before passing to other tools
+|Optional `data_source_id` on `create_analysis_session`; +
+auto-inferred if omitted
+
+|Answer return mechanism
+|Inline in tool response — result available immediately
+|Via `get_session_updates` polling — result accumulates +
+across multiple calls; final result only when `is_done: true`
+
+|Intermediate thinking / reasoning
+|Not exposed
+|Exposed as `text` and `text-chunk` update types in +
+`get_session_updates` — should be shown to users +
+during polling to maintain engagement
+
+|Visualization output
+|Not included in tool responses
+|`iframe_url` field in `answer`-type `session_update` objects +
+returned by `get_session_updates`
+
+|Answer identifier
+|Not available
+|`answer_id` in each `answer`-type `session_update` — +
+required input to `create_dashboard`
+
+|Dashboard input — answers
+|List of answers (format unversioned)
+|List of `{ answer_id, title }` objects — +
+`answer_id` values sourced from `answer`-type updates
+
+|Dashboard input — summary tile
+|Not required
+|`note_tile` (required) — single-line HTML string rendered +
+as a styled summary tile on the dashboard; +
+must use `<br>` for spacing, no line breaks
+
+
+
 === How it works
 
 The agentic interactions in an orchestrated environment typically include these steps:
@@ -122,6 +365,32 @@ During this interaction, users typically see a natural-language summary. When a
 +
 In custom applications, you can embed the visualizations generated from the interaction, load them inside iframe elements, and render interactive charts directly in your webpage. You can also add your own buttons or links, such as 'Save as Liveboard' or 'Pin this analysis', which call `createLiveboard` to create or persist a Liveboard that contains your current charts and analysis.
 
+
+
+3+^h| *Integration Pattern Comparison*
+
+|Step 1
+|Call `getDataSourceSuggestions` to retrieve available sources _(optional but common)_
+|Call `create_analysis_session` _(required)_ — optionally pass `data_source_id`
+
+|Step 2
+|Call `getRelevantQuestions` with the user's question — answer returned directly
+|Call `send_session_message` with the question — returns only `success`
+
+|Step 3
+|_(optional)_ Call `getAnswer` for a specific sub-question
+|Call `get_session_updates` in a loop until `is_done: true` — accumulate all updates
+
+|Step 4
+|_(optional)_ Call `createLiveboard` with answers
+|_(optional)_ Collect `answer_id` values from `answer`-type updates, +
+call `create_dashboard`
+
+|Follow-up
+|Repeat from Step 2 with full context re-injected via `additionalContext`
+|Call `send_session_message` again on the *same session* — +
+return to Step 3 to poll the follow-up response
+
 == Getting access to the MCP Server
 
 ThoughtSpot MCP Server is available as an add-on with the following link:https://www.thoughtspot.com/pricing[license plans]:
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index 94dcb6281..3262eee66 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -17,11 +17,13 @@ When your MCP client is connected to the ThoughtSpot MCP Server, the AI agent/LL
 * Create a Liveboard with the visualizations generated during the interaction.
 
 
+////
 [IMPORTANT]
 ====
 * Currently, the MCP Server integration does not support link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3 capabilities].
 * In the plug-and-play integration mode, embedding visualizations is not supported.
 ====
+////
 
 == Before you begin
 Before you begin, review the following prerequisites:
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 0d6c259ee..50b4eefe0 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -10,6 +10,12 @@ This page lists new features, enhancements, and deprecated functionality in Thou
 
 == Version 26.4.0.cl
 
+=== MCP Server with Spotter 3 support for advanced analytics
+
+ThoughtSpot MCP Server now supports a new version powered by the Spotter 3 engine, bringing advanced analytics including "why" questions, forecasting, and multi-step deep research. Additional capabilities include real-time response streaming, session-based follow-up conversations, and inline chart visualizations within MCP-aware clients such as Claude.
+
+
+
 === Theme builder in AI mode
 
 The Theme Builder now has an AI mode that enables developers to explore and preview style customizations for their embedded application’s branding using natural language instructions and uploaded brand assets. You can execute style updates such as applying colors directly from a PDF branding guide, updating all button shapes with higher contrast, matching a header to a dark background based on a screenshot, or importing typography and spacing from a JSON file. In the AI mode, Theme builder interprets your intent and applies the changes instantly.

From 15a3f4da7e4dc00b5ddaa9c085d4f57a34d723f0 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 17 Apr 2026 22:51:44 +0530
Subject: [PATCH 113/161] MCP Server updates

---
 modules/ROOT/pages/common/nav.adoc            |  17 +-
 .../pages/mcp-connect-custom-chatbot.adoc     | 193 +------
 modules/ROOT/pages/mcp-integration.adoc       | 487 +++++++-----------
 modules/ROOT/pages/mcp-server-changelog.adoc  | 145 ++++++
 .../pages/mcp-server-client-connection.adoc   |  29 +-
 .../ROOT/pages/mcp-tool-reference-guide.adoc  | 487 ++++++++++++++++++
 src/assets/styles/index.scss                  |  34 ++
 .../images/agents-mcp-server-arch.png         | Bin 195167 -> 257902 bytes
 .../images/mcp-architecture-legacy.png        | Bin 0 -> 324698 bytes
 .../images/mcp-architecture-new.png           | Bin 0 -> 256013 bytes
 10 files changed, 903 insertions(+), 489 deletions(-)
 create mode 100644 modules/ROOT/pages/mcp-server-changelog.adoc
 create mode 100644 modules/ROOT/pages/mcp-tool-reference-guide.adoc
 create mode 100644 static/doc-images/images/mcp-architecture-legacy.png
 create mode 100644 static/doc-images/images/mcp-architecture-new.png

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index a7b87b8d4..1be5023d2 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -8,14 +8,17 @@
 
 * link:{{navprefix}}/whats-new[What's New]
 ** link:{{navprefix}}/whats-new[New features]
+
 *** link:{{navprefix}}/fixed-issues[Fixed issues]
 *** link:{{navprefix}}/known-issues[Known Issues]
 
-** link:{{navprefix}}/embed-sdk-changelog[SDK and API changelog]
+** link:{{navprefix}}/embed-sdk-changelog[SDK changelog]
 *** link:{{navprefix}}/embed-sdk-changelog[Visual Embed changelog]
 *** link:{{navprefix}}/mobile-sdk-changelog[Mobile Embed SDK changelog]
+** link:{{navprefix}}/rest-v2-changelog[REST API changelog]
 *** link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
 *** link:{{navprefix}}/rest-v1-changelog[REST API v1 changelog]
+** link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]
 ** link:{{navprefix}}/deprecated-features[Deprecation announcements]
 
 * Live Playgrounds
@@ -225,14 +228,16 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *** link:{{navprefix}}/webhooks-lb-payload[Webhook response payload]
 *** link:{{navprefix}}/webhooks-kpi[Webhook for KPI alerts]
 
-* MCP Servers and Tools
-** link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
-*** link:{{navprefix}}/integrate-SpotterCode[Integrating SpotterCode]
-*** link:{{navprefix}}/spottercode-prompting-guide[SpotterCode prompting guide]
+* link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
+** link:{{navprefix}}/integrate-SpotterCode[Integrating SpotterCode]
+** link:{{navprefix}}/spottercode-prompting-guide[SpotterCode prompting guide]
+
+* MCP Servers and tools
 ** link:{{navprefix}}/ai-analytics-integration[ThoughtSpot AI analytics integration]
-*** link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
+** link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
 *** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
 *** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
+*** link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
 
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
diff --git a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
index fdf83129c..c4b9095f0 100644
--- a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
+++ b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
@@ -14,16 +14,11 @@ When integrated, the agent in your custom application can:
 * Support natural language conversation sessions for data questions.
 * Generate embeddable visualizations and programmatically create a Liveboard.
 
-[IMPORTANT]
-====
-Currently, the MCP Server integration does not support link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3 capabilities].
-====
-
 == Before you begin
 Before you begin, review the following prerequisites:
 
 * Node.js version 22 or later is installed and available in your environment.
-* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release version.
+* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release version. For MCP Server with Spotter 3 capabilities, ensure that your ThoughtSpot instance is 26.2.0.cl or later.
 * Ensure that the users have the necessary permissions to view data from relevant models and tables in ThoughtSpot. Existing RLS/CLS rules on tables are enforced automatically in data source responses. To create charts or Liveboards from a conversation session, data download and content creation privileges are required.
 
 == Authenticating users
@@ -57,7 +52,7 @@ curl https://api.anthropic.com/v1/messages \
     "mcp_servers": [
       {
         "type": "url",
-        "url": "https://agent.thoughtspot.app/bearer/mcp",
+        "url": "https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}",
         "name": "thoughtspot",
         "authorization_token": "TS_AUTH_TOKEN@my-instance.thoughtspot.cloud"
       }
@@ -68,7 +63,7 @@ curl https://api.anthropic.com/v1/messages \
 In the above example, the API call includes:
 
 * The user’s message.
-* ThoughtSpot’s MCP Server endpoint `https://agent.thoughtspot.app/bearer/mcp`.
+* ThoughtSpot’s MCP Server endpoint `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`. Replace `YYYY-MM-DD` with an actual date string.
 * An `authorization_token` that encodes which ThoughtSpot instance and user/token to use.
 
 Claude uses the configured MCP Server to call ThoughtSpot MCP tools as needed, using the bearer-style token you provided.
@@ -87,7 +82,7 @@ curl https://api.openai.com/v1/responses \
       {
         "type": "mcp",
         "server_label": "thoughtspot",
-        "server_url": "https://agent.thoughtspot.app/bearer/mcp",
+        "server_url": "https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}",
         "headers": {
           "Authorization": "Bearer TS_AUTH_TOKEN",
           "x-ts-host": "my-instance.thoughtspot.cloud"
@@ -101,7 +96,7 @@ curl https://api.openai.com/v1/responses \
 In the above example, the API call includes the following parameters:
 
 * MCP as the tool type.
-* ThoughtSpot MCP Server URL.
+* ThoughtSpot MCP Server URL. Replace `YYYY-MM-DD` in the URL with an actual date string.
 * Authentication token and ThoughtSpot host URL.
 
 The OpenAI LLM model uses the configured MCP Server, sends the provided headers on each MCP tool call, and gets the requested data from your ThoughtSpot instance under that token's identity.
@@ -120,7 +115,7 @@ import { Client } from "@modelcontextprotocol/sdk/client/index.js";
 import { StreamableHTTPClientTransport } from "@modelcontextprotocol/sdk/client/streamableHttp.js";
 
 const transport = new StreamableHTTPClientTransport(
-  new URL("https://agent.thoughtspot.app/bearer/mcp"),
+  new URL("https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}"),
   {
     requestInit: {
       headers: {
@@ -154,7 +149,7 @@ await mcpClient.close();
 
 The above example:
 
-* Creates an MCP client and connects it to the ThoughtSpot MCP Server using `StreamableHTTPClientTransport`.
+* Creates an MCP client and connects it to the ThoughtSpot MCP Server using `StreamableHTTPClientTransport`. Ensure that you replace `YYYY-MM-DD` in the URL with an actual date string.
 * Sends the required headers with the authentication token and ThoughtSpot host URL in MCP requests.
 * Wraps the MCP client as a tool and passes it into `GoogleGenAI` so Gemini can call ThoughtSpot tools as part of answering a user's query.
 
@@ -163,11 +158,10 @@ The above example:
 To verify the integration:
 
 . Start a chat session by asking a question and verify whether your chatbot's LLM is calling the ThoughtSpot MCP tools to generate a response. +
-A typical agentic workflow follows this pattern:
-* Calls `getRelevantQuestions` to break the request into sub-queries
-* Calls `getAnswer` to run those questions in ThoughtSpot and receive structured data and visualization metadata
-* Based on a user prompt, calls `createLiveboard` to save the results in a ThoughtSpot Liveboard.
-. Verify whether the metadata in the output includes `frame_url` to embed a visualization in an iframe or HTML snippet.
+. Verify the tool calls. For information about tool calls and responses, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
+. Try the dashboard creation workflow:
+* Based on a user prompt, call `create_dashboard` to save the results as a ThoughtSpot dashboard.
+. Verify whether the metadata in the output includes the URL to embed a visualization in an iframe or HTML snippet.
 
 == Troubleshooting errors
 
@@ -183,169 +177,8 @@ Authentication failure::
 * Verify whether the MCP Server and ThoughtSpot host are reachable.
 * Verify whether the user has the necessary privileges to view data or create content.
 
-== MCP tool calls and response output
-The following sections outline the MCP request input schema and data structure of the response.
-
-=== ping
-Runs a basic health check to validate that the MCP Server is reachable.
-
-[source,ts]
-----
-const tsPing = await callMCPTool("ping", {});
-----
-
-=== getDataSourceSuggestions
-Suggests appropriate ThoughtSpot data models for a given natural language question.
-
-
-==== Example request
-
-[source,ts]
-----
-const dsSuggestions = await callMCPTool("getDataSourceSuggestions", {
-  query: "show me sales by region" // user's query
-});
-----
-
-==== Response format
-
-Returns an object containing an array of suggestions:
-
-[source,json]
-----
-{
-  "suggestions": [
-    {
-      "header": {
-        "guid": "worksheet-guid-123",
-        "displayName": "Sales Analytics",
-        "description": "Sales performance by region, product, and channel"
-      },
-      "confidence": 0.92,
-      "llmReasoning": "This worksheet contains sales metrics and regional dimensions relevant to the query."
-    }
-  ]
-}
-----
-
-Key fields are:
-
-* `header.guid`: Unique ID for the datasource. The `datasourceId` is used in `getRelevantQuestions` and `getAnswer` calls.
-* `header.displayName`: Name of the data source.
-* `header.description`: Optional description of the data source.
-* `confidence`: Numeric score indicating the confidence of the system about a data model being the right match for the user’s query.
-* `llmReasoning`: LLM's reasoning for the suggestion.
-
-=== getRelevantQuestions
-Uses ThoughtSpot’s reasoning engine to generate AI-suggested sub-queries that help generate specific answers for a given data context.
-
-==== Example call
-
-[source,ts]
-----
-const result = await callMCPTool("getRelevantQuestions", {
-  query: "show me sales data", // User's natural language query
-  datasourceIds: ["model-guid-123"], // Array of worksheet/datasource GUIDs
-  additionalContext: "User is interested in the data for underperforming regions and products"
-});
-----
-
-==== Response example
-
-[source,json]
-----
-{
-  "questions": [
-    "What is the total sales revenue by region?",
-    "Which products have the highest revenue?",
-    "What are the top selling categories?"
-  ]
-}
-----
-
-Each returned question can then be passed individually into `getAnswer`.
-
-=== getAnswer
-Executes a natural language question for a given data context and returns the resulting data and visualization metadata. Clients can use this data and frame URL to render visualizations.
-
-==== Example call
-
-[source,ts]
-----
-const result = await callMCPTool("getAnswer", {
-  question: "Total sales by region", // Natural language question
-  datasourceId: "model-guid-123" // Worksheet/datasource GUID
-});
-----
-
-==== Response example
-
-[source,json]
-----
-{
-  "question": "Total sales by region",
-  "session_identifier": "abc-123-def-456",
-  "generation_number": 2,
-  "data": "\"Region\",\"Total Sales\"\n\"East\",100000\n...",
-  "frame_url": "https://...",
-  "fields_info": "..."
-}
-----
-
-Key fields are:
-
-* `session_identifier`: Unique session ID used to group answers. Required when creating a Liveboard from this answer using the `createLiveboard` MCP tool.
-* `generation_number`: Version number for this answer. Required for Liveboard creation.
-* `question`: The executed question; useful for display and to pass it into the `createLiveboard` request.
-* `data`: Data returned in encoded format. Contains column headers and all returned rows in comma-separated format, which can be parsed to render tables or charts in your application.
-* `frame_url`: Optional iframe URL for embedding the visualization in your UI.
-* `fields_info`: Descriptive metadata about the fields and chart, useful for explanations.
-
-=== createLiveboard
-
-Creates a ThoughtSpot Liveboard with one or more answers from the results. This is a two-step process and includes the following calls:
-
-. Call `getAnswer` to generate visualizations and obtain `session_identifier` and `generation_number`.
-. Call `createLiveboard` with those values to create the Liveboard.
-
-==== Example call
-
-[source,ts]
-----
-const answerData = JSON.parse(answerResult.result.content);
-
-const liveboardResult = await callMCPTool("createLiveboard", {
-  name: "My Sales Dashboard",
-  noteTile: "My Sales Dashboard was created by TS MCP Chat", // Description text for the Liveboard
-  answers: [{
-    question: answerData.question, // Display name for the Liveboard
-    session_identifier: answerData.session_identifier,
-    generation_number: answerData.generation_number
-  }]
-});
-----
-
-Required attributes are:
-
-* `noteTile`: Use this field for any Liveboard description or notes; a separate description field is not supported.
-* `answers`: Required array. Each item must include `question`, `session_identifier`, and `generation_number` from a prior `getAnswer` call.
-
-==== Response example
-
-[source,json]
-----
-{
-  "liveboardId": "liveboard-guid-here",
-  "name": "My Sales Dashboard",
-  "frame_url": "https://..."
-}
-----
-
-Key fields are:
-
-* `liveboardId`: GUID of the created Liveboard.
-* `name`: Name of the Liveboard.
-* `frame_url`: URL that can be embedded to display the Liveboard.
+== MCP tools and response
+For information about tool calls and responses, refer to the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
 == Additional resources
 
diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index ed8aaa73e..a9ba06aa3 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -6,350 +6,250 @@
 :page-pageid: mcp-integration
 :page-description: Learn what ThoughtSpot MCP Server is, when to use it, and how it fits into your AI and analytics architecture.
 
-ThoughtSpot’s Agentic Model Context Protocol (MCP) Server allows you to integrate ThoughtSpot analytics into any AI-native application, custom chatbot, or LLM platform that supports MCP. Instead of rebuilding analytics logic yourself, you connect an LLM/AI agent to the ThoughtSpot MCP Server.
+ThoughtSpot’s Model Context Protocol (MCP) server enables integration of ThoughtSpot analytics into any AI-native application, custom chatbot, or LLM platform that supports MCP. Instead of rebuilding analytics logic yourself, you connect an LLM/AI agent to the ThoughtSpot MCP Server.
 
 == Overview
-ThoughtSpot MCP Server exposes ThoughtSpot analytics as tools and resources that MCP-compatible agents can discover and call.
-
-When integrated, the MCP Server equips your AI agent/LLM with the following capabilities:
+ThoughtSpot MCP Server exposes ThoughtSpot analytics as tools and resources that MCP-compatible agents can discover and use. When integrated, the MCP Server provides your AI agent or LLM with the following capabilities:
 
 * Automatic discovery of ThoughtSpot MCP tools
 * Natural language queries and responses
 * Programmatic creation of Liveboards and visualizations
 * Generating embeddable visualizations
 
-=== Supported use cases
-
-ThoughtSpot supports MCP Server integration for the following use cases:
-
-* *Plug-and-play clients* +
-If your application already has an AI chat interface, you can use the MCP Server to plug ThoughtSpot analytics into your application's agentic experience. This integration works with agents or LLMs that natively support MCP, such as Claude, OpenAI, Gemini, or custom MCP clients. It allows your AI agent to call tools and leverage ThoughtSpot’s governed analytics, business semantic layer, data context, and row-level/object-level security, so you don’t need to build your own analytics logic.
-
-* *Custom chatbot integration* +
-If you are building an MCP-based chatbot or application with your own orchestration logic or LLM, and you want to call ThoughtSpot MCP tools behind a custom web experience, integrate the MCP Server into your application. This approach is recommended when you need fine-grained control over conversation flow, backend orchestration, and the analytics experience.
-
-==== Choosing the right integration option
-
-Your integration choice depends on where the conversational UI is presented to the user and whether your application relies on ThoughtSpot, a third-party AI agent, or your own agentic AI to orchestrate the analytics workflow.
-
-Regardless of the integration mode, you can leverage ThoughtSpot’s semantic layer, data context, object-level, row-level, and column-level security to ensure trusted, governed analytics for your users.
-
-=== MCP Server versions
-ThoughtSpot MCP Server is currently available in two versions with different MCP tools and integration capabilities. For a side-by-side comparison of the current and new ThoughtSpot MCP Server versions, refer to the following table:
-
-[cols="2, 2,2", options="header"]
-|===
-||Legacy MCP Server |New MCP Server
-|Functionality
-|* Limited capabilities for complex analysis and context integration.
-* Does not support Spotter 3 capabilities
-a|
-* Supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank] with advanced analytics, forecasting, and deep research capabilities.
-* Supports asynchronous streaming, session-based conversations and context integration.
-* The new version uses a different MCP Server URL and supports new MCP tools.
-
-For information about the MCP tools and URLs, see the following sections.
-
-|Recommended for
-|Maintaining existing integrations only.
-|All new integrations
-
-|Integration pattern and session model
-|Synchronous and stateless integration pattern. +
-Each tool call is independent. +
-handles each question with a single call and returns the full response at once.
-
-|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications.
-
-|Embedded visualizations in (MCP Apps)
-|Not supported in turnkey platforms; requires additional development work in custom apps.
-|Supports direct embedding of charts in supported MCP clients and custom apps.  Every answer includes an `iframe_url` that renders as an interactive ThoughtSpot visualization directly inside the conversation.
-|===
-
-[IMPORTANT]
-====
-The legacy MCP Server will be deprecated in an upcoming version. Existing integrations with the legacy MCP Server URL and tools will continue to work until further notice. For new integrations or if you want to integrate MCP Server with Spotter 3 capabilities for advanced analytics, forecasting, or deep research, ThoughtSpot recommends switching to the new version of MCP server.
-====
-
-=== Using new MCP Server
-With the new MCP server, your application users will receive smarter, more reasoned answers with inline charts from their chat sessions.
-
-If you are an administrator
-IT admins / platform owners — Update the MCP client configuration to point to the new URL. Authentication, hosting, and account setup remain unchanged.
-Developers with existing integrations — Your current integration continues to work at the legacy URL until it is deprecated. To migrate, update the MCP client URL and rewrite tool-calling logic to use the new asynchronous/polling model and updated tool names.
-Developers building new integrations — Use the new MCP Server version and tools from the start. Do not implement the legacy tools in new projects.
-
-
- What's New / Release Notes Blurb
-New MCP Server Version: Spotter 3 Integration and Enhanced Analytics
-
-ThoughtSpot MCP Server now supports a new version powered by the Spotter 3 engine, bringing advanced analytics including "why" questions, forecasting, and multi-step deep research. Additional capabilities include real-time response streaming, session-based follow-up conversations, and inline chart visualizations within MCP-aware clients such as Claude.
-
-What this means for you:
-
-End users — Receive smarter, more reasoned answers with inline charts. No workflow changes required.
-IT admins / platform owners — Update the MCP client configuration to point to the new URL. Authentication, hosting, and account setup remain unchanged.
-Developers with existing integrations — Your current integration continues to work at the legacy URL until it is deprecated. To migrate, update the MCP client URL and rewrite tool-calling logic to use the new asynchronous/polling model and updated tool names.
-Developers building new integrations — Use the new MCP Server version and tools from the start. Do not implement the legacy tools in new projects.
-
-
-
-|Migration path per tool
-a|
-[cols="1,1", options="header"]
-!===
-! Current Tool ! New Tool
-! `ping` ! `check_system_readiness`
-! `getDataSourceSuggestions` ! `data_source_id` param on `create_analysis_session`
-! `getRelevantQuestions` ! `send_session_message` + `get_session_updates` loop
-! `getAnswer` ! `get_session_updates` loop
-! `createLiveboard` ! `create_dashboard`
-!===
-|N/A
-|===
-
-[NOTE]
-====
-*Important:* The unversioned OAuth URL (`https://agent.thoughtspot.app/mcp`) currently
-points to the current-version tools but will be migrated to the new version at a future date.
-*Pin `?api-version` in production environments* to avoid unintended behavior changes when
-this migration occurs. See xref:connect-mcp-server-to-clients.adoc[Connect MCP Server to Clients]
-for full versioning guidance.
-====
-
-
-
-=== MCP Server URLs
-
-
-
-
-==== OAuth Apps
-
-|===
-|*URL*|*Behavior*
-
-|https://agent.thoughtspot.app/mcp|Still points to “old” MCP tools for now (*Note:* Once I migrate current customers to the new tools, we will update to the new MCP tools and this will need to be updated)
-|https://agent.thoughtspot.app/mcp?api-version=YYYY-MM-DD|New version parameter introduced. Points to the version released on or before the specified date.
-|===
-==== Bearer Token Apps
-
-|===
-|*URL*|*Behavior*
+=== Supported integrations
+ThoughtSpot MCP Server supports two primary integration options:
 
-|https://agent.thoughtspot.app/token/mcp|New URL is introduced for bearer token apps. This will always point to the *latest version*.
-|https://agent.thoughtspot.app/token/mcp?api-version=YYYY-MM-DD|Points to the version released on or before the specified date.
+[cols="2,6", options="header"]
 |===
-*Date-based versioning behavior:* - Specifying a date returns the most recent official (non-beta) version released *on or before* that date. - _Example:_ If versions exist for May 1 and June 15, a user specifying +api-version=2026-06-01+receives the May 1 version.
+| Integration option
+| Description
+| xref:mcp-server-client-connection.adoc[Plug-and-play clients]
+|This integration works with agents or LLMs that natively support MCP, such as Claude, OpenAI, Gemini, or custom MCP clients. It allows your AI agent to call tools directly and leverage ThoughtSpot’s governed analytics, business semantic layer, data context, and row-level/object-level security, without the need to build your analytics logic.
 
-==== URLs to deprecate
+**When to use**:
+If your application already has an AI chat interface or agentic experience, you can quickly add analytics to your existing setup without custom development.
 
-|===
-|*URL*|*Behavior*
+|xref:mcp-connect-custom-chatbot.adoc[Custom chatbot integration]
+|If you are building your own MCP-based chatbot or application with custom orchestration logic or LLM, you can integrate the ThoughtSpot MCP Server to call ThoughtSpot tools behind your own web experience.
 
-|https://agent.thoughtspot.app/openai/mcp|This will still point to *old tools*; please mark this as deprecated (Note: will be removed after the standard deprecation period expires)
-|https://agent.thoughtspot.app/bearer/mcp|Still points to *old tools*; please mark this as deprecated  (Note: will be removed after the standard deprecation period expires)
+**When to use**:
+Use this option if your organization requires a custom conversation flow, backend orchestration, and a tailored analytics experience for your users.
+||
 |===
 
+Regardless of integration mode, ThoughtSpot’s semantic layer, data context, and security features ensure trusted and governed analytics for all users.
 
+=== MCP Server license
+ThoughtSpot MCP Server is available as an add-on with the following link:https://www.thoughtspot.com/pricing[license plans]:
 
+* ThoughtSpot Enterprise Edition
+* ThoughtSpot Embedded
 
-3+^h| *MCP Server URLs*
-
-|OAuth Apps
-|`https://agent.thoughtspot.app/mcp` +
-_Currently, this URL uses the MCP tools from legacy version._ +
-|`https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
-
-|OAuth Apps — versioned URL
-|`https://agent.thoughtspot.app/mcp?api-version=YYYY-MM-DD` +
-_(specify a date on or before the current version's release date)_
-|`https://agent.thoughtspot.app/mcp?api-version=YYYY-MM-DD` +
-_(specify a date on or after the new version's GA release date)_
-
-|Bearer Token Apps — primary URL
-|`https://agent.thoughtspot.app/bearer/mcp` +
-⚠️ *Deprecated — migrate immediately*
-|`https://agent.thoughtspot.app/token/mcp` +
-_(new URL; always points to latest version)_
-
-|Bearer Token Apps — versioned URL
-|Not available
-|`https://agent.thoughtspot.app/token/mcp?api-version=YYYY-MM-DD`
-
-|Deprecated URLs _(do not use for new integrations)_
-a|
-* `https://agent.thoughtspot.app/openai/mcp` ⚠️ *Deprecated*
-* `https://agent.thoughtspot.app/bearer/mcp` ⚠️ *Deprecated*
-|N/A — new version uses the URLs above
+To learn more about subscription options, contact your ThoughtSpot sales representative.
 
 
-=== Architecture and roles
-The MCP Server integration and orchestration layer includes the following core components:
+== Core components and roles
+The MCP Server integration and orchestration layers include the following core components:
 
-[width="100%" cols="2,4"]
+[width="100%" cols="2,6"]
 [options='header']
-|======
+|===
 |Component|Role
 
-|*Client Interface* a|
-User interface that renders chat, responses, and charts. For example, Claude AI web app, Claude Desktop, ChatGPT, OpenAI-based integrations, Gemini-based agents, custom web applications, or internal tools.
+|**Host application** | The AI platform or AI-native app that renders chat, responses, and charts, and manages user-facing conversation. For example, Claude AI web app, Claude Desktop, ChatGPT, OpenAI-based integrations, Gemini-based agents, custom web applications, or internal tools.
 
-|*Agent or LLM*
-a| Acts as orchestrator. +
+|*MCP client*
+a|The MCP client discovers available tools, manages the MCP connection to the server, and passes tool calls between the LLM and the MCP Server.
 
-- Receives the user’s prompt
-- Discovers ThoughtSpot MCP tools
-- Decides which tools to call and in what order.
-- Combines ThoughtSpot results with other sources and generates the final answer.
+|*ThoughtSpot MCP Server*  a|
+The remote MCP server hosted by ThoughtSpot.
 
-|*ThoughtSpot MCP Server* a|
-- Acts as a gateway between the agent and ThoughtSpot.
-- Exposes analytics as MCP tools.
-- Validates requests and forwards calls to ThoughtSpot.
+- Acts as a gateway between the MCP client and ThoughtSpot.
+- Exposes ThoughtSpot analytics as MCP tools.
+- Receives tool calls, authenticates via OAuth/Bearer Token, and routes requests to ThoughtSpot.
 
 |*ThoughtSpot instance*
 | Your ThoughtSpot instance where data models, Liveboards, and security policies exist. +
 
 - Executes queries and generates visualizations
-- Provides access to data
 - Enforces data security with RLS and CLS rules.
-|*End user*
-|Interacts with an AI client or custom application, asks questions, and acts on results.
-|======
+- In integrations using the MCP Server with Spotter 3 support, it provides additional capabilities such as advanced analytics, reasoning, forecasting, automatic data source selection, and deep research.
+||
+|===
 
 The following figure illustrates the interaction between the user, agent, and MCP Server:
 
 [.widthAuto]
 image::./images/agents-mcp-server-arch.png[MCP integration]
 
-=== MCP tools and resources
-
-ThoughtSpot MCP Server exposes the following tools and resources:
-
-* `ping` +
-Connectivity/health check. Used by the MCP host, such as Claude, Gemini, or ChatGPT, to verify whether it can reach the ThoughtSpot MCP Server and whether the server is available.
-
-* `getDataSourceSuggestions` +
-Suggests the most relevant ThoughtSpot data sources for a given query.
+== MCP Server architecture
+ThoughtSpot MCP Server supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank], which enables advanced analytics, forecasting, multi-step reasoning and analysis, and deep research capabilities.
+The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, richer interactions, and direct embedding of visualizations.
+
+[cols="2,4,4", options="header"]
+|====
+||Legacy MCP Server setup|MCP Server with Spotter 3
+|**Functional differences**
+|Limited capabilities for complex analysis and context integration.
+a|* Supports advanced analytics, forecasting, and deep research capabilities.
+* Supports asynchronous streaming, session-based conversations, and context integration.
+* The new version uses a different MCP Server URL and supports new MCP tools.
 
-* `getRelevantQuestions` +
-Uses ThoughtSpot’s reasoning engine to turn a broad or high‑level user query into a set of concrete analytical questions that should be asked of the data.
 
-* `getAnswer` +
-Executes those analytical questions and returns structured data and answers.
+|**Recommended for**
+|Maintaining existing integrations only.
+|All new integrations
 
-* `createLiveboard` +
-Creates a ThoughtSpot Liveboard from a list of answers/questions, typically at the end of a conversation. It turns the conversational analysis into a Liveboard with visualizations.
+|**Integration pattern +
+Session model +
+Response processing**
+|Synchronous and stateless integration pattern. Each tool call is independent. Does not support persistent sessions and requires prior context to be injected manually on every follow-up call.
 
+|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications. Context is retained automatically across all follow-up questions within the session.
 
+|**Data source selection**
+|Requires a separate tool call (`getDataSourceSuggestions`) to retrieve source suggestions.
+|Built into session creation. If the `data_source_id` is not explicitly specified in the query, the most relevant source is automatically selected based on user's query.
 
+|**Response delivery**
+|Returns full response in a single synchronous call.
+|Responses are streamed incrementally; updates are accumulated via polling.
 
+|**Follow-up questions**
+|Requires prior context on every follow-up call.
+|The session retains context automatically. +
+Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question/message.
 
+|**Embedded visualizations**
+|Not supported in turnkey platforms; requires additional development work in custom apps.
+|Supports direct embedding of charts in MCP clients and via `iframe_url` in custom apps. Every answer includes an `iframe_url` that renders as an interactive ThoughtSpot visualization.
 
-3+^h| MCP tools
+|**API versioning support**
+|Not available.
+|Supports date-based API versioning, which is identified in the MCP Server URL as `?api-version=YYYY-MM-DD`.
+|||
+|====
 
-|Connectivity test
-|`ping` +
-_Tests connectivity and authentication._
-|`ping` +
-_Tests connectivity and authentication._
+////
+=== MCP tools and resources
+The following table
+[cols="2,2,4", options="header"]
+|===
+|| Legacy MCP Server setup | MCP Server with Spotter 3 support
+|**MCP Server connectivity test**. | `ping`
+| `check_system_readiness` +
+|**Conversation session initiation**
+|Does not support session-based architecture. Tools are stateless.
+|`create_analysis_session` +
+Creates a stateful session and returns `analytical_session_id`, which is required for subsequent calls.
 
-|Data source selection
+|**Data source selection**
 |`getDataSourceSuggestions` +
-_Standalone tool — must be called separately to retrieve source suggestions, then pass +
+Standalone tool. Called separately to retrieve source suggestions and pass
 the result to other tools.
 |Built into `create_analysis_session` via optional `data_source_id` parameter +
-If the parameter omitted, ThoughtSpot auto-selects the most relevant source from the question.
-
-|Session/conversation initiation
-|No session concept. Tools are stateless.
-|`create_analysis_session` +
-Creates a stateful session and returns `analytical_session_id`, which is required for subsequent calls.
+If the parameter is omitted, ThoughtSpot automatically selects the most relevant source from the question.
 
-|Query submission
+|**Query submission**
 |`getRelevantQuestions` +
-Breaks a query into questions ThoughtSpot analytics can answer. Returns answers directly
-in the same call.
-
+Breaks a query into questions ThoughtSpot analytics can answer. Returns answers directly in the same call.
 |`send_session_message` +
-Sends a question or follow-up message in natural language. Does not  return the answer, but triggers async processing. Returns only the `success` message.
+Sends a question or follow-up message in natural language. Does not return the full answer immediately, but triggers asynchronous processing. Returns only the `success` message.
+
+|**Intermediate thinking / reasoning**
+|Not exposed to users.
+|`get_session_updates` update types expose `text` and `text-chunk` to users during polling.
 
-|Answer retrieval
-|Returned directly from `getRelevantQuestions` or `getAnswer` in a single synchronous call, with full answer in the response.
-|`get_session_updates` is called in a loop until `is_done: true`.
-Polls for streamed updates across multiple calls and accumulates updates from every poll.
+|**Answer retrieval**
+|`getAnswer` +
+Returns structured data and answers and the full response.
+|`get_session_updates` +
+Polls for streamed updates across multiple calls and accumulates updates from every poll. The tool is called in a loop until the `is_done: true` state.
 
-|Follow-up questions
-|`getRelevantQuestions` with `additionalContext` parameter. Requires prior context on each follow-up call.
-|`send_session_message` with the same `analytical_session_id`. The session retains context automatically. Optionally, the  `additional_context` parameter can be included to
-inject new external context per follow-up question/message.
+|**Visualization output**
+|Not included in tool responses
+|The `iframe_url` field in the `session_update` -> `answer` -> `type`  returned by the `get_session_updates` tool.
 
-|Liveboard creation
+|**Liveboard creation**
 |`createLiveboard` +
-Creates a liveboard from a list of answers.
+Creates a Liveboard from a list of answers.
 |`create_dashboard` +
 Creates a dashboard from `answer_id` values collected from the session update type `answer`. Requires a `note_tile` HTML summary tile.
 
+|**Follow-up questions**
+|`getRelevantQuestions` with `additionalContext` parameter. Requires prior context for each follow-up call.
+|`send_session_message` with the same `analytical_session_id`. The session retains context automatically. The `additional_context` parameter can be included to inject new context for each follow-up question or message.
+||
+|===
 
 
-3+^h| *Tool Inputs & Outputs — Key Differences*
+////
+=== MCP Server version with Spotter 3
+The new version introduces Spotter 3 capabilities, advanced reasoning,
+forecasting, and deep research, with a set of MCP tools built around an asynchronous, session-based architecture. In this version, the full response is streamed incrementally across multiple polling calls.
 
-|Data source input
-|Required as explicit tool call to `getDataSourceSuggestions` +
-before passing to other tools
-|Optional `data_source_id` on `create_analysis_session`; +
-auto-inferred if omitted
+The following figure illustrates the MCP architecture, tool calls, and workflow in the new MCP Server version:
 
-|Answer return mechanism
-|Inline in tool response — result available immediately
-|Via `get_session_updates` polling — result accumulates +
-across multiple calls; final result only when `is_done: true`
+[.widthAuto]
+image::./images/mcp-architecture-new.png[MCP architecture new]
 
-|Intermediate thinking / reasoning
-|Not exposed
-|Exposed as `text` and `text-chunk` update types in +
-`get_session_updates` — should be shown to users +
-during polling to maintain engagement
+==== Tool calls and workflow processing
+The workflow in the new MCP Server version typically includes the following stages:
 
-|Visualization output
-|Not included in tool responses
-|`iframe_url` field in `answer`-type `session_update` objects +
-returned by `get_session_updates`
+1. *User asks a question* +
+A user sends a query in the chat interface to get data insights. For
+example, _What were the total sales of Jackets and Bags in the Northeast
+last year?_
 
-|Answer identifier
-|Not available
-|`answer_id` in each `answer`-type `session_update` — +
-required input to `create_dashboard`
+2. *Agent calls `create_analysis_session`* +
+The agent calls `create_analysis_session` to establish a stateful analytical session with ThoughtSpot's Spotter 3 engine. ThoughtSpot returns an `analytical_session_id` that identifies the session for all subsequent calls. +
+If the user specified a data source, the agent passes it as the optional `data_source_id` parameter. If not specified, ThoughtSpot automatically selects the most relevant data source based on the question.
 
-|Dashboard input — answers
-|List of answers (format unversioned)
-|List of `{ answer_id, title }` objects — +
-`answer_id` values sourced from `answer`-type updates
+3. *Agent calls `send_session_message`* +
+The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April`  or `The user is a manager of the West region`. +
+ThoughtSpot confirms receipt with a `success` response and begins processing the question asynchronously. The answer is not returned in this call.
 
-|Dashboard input — summary tile
-|Not required
-|`note_tile` (required) — single-line HTML string rendered +
-as a styled summary tile on the dashboard; +
-must use `<br>` for spacing, no line breaks
+4. *Agent polls `get_session_updates` for results* +
+The agent calls `get_session_updates` repeatedly in a loop until `is_done` is `true`. ThoughtSpot streams updates incrementally across multiple polls. The agent must accumulate updates from every poll. ThoughtSpot returns the following update types:
 
+* `text-chunk` - real-time thinking narration from Spotter describing what it is doing, streamed in fragments. Concatenate chunks in order to form the complete narration.
+* `text` - complete standalone messages representing clarifications, caveats, or assumptions Spotter made during analysis.
+* `answer` - a final analytical result containing:
+** `answer_title` - a human-readable description of what the answer shows.
+** `answer_query` - the ThoughtSpot search query used to generate the answer.
+** `iframe_url` - an embeddable URL for rendering an interactive ThoughtSpot visualization.
+** `answer_id` - a unique identifier for the answer, used as input for creating a dashboard.
 
+5. *A dashboard is generated from the results (optional)* +
+The user can choose to save answers from the conversation as a ThoughtSpot dashboard. For this workflow, the agent extracts the `answer_id` and `answer_title` from each `answer` type update collected during polling and calls `create_dashboard`. +
+ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
+`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI
+where users can access full interactivity including drill-down and filters.
 
-=== How it works
+6. *User asks a follow-up question (optional)* +
+The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the same `analytical_session_id`, no new session is required. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
 
-The agentic interactions in an orchestrated environment typically include these steps:
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
+
+=== Legacy MCP server setup
+The legacy MCP server setup uses synchronous architecture. Every tool call returns its result immediately in a single response. There is no session state, polling loop, or streaming, and the full answer is always returned inline.
+
+[.widthAuto]
+image::./images/mcp-architecture-legacy.png[MCP architecture legacy]
+
+==== Tool calls and workflow processing
+The workflow in the legacy MCP Server setup typically includes the following stages:
 
 . *User asks a question* +
-A user sends a query in the chat interface to get data. For example, `What were the total sales of Jackets and Bags in the Northeast last year?`. +
+A user sends a query in the chat interface to get data. For example, `What were the total sales of Jackets and Bags in the Northeast last year?` +
 Optionally, the user can specify the data context to generate a response.
 
 . *Agent calls `getDataSourceSuggestions` (optional)* +
-If the user’s question doesn’t specify a data source, the agent can call `getDataSourceSuggestions`.
+If the user’s question doesn’t specify a data source, the agent can call `getDataSourceSuggestions` to retrieve a list of relevant ThoughtSpot data sources.
 ThoughtSpot returns candidate data sources (models) with confidence scores and reasoning.
 
 . *User's query is decomposed into sub-questions* +
-To break the user’s query into smaller analytical questions, the agent calls `getRelevantQuestions`. +
-In response to the agent's request, ThoughtSpot returns the AI-suggested, schema-aware questions that are easier to execute analytically.
+To break the user’s query into sub-questions, the agent calls `getRelevantQuestions`. ThoughtSpot returns the AI-suggested, schema-aware questions that are easier to execute analytically.
 
 . *The query is processed for generating answers* +
 For each suggested or chosen question, the agent calls `getAnswer`. ThoughtSpot returns the following: +
@@ -358,52 +258,51 @@ For each suggested or chosen question, the agent calls `getAnswer`. ThoughtSpot
 * `session_identifier` and `generation_number` for charts that are used as input for creating a Liveboard.
 
 . *A Liveboard is generated from the results* (optional) +
-The user can choose to save answers from the conversation in a ThoughtSpot Liveboard. For this workflow, the agent extracts `question`, `session_identifier`, and `generation_number` from each `getAnswer` response and calls `createLiveboard`. +
-ThoughtSpot creates a Liveboard and returns identifiers and a `frame_url` for the Liveboard.
-+
-During this interaction, users typically see a natural-language summary. When a Liveboard is created, a link to open the corresponding Liveboard in ThoughtSpot is generated.
-+
-In custom applications, you can embed the visualizations generated from the interaction, load them inside iframe elements, and render interactive charts directly in your webpage. You can also add your own buttons or links, such as 'Save as Liveboard' or 'Pin this analysis', which call `createLiveboard` to create or persist a Liveboard that contains your current charts and analysis.
+To save answers from the conversation sessions in a ThoughtSpot Liveboard, the agent extracts the `question`, `session_identifier`, and `generation_number` from each `getAnswer` response and calls `createLiveboard`. +
+ThoughtSpot creates a persistent Liveboard from the session's answers and returns identifiers and a `frame_url` for the Liveboard.
 
+In the legacy MCP Server setup, to ask a follow-up question, the agent calls the `getRelevantQuestions` again, because the server doesn't retain context. For follow-up questions, the agent must pass the context explicitly via `additionalContext`.
 
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
-3+^h| *Integration Pattern Comparison*
+== MCP Server versions
 
-|Step 1
-|Call `getDataSourceSuggestions` to retrieve available sources _(optional but common)_
-|Call `create_analysis_session` _(required)_ — optionally pass `data_source_id`
+ThoughtSpot MCP Server now uses date-based API versioning in the URL. The new versions will be identified via the `?api-version=YYYY-MM-DD` parameter and can be appended to your MCP server URL to pin your integration to a specific version. Each new version may introduce tool changes, enhancements, or bug fixes.
 
-|Step 2
-|Call `getRelevantQuestions` with the user's question — answer returned directly
-|Call `send_session_message` with the question — returns only `success`
+The valid MCP Server URLs include:
 
-|Step 3
-|_(optional)_ Call `getAnswer` for a specific sub-question
-|Call `get_session_updates` in a loop until `is_done: true` — accumulate all updates
+* `https://agent.thoughtspot.app/mcp`: Points to legacy MCP tools.
+* `https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`: Points to new version with Spotter 3 support and new MCP tools.
 
-|Step 4
-|_(optional)_ Call `createLiveboard` with answers
-|_(optional)_ Collect `answer_id` values from `answer`-type updates, +
-call `create_dashboard`
+When you set the `api-version` to a specific date string, the server returns the version released on the specified date. If no new version of MCP Server is released on the date specified in the URL, the server returns the closest earlier version. For example, if you request `?api-version=2026-06-01` and no new version has been released since `2026-05-01`, the server returns the 2026-05-01 version. This means your integration continues to work without breaking, and you only need to update your pinned date if you want to opt in for a newer version.
 
-|Follow-up
-|Repeat from Step 2 with full context re-injected via `additionalContext`
-|Call `send_session_message` again on the *same session* — +
-return to Step 3 to poll the follow-up response
+To automatically receive every new version of the MCP tools as ThoughtSpot releases them, use the URL without a pinned `api-version`. Note that the new versions may introduce changes to tool behavior, input parameters, or output schemas that affect your integration. Therefore, we recommend pinning your integration to a specific version.
 
-== Getting access to the MCP Server
+[cols="2,6", options="header"]
+|====
+|Apps/Integration type| MCP Server URL
+|**OAuth apps** +
+(Plug-and-play integration)  a| * `\https://agent.thoughtspot.app/mcp` +
+Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future.
+*  `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` (Recommended) +
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-22`
 
-ThoughtSpot MCP Server is available as an add-on with the following link:https://www.thoughtspot.com/pricing[license plans]:
+|**Bearer token apps**  a| * `\https://agent.thoughtspot.app/token/mcp` +
+Always points to the latest version.
+* `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` +
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-22`
+|====
 
-* ThoughtSpot Enterprise Edition
-* ThoughtSpot Embedded
-
-To learn more about subscription options, contact your ThoughtSpot Sales representative.
+[IMPORTANT]
+====
+The `\https://agent.thoughtspot.app/openai/mcp` and `\https://agent.thoughtspot.app/bearer/mcp` are deprecated and point to the version with legacy MCP tools only.
+ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_april_22_2026[MCP server changelog].
+====
 
 == Next steps
-* To learn how to connect existing MCP-aware tools such as Claude, ChatGPT, and Gemini, see xref:mcp-server-client-connection.adoc[Connecting MCP clients to ThoughtSpot MCP Server].
-* To learn how to integrate MCP Server with a custom chatbot or application, see xref:mcp-connect-custom-chatbot.adoc[Integrating MCP Server in a custom chatbot].
+* To learn how to connect existing MCP-aware tools such as Claude, ChatGPT, and Gemini, see the xref:mcp-server-client-connection.adoc[Connecting MCP clients to ThoughtSpot MCP Server] documentation.
+* To learn how to integrate MCP Server with a custom chatbot or application, see the xref:mcp-connect-custom-chatbot.adoc[Integrating MCP Server in a custom chatbot] documentation.
 
 == Additional resources
-* For information about MCP, see link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].
-* For implementation details, see link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
+* For information about MCP, see the link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].
+* For implementation details, see the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
new file mode 100644
index 000000000..e2bc7c4df
--- /dev/null
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -0,0 +1,145 @@
+= ThoughtSpot MCP server changelog
+:toc: true
+:toclevels: 1
+
+:page-title: MCP Server Changelog
+:page-pageid: mcp-server-changelog
+:page-description: Release history for the ThoughtSpot MCP Server, including new tools, breaking changes, deprecations, and bug fixes.
+:keywords: MCP Server, changelog, release notes, api-version, breaking changes, deprecation
+
+This changelog lists the new features, enhancements, and other changes introduced in the released versions of the ThoughtSpot MCP Server. For information on MCP server integration, see the xref:mcp-integration.adoc[MCP Server integration guide].
+
+// ============================================================
+// VERSION TEMPLATE — copy this block for each new release
+// ============================================================
+//
+// == YYYY-MM-DD
+// [.version-badge.breaking]#Breaking# /
+// [.version-badge.new]#New# /
+// [.version-badge.deprecated]#Deprecated# /
+// [.version-badge.fixed]#Fixed#
+//
+// *API version string:* `?api-version=YYYY-MM-DD`
+// *Status:* Current / Supported / Deprecated
+// *Affects:* Developers, Administrators, End Users
+// ============================================================
+
+== April 22, 2026
+[div announcementBlock]
+--
+*API version string:* `?api-version=2026-04-22`. +
+*Status:* Now available for upgrades. +
+*Upgrade recommendation*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. Refer to the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
+--
+
+=== Support for Spotter 3 [.version-badge.new]#New#
+ThoughtSpot MCP Server now supports Spotter 3, enabling advanced analytics, forecasting, multi-step reasoning, and deep research. The new MCP tools support real-time streaming, session-based conversations, richer interactions, and direct embedding of visualizations in MCP-aware apps. +
+For more information, see xref:mcp-integration.adoc#_mcp_server_architecture[MCP Server] documentation.
+
+=== MCP tools and processing model [.version-badge.breaking]##Breaking change##
+The new Spotter 3-powered MCP tools are available at a separate MCP Server URL. +
+Existing integrations with legacy MCP tools continue to work until further notice. No tools from the previous version carry over into the new version. You must update your integrations to use the new MCP tools. Ensure that you test new MCP tools in staging before production rollout.
+
+[cols="1,2,2", options="header"]
+|====
+|Legacy MCP tools |Replaced by|Notable changes
+
+|`ping`
+|`check_system_readiness`
+|No change in functionality.
+
+|`getDataSourceSuggestions`
+|`data_source_id` parameter in `create_analysis_session`
+|No longer a standalone tool. Is built into `create_analysis_session` via optional `data_source_id` parameter. Data source is selected automatically if omitted.
+
+|`getRelevantQuestions`
+|`send_session_message` and `get_session_updates` loop
+|Split into asynchronous send message and poll pattern. Polls for streamed updates across multiple calls and accumulates updates from every poll.
+
+|`getAnswer`
+|`get_session_updates` loop
+|Is now part of the polling loop.
+
+|`createLiveboard`
+|`create_dashboard`
+|Creates a dashboard from `answer_id` values collected from the session update type `answer`. Requires a `note_tile` HTML summary tile.
+|====
+
+[IMPORTANT]
+====
+The `send_session_message` does not return an answer. Integrations must now implement an asynchronous polling loop via `get_session_updates` until `is_done: true`. For detailed information about tools and resources, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
+====
+
+=== MCP server URL changes and API versioning [.version-badge.breaking]##Breaking change##
+All MCP Server URLs now support date-based version, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
+
+[cols="6,5", options="header"]
+|====
+|Current URL|New URL
+
+|`\https://agent.thoughtspot.app/bearer/mcp` [.version-badge.deprecated]#Deprecated# +
+Supports legacy MCP tools only; it will be removed in an upcoming release.
+
+a|**URL with the API version**:  +
+`\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` +
+
+**URL without the API version**: +
+`\https://agent.thoughtspot.app/token/mcp`. Always points to the latest version.
+
+|`\https://agent.thoughtspot.app/mcp` +
+Supports legacy MCP tools only. It will point to the latest version by default in an  upcoming release.
+|`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
+
+|`\https://agent.thoughtspot.app/openai/mcp` [.version-badge.deprecated]#Deprecated# +
+Supports legacy MCP tools only; it will be removed in an upcoming release.
+| `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`. +
+For OAuth apps, you can use `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`.
+||
+|====
+
+[IMPORTANT]
+====
+* The MCP Server URLs without the API version always point to the latest version and may introduce changes. Pin your integration to a tested version using `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-22`.
+* If the API version is set to a future date, the server returns the latest API version released before the date specified in the URL.
+
+* To pin your integration to a specific version, append the `?api-version={YYYY-MM-DD}` parameter to the MCP Server URL and specify the date string.
+====
+
+=== Migration guidelines
+
+Migrating from your existing setup to the new version requires updating the MCP client configuration to point to the new URL and rewriting tool-calling logic to use the new asynchronous, polling model. There is no change in the supported authentication models, MCP clients, or the MCP Server hosting domain.
+
+To update your integration to use Spotter 3 features and the new MCP tools, follow these steps:
+
+. Update your MCP Server URL to the latest version. Replace the old URLs in all MCP client configuration files.
+. Rewrite your integration to use the new tools. Replace the old synchronous tool-calling pattern with the new asynchronous polling pattern. For code samples and tool reference, see the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
+. Test your integration end-to-end.
+. Roll out to production environments after validation.
+
+== April 21, 2026
+[div announcementBlock]
+--
+*API version string:* `?api-version=2026-04-21` or an earlier date string +
+**Status**: Supported +
+**Upgrade recommendation**: Supports the legacy MCP tools and URLs only. Migrate your integrations to 2026-04-22 or a later version. +
+--
+
+=== MCP tools, processing model, and answer retrieval
+Supports the following MCP tools released in the initial version of ThoughtSpot MCP Server.
+
+* `ping`: Tests connectivity and authentication.
+* `getDataSourceSuggestions`: Returns available data source suggestions
+for a given query.
+* `getRelevantQuestions`: Breaks a query into sub-questions. Returns answers synchronously.
+* `getAnswer`:  Returns the answer to a specific sub-question.
+* `createLiveboard`: Creates a ThoughtSpot Liveboard from a list of answers.
+
+==== MCP Server URLs
+Supports the following URLs:
+
+* `\https://agent.thoughtspot.app/mcp` (OAuth Apps)
+* `\https://agent.thoughtspot.app/bearer/mcp` (Bearer Token Apps)
+* `\https://agent.thoughtspot.app/openai/mcp` (OpenAI-compatible clients)
+
+These URLs are deprecated in the MCP Server 2026-04-22 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
+
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index 3262eee66..1bed96899 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -28,21 +28,32 @@ When your MCP client is connected to the ThoughtSpot MCP Server, the AI agent/LL
 == Before you begin
 Before you begin, review the following prerequisites:
 
-* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release version.
+* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release version. For MCP Server with Spotter 3 capabilities, ensure that your ThoughtSpot instance is 26.2.0.cl or later.
 * Ensure that the users have the necessary permissions to view data from relevant models and tables in ThoughtSpot. Existing RLS/CLS rules on tables are enforced automatically in data source responses. To create charts or Liveboards from a conversation session, data download and content creation privileges are required.
 
 === Connecting clients that support remote MCP servers
 To connect to a client that supports remote MCP servers natively, add the MCP Server endpoint to your client's configuration settings.
 
-`\https://agent.thoughtspot.app/mcp`
+For OAuth clients, use the following URL:
 
-For clients that require a bearer token for authentication, use the following URL format:
+`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
 
-`\https://agent.thoughtspot.app/bearer/mcp`
+For OpenAI MCP and Responses API integration, you can use the following URL:
 
-For OpenAI MCP and Responses API integration, use the following URL:
+* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
 
-`\https://agent.thoughtspot.app/openai/mcp`
+[IMPORTANT]
+====
+The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
+====
+
+For clients that require a bearer token for authentication, use one of the following URLs:
+
+* `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` (Recommended) +
+Uses the MCP Server version released on or before the specified date.
+
+* `\https://agent.thoughtspot.app/token/mcp` +
+Always points to the latest version. Use this with caution as it may introduce unintended changes to your environments.
 
 For additional information about how to register a remote MCP Server, refer to your client's documentation.
 
@@ -57,7 +68,7 @@ For MCP clients that do not natively support configuring a remote MCP Server URL
       "command": "npx",
       "args": [
         "mcp-remote",
-        "https://agent.thoughtspot.app/mcp"
+        "https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}" // replace YYYY-MM-DD with an actual date string
       ]
     }
   }
@@ -89,8 +100,8 @@ After the MCP Server is connected, some clients show *ThoughtSpot Data Sources*
 To verify the integration:
 
 . Start a chat session with the agent and verify the response.
-. Verify that xref:mcp-integration.adoc#_mcp_tools_and_resources[MCP tools are being called] to generate responses.
-. Prompt the agent to create a Liveboard from a query response and verify whether a Liveboard is added to your ThoughtSpot application.
+. Verify that MCP tools are being called to generate responses. Refer to the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide] for information about tool calls.
+. Try the Liveboard creation request and verify whether a Liveboard is added to your ThoughtSpot application.
 
 == Troubleshooting errors
 
diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
new file mode 100644
index 000000000..da18d800c
--- /dev/null
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -0,0 +1,487 @@
+= MCP tool reference
+:toc: true
+:toclevels: 3
+
+:page-title: ThoughtSpot MCP tool reference guide
+:page-pageid: mcp-tool-reference
+:page-description: Refer to this guide to learn which MCP tools are supported, input parameters used for tool calls, and the response format.
+
+ThoughtSpot MCP Server provides specialized tools that enables the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
+
+* xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP Server version with Spotter 3] [tag greenBackground]#NEW#
+* xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP Server with legacy tools]
+
+== MCP Server with Spotter 3
+The new ThoughtSpot MCP integration exposes a three-tool workflow for running natural language analytics queries against your ThoughtSpot data sources. The pattern is always: **create a session** → **send a message** → **poll for updates**.
+
+=== create_analysis_session
+Start an analytical session with ThoughtSpot's analytics agent. This is the required first step before sending any questions.
+
+Sessions are conversational. Once created, you can send multiple follow-up questions to the same session without calling `create_analysis_session` again.
+
+==== Input parameter
+The `data_source_id` is optional. Provide this when the user has specified or confirmed a data source, or when context makes a particular source obvious. Omit to let ThoughtSpot automatically select the most relevant source based on the question.
+
+==== Example call
+
+[source,javascript]
+----
+const session = await callMCPTool("create_analysis_session", {
+    data_source_id: "model-guid-123" // Optional — GUID of the ThoughtSpot worksheet or model to query. Omit to let ThoughtSpot automatically select the most relevant data source.
+});
+----
+
+[source,python]
+----
+call_mcp_tool(
+    "create_analysis_session",
+    {
+        "data_source_id": "model-guid-123"  # Optional — GUID of the ThoughtSpot worksheet or model to query.
+    },
+)
+----
+
+==== Response
+
+[source,json]
+----
+{
+"analytical_session_id": "session-guid-abc123"
+}
+----
+
+* `analytical_session_id`:  Session ID. Pass this to `send_session_message` and `get_session_updates`.
+
+* Always capture the returned `analytical_session_id`. It is required for all subsequent calls.
+
+=== send_session_message
+Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly, use `get_session_updates` to retrieve the response.
+
+==== Input parameters
+
+[cols="2,4", options="header"]
+|====
+|Field|Description
+
+|`analytical_session_id` | The session to send the message to. Obtained from the  `create_analysis_session` call.
+|`message`|A natural language analytical question or follow-up to send to the ThoughtSpot agent.
+|`additional_context` +
+__Optional__|Can be used to provide external information relating to the question. For example, “The user’s fiscal year starts in April”, or “The user is a manager of the West region”.
+|====
+
+==== Example call
+
+[source,javascript]
+----
+const sendMessage = callMCPTool("send_session_message", {
+    analytical_session_id: "sess_abc123", // Session ID from create_analysis_session.
+    message: "What were total sales by region last quarter?", // User's natural language question.
+    additional_context: "The user's fiscal year starts in April. " +
+        "Focus on underperforming regions only." // Optional — external information to influence the analysis.
+});
+----
+
+[source,python]
+----
+call_mcp_tool(
+    "send_session_message",
+    {
+        "analytical_session_id": "sess_abc123",  # Session ID from create_analysis_session.
+        "message": "What were total sales by region last quarter?", # User's natural language question.
+        "additional_context": (  # Optional — external information
+            "The user's fiscal year starts in April."
+            "Focus on underperforming regions only." # to influence the analysis.
+        ),
+    },
+)
+----
+
+==== Response
+
+[source,json]
+----
+{
+  "success": true
+}
+----
+
+* `success`: Confirms whether the message was successfully received by the agent.
+
+[NOTE]
+====
+* After a successful send, immediately begin polling with `get_session_updates`.
+* Do not send a second message until `get_session_updates` returns `is_done: true`. The agent processes one message at a time per session.
+* To ask a follow-up question, reuse the same `analytical_session_id`. There is no need to create a new session.
+====
+
+=== get_session_updates
+
+Poll for the latest response from a ThoughtSpot analytics session. Call this repeatedly after `send_session_message` until `is_done` is `true`.
+
+**Important**: A single call to `get_session_updates` will rarely contain the full response. Spotter streams its work incrementally, including intermediate thinking steps, across multiple polling calls. You must accumulate updates from every poll and combine them to get the complete picture.
+
+==== Input parameters
+Send the `analytical_session_id` to specify the session to retrieve updates for.
+
+==== Example call
+
+[source,typescript]
+----
+const updates = await callMCPTool("get_session_updates", {
+    analytical_session_id: "session-guid-abc123" // Session ID from the `create_analysis_session` call.
+});
+----
+
+[source,python]
+----
+call_mcp_tool(
+    "get_session_updates",
+    {"analytical_session_id": "sess_abc123"},  # Session ID from create_analysis_session.
+)
+----
+
+==== Response
+
+Poll returning intermediate updates:
+
+[source,json]
+----
+{
+  "is_done": false,
+  "session_updates": [
+    {
+      "type": "text-chunk",
+      "text": "Let me look at your sales data broken down by region..."
+    }
+  ]
+}
+----
+
+Poll returning final updates:
+
+[source,json]
+----
+{
+   "is_done": true,
+   "session_updates":[
+      {
+         "type":"text-chunk",
+         "text":"Let me look at your sales data broken down by region..."
+      },
+      {
+         "type":"text",
+         "text":"I'm interpreting 'last quarter' as Q4 2025 (October–December), based on a fiscal year starting in April."
+      },
+      {
+         "type":"answer",
+         "answer_title":"Total Sales by Region — Q4 2025",
+         "answer_query":"total sales by region last quarter",
+         "iframe_url":"https://your-instance.thoughtspot.cloud/embed/...",
+         "answer_id":"answer-guid-xyz789"
+      }
+   ]
+}
+----
+
+==== Handling streamed responses
+Spotter queries are processed asynchronously and streamed in real time. This means the full response is never contained in a single `get_session_updates` call.
+
+Each call to `get_session_updates` returns only the updates produced since the previous call. On any given poll, `session_updates` might be empty (when Spotter is still thinking), contain a few chunks, or contain several updates at once. These arrive as +text+ or +text-chunk+ updates before the final +answer+ update appears. This intermediate content gives insight into how Spotter arrived at its result and should be preserved and presented to the user. As it works through a question, it emits intermediate content that reflects its reasoning process. A typical response sequence might look like:
+
+. Thinking narration: `text-chunk` updates describing what Spotter is doing. For example, "Let me look at your sales data broken down by region..."
+. Clarifications or caveats: `text` updates explaining assumptions, filters applied, or potential ambiguities in the question.
+. Intermediate conclusions: partial results or contextual notes before the final answer.
+. The final answer: one or more `answer` updates containing the visualization title, the underlying query, and the embeddable iframe URL.
+
+This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content, the thinking, narration, and the final answer, should be accumulated and presented together to give the user the full picture.
+
+==== Type definition: session_update
+
+Each item in the `session_updates` list is a `session_update` object. The `type` field determines which other fields are present.
+
+[cols="2,2,4", options="header"]
+|====
+|Field|Type|Description
+.3+|`type`
+|`"text"`|A complete natural language message from the agent.
+|`"text-chunk"` | A streaming chunk of a longer message. Concatenate all chunks to reconstruct the full text.
+|`"answer"`|Populates `answer_title`, `answer_query`, `iframe_url` fields. A data visualization result with a title, the underlying query, and an embeddable URL.
+|`text`|__String__|The text content of the message. Present only when `type` is `"text"` or `"text-chunk"`. For `"text-chunk"` updates, concatenate all chunks in order to form the complete message.
+|`answer_title`|__String__|A human-readable title describing what the answer shows. Present only when `type` is `"answer"`.
+|`answer_query`|__String__|The search query ThoughtSpot used to generate the answer. Present only when `type` is `"answer"`. Useful for explaining to users what data was queried or for diagnosing unexpected results.
+|`iframe_url`|__String__|An embeddable URL for rendering the answer as an interactive visualization. Present only when `type` is `"answer"`. Use this to display a live chart or table if your environment supports iframes.
+|====
+
+
+=== create_dashboard
+
+Create a ThoughtSpot dashboard from answers generated in an analysis session.
+
+* Call this only after `get_session_updates` returns `is_done: true`, because you need the `answer_id` values from completed answer updates.
+* Collect all updates where type is answer across every poll of `get_session_updates`. Each one produces an `answer_id` you can include in the dashboard.
+* The `note_tile` should summarize the full analysis. It is the first thing a viewer sees on the dashboard.
+* Multiple answers from the same session or across multiple sessions can be combined into a single dashboard.
+
+==== Input parameters
+
+[cols="2,4", options="header"]
+|====
+|Field|Description
+
+|`title` |Required. Title of the dashboard to be created.
+|`answers`|Required. List of answer objects to add to the dashboard. Each answer requires an `answer_id` (from `get_session_updates` where `type` is `answer`) and a `title`.
+|`note_tile`| Required. An HTML summary of the analysis and answers, rendered as a styled tile on the dashboard. Must be a single line with no line breaks. Use `<br>` for spacing within the HTML. Include emojis, colors, and a `"Generated on <date> <time>"` header.
+||
+|====
+
+
+==== Example call
+
+[source,typescript]
+----
+const dashboard = await callMCPTool("create_dashboard", {
+    title: "Q4 2025 Regional Sales Analysis",
+    answers: [{
+            answer_id: "ans_xyz789", // answer_id from each answer-type update returned by get_session_updates.
+            title: "Total Sales by Region — Q4 2025"
+        },
+        {
+            answer_id: "ans_xyz790",
+            title: "Underperforming Regions — Q4 2025 vs Q4 2024"
+        }
+    ],
+    note_tile: "<h2 style='text-align:center;'> Q4 2025 Regional Sales Analysis</h2>" +
+        "<p>Analysis of total sales by region for Q4 2025, highlighting " +
+        "top-performing and underperforming regions.<br>" +
+        "Generated on 2026-04-16 10:00 AM</p>" // Required — single-line HTML string rendered as a styled summary tile at the top of the dashboard.
+});
+----
+
+[source,python]
+----
+dashboard = call_mcp_tool(
+    "create_dashboard",
+    {
+        "title": "Q4 2025 Regional Sales Analysis",
+        "answers": [
+            {
+                "answer_id": "ans_xyz789", # answer_id from each answer-type update returned by get_session_updates.
+                "title": "Total Sales by Region — Q4 2025",
+            },
+            {
+                "answer_id": "ans_xyz790",
+                "title": "Underperforming Regions - Q4 2025 vs Q4 2024",
+            },
+        ],
+        "note_tile": (
+            "<h2 style='text-align:center;'> Q4 2025 Regional Sales Analysis</h2>"
+            "<p>Analysis of total sales by region for Q4 2025, highlighting "
+            "top-performing and underperforming regions.<br>"
+            "Generated on 2026-04-16 10:00 AM</p>"  # Required. single-line HTML string rendered as a styled summary tile at the top of the dashboard.
+        ),
+    },
+)
+----
+
+==== Response
+
+[cols="2,4", options="header"]
+|====
+|*Field*|*Description*
+
+|`dashboard_id`|The unique identifier of the created dashboard.
+|`dashboard_url`|A link to the newly created dashboard in ThoughtSpot.
+|====
+
+=== Visualizations embedded in iframe
+When displaying the embedded visualization using the `iframe_url` property, the following user interaction features will be included by default:
+
+* Hover on data points to view details
+* Switch between chart and table mode
+* Click on table/axis headers to sort the visualization
+* Hover on search tokens to view details about the column or keyword
+* Make a copy (open Answer/Visualization page)
+* Download data (PNG, CSV, etc.)
+* Custom actions configured via Visual Embed SDK.
+
+The following features are not supported directly. However, you can use the *Make a Copy* option to get access to these capabilities:
+
+* Drill down
+* Changing filters
+* Changing chart type or chart config
+* Show underlying data, view query SQL or query visualizer
+* SpotIQ analysis
+
+== Legacy MCP Server setup
+The following sections outline the MCP request input schema and data structure of the response.
+
+=== ping
+Runs a basic health check to validate that the MCP Server is reachable.
+
+[source,ts]
+----
+const tsPing = await callMCPTool("ping", {});
+----
+
+=== getDataSourceSuggestions
+Suggests appropriate ThoughtSpot data models for a given natural language question.
+
+==== Example call
+
+[source,ts]
+----
+const dsSuggestions = await callMCPTool("getDataSourceSuggestions", {
+  query: "show me sales by region" // user's query
+});
+----
+
+==== Response
+
+Returns an object containing an array of suggestions:
+
+[source,json]
+----
+{
+  "suggestions": [
+    {
+      "header": {
+        "guid": "worksheet-guid-123",
+        "displayName": "Sales Analytics",
+        "description": "Sales performance by region, product, and channel"
+      },
+      "confidence": 0.92,
+      "llmReasoning": "This worksheet contains sales metrics and regional dimensions relevant to the query."
+    }
+  ]
+}
+----
+
+Key fields are:
+
+* `header.guid`: Unique ID for the datasource. The `datasourceId` is used in `getRelevantQuestions` and `getAnswer` calls.
+* `header.displayName`: Name of the data source.
+* `header.description`: Optional description of the data source.
+* `confidence`: Numeric score indicating the confidence of the system about a data model being the right match for the user’s query.
+* `llmReasoning`: LLM's reasoning for the suggestion.
+
+=== getRelevantQuestions
+Uses ThoughtSpot’s reasoning engine to generate AI-suggested sub-queries that help generate specific answers for a given data context.
+
+==== Example call
+
+[source,ts]
+----
+const result = await callMCPTool("getRelevantQuestions", {
+  query: "show me sales data", // User's natural language query
+  datasourceIds: ["model-guid-123"], // Array of worksheet/datasource GUIDs
+  additionalContext: "User is interested in the data for underperforming regions and products"
+});
+----
+
+==== Response
+
+[source,json]
+----
+{
+  "questions": [
+    "What is the total sales revenue by region?",
+    "Which products have the highest revenue?",
+    "What are the top selling categories?"
+  ]
+}
+----
+
+Each returned question can then be passed individually into `getAnswer`.
+
+=== getAnswer
+Executes a natural language question for a given data context and returns the resulting data and visualization metadata. Clients can use this data and frame URL to render visualizations.
+
+==== Example call
+
+[source,ts]
+----
+const result = await callMCPTool("getAnswer", {
+  question: "Total sales by region", // Natural language question
+  datasourceId: "model-guid-123" // Worksheet/datasource GUID
+});
+----
+
+==== Response
+
+[source,json]
+----
+{
+  "question": "Total sales by region",
+  "session_identifier": "abc-123-def-456",
+  "generation_number": 2,
+  "data": "\"Region\",\"Total Sales\"\n\"East\",100000\n...",
+  "frame_url": "https://...",
+  "fields_info": "..."
+}
+----
+
+Key fields are:
+
+* `session_identifier`: Unique session ID used to group answers. Required when creating a Liveboard from this answer using the `createLiveboard` MCP tool.
+* `generation_number`: Version number for this answer. Required for Liveboard creation.
+* `question`: The executed question; useful for display and to pass it into the `createLiveboard` request.
+* `data`: Data returned in encoded format. Contains column headers and all returned rows in comma-separated format, which can be parsed to render tables or charts in your application.
+* `frame_url`: Optional iframe URL for embedding the visualization in your UI.
+* `fields_info`: Descriptive metadata about the fields and chart, useful for explanations.
+
+=== createLiveboard
+
+Creates a ThoughtSpot Liveboard with one or more answers from the results. This is a two-step process and includes the following calls:
+
+. Call `getAnswer` to generate visualizations and obtain `session_identifier` and `generation_number`.
+. Call `createLiveboard` with those values to create the Liveboard.
+
+==== Example call
+
+[source,ts]
+----
+const answerData = JSON.parse(answerResult.result.content);
+
+const liveboardResult = await callMCPTool("createLiveboard", {
+  name: "My Sales Dashboard",
+  noteTile: "My Sales Dashboard was created by TS MCP Chat", // Description text for the Liveboard
+  answers: [{
+    question: answerData.question, // Display name for the Liveboard
+    session_identifier: answerData.session_identifier,
+    generation_number: answerData.generation_number
+  }]
+});
+----
+
+Required attributes are:
+
+* `noteTile`: Use this field for any Liveboard description or notes; a separate description field is not supported.
+* `answers`: Required array. Each item must include `question`, `session_identifier`, and `generation_number` from a prior `getAnswer` call.
+
+==== Response
+
+[source,json]
+----
+{
+  "liveboardId": "liveboard-guid-here",
+  "name": "My Sales Dashboard",
+  "frame_url": "https://..."
+}
+----
+
+Key fields are:
+
+* `liveboardId`: GUID of the created Liveboard.
+* `name`: Name of the Liveboard.
+* `frame_url`: URL that can be embedded to display the Liveboard.
+
+
+
+
+
+== Additional resources
+
+* To view the MCP Server code, go to the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
+* For a chat client example, see link:https://github.com/thoughtspot/developer-examples/tree/main/mcp/python-react-agent-simple-ui[Python Agent with Simple React UI].
+
+
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index f65951de8..b836d5cde 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -199,6 +199,7 @@ button {
     color: var(--icon-color);
 }
 
+
 /*Tags style start*/
 
 .video {
@@ -206,6 +207,7 @@ button {
     height: 600px;
 }
 
+
 .tag {
     border-radius: $tag-border-radius;
     display: inline-block;
@@ -270,6 +272,38 @@ button {
     border: solid 1px $highlight-darkred;
 }
 
+.version-badge {
+    border-radius: $tag-border-radius;
+    display: inline-flex;
+    align-items: center;
+    font-size: 14px;
+    font-weight: 600;
+    padding: 2px 8px;
+    text-align: center;
+    margin-right: 4px;
+    vertical-align: middle;
+}
+
+.version-badge.breaking {
+    background-color: #d32f2f;
+    color: #ffffff;
+}
+
+.version-badge.new {
+    background-color: #2e7d32;
+    color: #ffffff;
+}
+
+.version-badge.deprecated {
+    background-color: #f57c00;
+    color: #ffffff;
+}
+
+.version-badge.fixed {
+    background-color: #1565c0;
+    color: #ffffff;
+}
+
 .definedInTag {
     font-size: $font-size-small;
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diff --git a/static/doc-images/images/agents-mcp-server-arch.png b/static/doc-images/images/agents-mcp-server-arch.png
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literal 0
HcmV?d00001


From 4317debfc3d829beb2bdc66860f9addc044d360d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 17 Apr 2026 23:15:40 +0530
Subject: [PATCH 114/161] table edits

---
 modules/ROOT/pages/mcp-server-changelog.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index e2bc7c4df..e1f875363 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -73,7 +73,7 @@ The `send_session_message` does not return an answer. Integrations must now impl
 === MCP server URL changes and API versioning [.version-badge.breaking]##Breaking change##
 All MCP Server URLs now support date-based version, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
 
-[cols="6,5", options="header"]
+[cols="6,4", options="header"]
 |====
 |Current URL|New URL
 

From fd4c77414b52d502660312e2d1cb55cd75c9c542 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 17 Apr 2026 23:36:52 +0530
Subject: [PATCH 115/161] edits

---
 modules/ROOT/pages/mcp-integration.adoc              | 4 ++--
 modules/ROOT/pages/mcp-server-client-connection.adoc | 2 +-
 modules/ROOT/pages/mcp-tool-reference-guide.adoc     | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index a9ba06aa3..fd5c2c6e7 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -271,8 +271,8 @@ ThoughtSpot MCP Server now uses date-based API versioning in the URL. The new ve
 
 The valid MCP Server URLs include:
 
-* `https://agent.thoughtspot.app/mcp`: Points to legacy MCP tools.
-* `https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`: Points to new version with Spotter 3 support and new MCP tools.
+* `\https://agent.thoughtspot.app/mcp`: Points to legacy MCP tools.
+* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`: Points to new version with Spotter 3 support and new MCP tools.
 
 When you set the `api-version` to a specific date string, the server returns the version released on the specified date. If no new version of MCP Server is released on the date specified in the URL, the server returns the closest earlier version. For example, if you request `?api-version=2026-06-01` and no new version has been released since `2026-05-01`, the server returns the 2026-05-01 version. This means your integration continues to work without breaking, and you only need to update your pinned date if you want to opt in for a newer version.
 
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index 1bed96899..46190162c 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -41,7 +41,7 @@ For OAuth clients, use the following URL:
 For OpenAI MCP and Responses API integration, you can use the following URL:
 
 * `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
-
++
 [IMPORTANT]
 ====
 The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
index da18d800c..b78979531 100644
--- a/modules/ROOT/pages/mcp-tool-reference-guide.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -8,7 +8,7 @@
 
 ThoughtSpot MCP Server provides specialized tools that enables the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
 
-* xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP Server version with Spotter 3] [tag greenBackground]#NEW#
+* xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP Server version with Spotter 3] [.version-badge.new]#New#
 * xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP Server with legacy tools]
 
 == MCP Server with Spotter 3

From c8d9ef77076f24d86029ba36203cb9cf141f3183 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 18 Apr 2026 01:23:58 +0530
Subject: [PATCH 116/161] edits

---
 .../ROOT/pages/mcp-connect-custom-chatbot.adoc |  5 ++---
 modules/ROOT/pages/mcp-integration.adoc        |  5 ++---
 modules/ROOT/pages/mcp-server-changelog.adoc   |  3 ++-
 .../pages/mcp-server-client-connection.adoc    | 18 +++++++++---------
 .../ROOT/pages/mcp-tool-reference-guide.adoc   |  8 ++++----
 5 files changed, 19 insertions(+), 20 deletions(-)

diff --git a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
index c4b9095f0..1bcb12cae 100644
--- a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
+++ b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
@@ -66,7 +66,7 @@ In the above example, the API call includes:
 * ThoughtSpot’s MCP Server endpoint `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`. Replace `YYYY-MM-DD` with an actual date string.
 * An `authorization_token` that encodes which ThoughtSpot instance and user/token to use.
 
-Claude uses the configured MCP Server to call ThoughtSpot MCP tools as needed, using the bearer-style token you provided.
+Claude uses the configured MCP Server to call ThoughtSpot MCP tools as needed, using the bearer token you provided.
 
 === OpenAI Responses API
 If your application uses an OpenAI LLM, use the following API request format to connect OpenAI to the MCP Server:
@@ -159,8 +159,7 @@ To verify the integration:
 
 . Start a chat session by asking a question and verify whether your chatbot's LLM is calling the ThoughtSpot MCP tools to generate a response. +
 . Verify the tool calls. For information about tool calls and responses, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
-. Try the dashboard creation workflow:
-* Based on a user prompt, call `create_dashboard` to save the results as a ThoughtSpot dashboard.
+. Verify the Livebaord creation workflow and check whether a Liveboard is created in ThoughtSpot.
 . Verify whether the metadata in the output includes the URL to embed a visualization in an iframe or HTML snippet.
 
 == Troubleshooting errors
diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index fd5c2c6e7..d8fcda9a6 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -223,11 +223,10 @@ The agent calls `get_session_updates` repeatedly in a loop until `is_done` is `t
 5. *A dashboard is generated from the results (optional)* +
 The user can choose to save answers from the conversation as a ThoughtSpot dashboard. For this workflow, the agent extracts the `answer_id` and `answer_title` from each `answer` type update collected during polling and calls `create_dashboard`. +
 ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
-`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI
-where users can access full interactivity including drill-down and filters.
+`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI.
 
 6. *User asks a follow-up question (optional)* +
-The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the same `analytical_session_id`, no new session is required. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
+The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the `same analytical_session_id`. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
 
 For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index e1f875363..7709819e1 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -87,7 +87,8 @@ a|**URL with the API version**:  +
 `\https://agent.thoughtspot.app/token/mcp`. Always points to the latest version.
 
 |`\https://agent.thoughtspot.app/mcp` +
-Supports legacy MCP tools only. It will point to the latest version by default in an  upcoming release.
+Supports legacy MCP tools only. It will point to the latest version in an upcoming release. If your integration uses this URL without api-version, it will silently switch to the new tool set when migrated. To prevent unintended changes, add  `?api-version` to the URL.
+
 |`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
 
 |`\https://agent.thoughtspot.app/openai/mcp` [.version-badge.deprecated]#Deprecated# +
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index 46190162c..765cec9dc 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -38,15 +38,6 @@ For OAuth clients, use the following URL:
 
 `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
 
-For OpenAI MCP and Responses API integration, you can use the following URL:
-
-* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
-+
-[IMPORTANT]
-====
-The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
-====
-
 For clients that require a bearer token for authentication, use one of the following URLs:
 
 * `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` (Recommended) +
@@ -55,6 +46,15 @@ Uses the MCP Server version released on or before the specified date.
 * `\https://agent.thoughtspot.app/token/mcp` +
 Always points to the latest version. Use this with caution as it may introduce unintended changes to your environments.
 
+For OpenAI MCP and Responses API integration, use the following URL:
+
+* `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
++
+[IMPORTANT]
+====
+The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
+====
+
 For additional information about how to register a remote MCP Server, refer to your client's documentation.
 
 === Connecting MCP Server to local MCP clients
diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
index b78979531..ffa8090c1 100644
--- a/modules/ROOT/pages/mcp-tool-reference-guide.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -12,7 +12,7 @@ ThoughtSpot MCP Server provides specialized tools that enables the AI agent in y
 * xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP Server with legacy tools]
 
 == MCP Server with Spotter 3
-The new ThoughtSpot MCP integration exposes a three-tool workflow for running natural language analytics queries against your ThoughtSpot data sources. The pattern is always: **create a session** → **send a message** → **poll for updates**.
+The new ThoughtSpot MCP integration exposes a session-based workflow for running natural language analytics queries against your ThoughtSpot data sources. The pattern is always: **create a session** → **send a message** → **poll for updates**.
 
 === create_analysis_session
 Start an analytical session with ThoughtSpot's analytics agent. This is the required first step before sending any questions.
@@ -73,7 +73,7 @@ __Optional__|Can be used to provide external information relating to the questio
 
 [source,javascript]
 ----
-const sendMessage = callMCPTool("send_session_message", {
+const sendMessage = await callMCPTool("send_session_message", {
     analytical_session_id: "sess_abc123", // Session ID from create_analysis_session.
     message: "What were total sales by region last quarter?", // User's natural language question.
     additional_context: "The user's fiscal year starts in April. " +
@@ -166,7 +166,7 @@ Poll returning final updates:
    "session_updates":[
       {
          "type":"text-chunk",
-         "text":"Let me look at your sales data broken down by region..."
+         "text":"Data broken down by region..."
       },
       {
          "type":"text",
@@ -270,7 +270,7 @@ dashboard = call_mcp_tool(
             },
             {
                 "answer_id": "ans_xyz790",
-                "title": "Underperforming Regions - Q4 2025 vs Q4 2024",
+                "title": "Underperforming Regions — Q4 2025 vs Q4 2024",
             },
         ],
         "note_tile": (

From 98768ce43473a470af4f242af8f4967c5cc9e24d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 24 Apr 2026 20:36:05 +0530
Subject: [PATCH 117/161] ux changes, copy as markdown, secondary header,
 markdown build and other updates

---
 gatsby-node.js                               |  56 ++
 package-lock.json                            | 651 +++++++++++++++++++
 package.json                                 |   7 +-
 src/assets/styles/admonition.scss            |   2 +-
 src/assets/styles/index.scss                 |  32 +-
 src/assets/styles/variables.scss             | 172 +++--
 src/components/AnnouncementBanner/index.scss |  74 ++-
 src/components/AnnouncementBanner/index.tsx  |  40 +-
 src/components/Breadcrums/index.scss         |   2 +-
 src/components/CopyPageDropdown/index.scss   | 138 ++++
 src/components/CopyPageDropdown/index.tsx    | 177 +++++
 src/components/DevDocTemplate/index.tsx      |  67 +-
 src/components/Docmap/index.scss             | 260 +++++---
 src/components/Document/helper.tsx           | 142 ++--
 src/components/Document/index.scss           | 167 +++--
 src/components/Document/index.tsx            |  26 +-
 src/components/Dropdown/index.scss           |   2 +-
 src/components/Header/index.scss             | 304 ++++++---
 src/components/Header/index.tsx              | 143 ++--
 src/components/LeftSidebar/index.scss        |  59 +-
 src/components/SecondaryHeader/index.scss    |  64 ++
 src/components/SecondaryHeader/index.tsx     | 105 +++
 src/components/WasThisHelpful/index.scss     | 173 +++++
 src/components/WasThisHelpful/index.tsx      | 122 ++++
 24 files changed, 2511 insertions(+), 474 deletions(-)
 create mode 100644 src/components/CopyPageDropdown/index.scss
 create mode 100644 src/components/CopyPageDropdown/index.tsx
 create mode 100644 src/components/SecondaryHeader/index.scss
 create mode 100644 src/components/SecondaryHeader/index.tsx
 create mode 100644 src/components/WasThisHelpful/index.scss
 create mode 100644 src/components/WasThisHelpful/index.tsx

diff --git a/gatsby-node.js b/gatsby-node.js
index 3cb3567e4..2b08a9a1d 100644
--- a/gatsby-node.js
+++ b/gatsby-node.js
@@ -6,6 +6,62 @@ const {
 } = require('./src/configs/doc-configs');
 const { getDocLinkFromEdge } = require('./src/utils/gatsby-utils.js');
 
+/* ── Build-time Markdown generation ───────────────────────────────────────
+ * For every asciidoc node, convert the already-generated HTML to clean
+ * Markdown using cheerio (DOM pre-processing) + turndown (HTML→MD).
+ * The result is stored as `fields.markdownBody` on each node and exposed
+ * in GraphQL so CopyPageDropdown can use it instead of scraping the DOM.
+ */
+exports.onCreateNode = ({ node, actions }) => {
+    if (node.internal.type !== 'Asciidoc') return;
+
+    const { createNodeField } = actions;
+    const TurndownService = require('turndown');
+    const cheerio = require('cheerio');
+
+    const html = node.html || '';
+    const title = node.document?.title || node.pageAttributes?.title || '';
+
+    /* Load HTML into cheerio for pre-processing */
+    const $ = cheerio.load(html, { decodeEntities: false });
+
+    /* Remove anchor icon links that Asciidoctor injects next to headings */
+    $('a.anchor').remove();
+
+    /* Remove the embedded TOC — it adds noise to Markdown */
+    $('#toc').remove();
+
+    /* Convert admonition tables to readable text blocks */
+    $('.admonitionblock').each((_, el) => {
+        const type = $(el).attr('class').match(/\b(note|tip|warning|caution|important)\b/i)?.[1]?.toUpperCase() || 'NOTE';
+        const content = $(el).find('td.content').text().trim();
+        $(el).replaceWith(`<blockquote><p><strong>${type}:</strong> ${content}</p></blockquote>`);
+    });
+
+    /* Get the cleaned HTML */
+    const cleanedHtml = $('body').html() || '';
+
+    /* Configure turndown */
+    const td = new TurndownService({
+        headingStyle: 'atx',
+        bulletListMarker: '-',
+        codeBlockStyle: 'fenced',
+        fence: '```',
+    });
+
+    /* GFM table plugin — renders tables as proper Markdown pipe tables */
+    const { tables } = require('turndown-plugin-gfm');
+    td.use(tables);
+
+    const markdownBody = td.turndown(cleanedHtml);
+
+    createNodeField({
+        node,
+        name: 'markdownBody',
+        value: markdownBody,
+    });
+};
+
 exports.onPostBuild = () => {
     fsExtra.copyFileSync(
         `${__dirname}/robots.txt`,
diff --git a/package-lock.json b/package-lock.json
index e4e9d1f23..0565c77d2 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -9,6 +9,7 @@
             "dependencies": {
                 "@vercel/analytics": "^1.0.2",
                 "algoliasearch": "^4.10.5",
+                "cheerio": "^1.2.0",
                 "classnames": "^2.3.1",
                 "eventemitter3": "^4.0.7",
                 "gatsby-plugin-vercel": "^1.0.3",
@@ -17,6 +18,8 @@
                 "lodash": "^4.17.21",
                 "mixpanel-browser": "^2.45.0",
                 "react-helmet": "^6.1.0",
+                "turndown": "^7.2.4",
+                "turndown-plugin-gfm": "^1.0.2",
                 "use-deep-compare-effect": "^1.8.1"
             },
             "devDependencies": {
@@ -4419,6 +4422,12 @@
                 "node": ">=12.0.0"
             }
         },
+        "node_modules/@mixmark-io/domino": {
+            "version": "2.2.0",
+            "resolved": "https://registry.npmjs.org/@mixmark-io/domino/-/domino-2.2.0.tgz",
+            "integrity": "sha512-Y28PR25bHXUg88kCV7nivXrP2Nj2RueZ3/l/jdx6J9f8J4nsEGcgX0Qe6lt7Pa+J79+kPiJU3LguR6O/6zrLOw==",
+            "license": "BSD-2-Clause"
+        },
         "node_modules/@mrmlnc/readdir-enhanced": {
             "version": "2.2.1",
             "resolved": "https://registry.npmjs.org/@mrmlnc/readdir-enhanced/-/readdir-enhanced-2.2.1.tgz",
@@ -9168,6 +9177,238 @@
             "resolved": "https://registry.npmjs.org/chardet/-/chardet-0.7.0.tgz",
             "integrity": "sha512-mT8iDcrh03qDGRRmoA2hmBJnxpllMR+0/0qlzjqZES6NdiWDcZkCNAk4rPFZ9Q85r27unkiNNg8ZOiwZXBHwcA=="
         },
+        "node_modules/cheerio": {
+            "version": "1.2.0",
+            "resolved": "https://registry.npmjs.org/cheerio/-/cheerio-1.2.0.tgz",
+            "integrity": "sha512-WDrybc/gKFpTYQutKIK6UvfcuxijIZfMfXaYm8NMsPQxSYvf+13fXUJ4rztGGbJcBQ/GF55gvrZ0Bc0bj/mqvg==",
+            "license": "MIT",
+            "dependencies": {
+                "cheerio-select": "^2.1.0",
+                "dom-serializer": "^2.0.0",
+                "domhandler": "^5.0.3",
+                "domutils": "^3.2.2",
+                "encoding-sniffer": "^0.2.1",
+                "htmlparser2": "^10.1.0",
+                "parse5": "^7.3.0",
+                "parse5-htmlparser2-tree-adapter": "^7.1.0",
+                "parse5-parser-stream": "^7.1.2",
+                "undici": "^7.19.0",
+                "whatwg-mimetype": "^4.0.0"
+            },
+            "engines": {
+                "node": ">=20.18.1"
+            },
+            "funding": {
+                "url": "https://github.com/cheeriojs/cheerio?sponsor=1"
+            }
+        },
+        "node_modules/cheerio-select": {
+            "version": "2.1.0",
+            "resolved": "https://registry.npmjs.org/cheerio-select/-/cheerio-select-2.1.0.tgz",
+            "integrity": "sha512-9v9kG0LvzrlcungtnJtpGNxY+fzECQKhK4EGJX2vByejiMX84MFNQw4UxPJl3bFbTMw+Dfs37XaIkCwTZfLh4g==",
+            "license": "BSD-2-Clause",
+            "dependencies": {
+                "boolbase": "^1.0.0",
+                "css-select": "^5.1.0",
+                "css-what": "^6.1.0",
+                "domelementtype": "^2.3.0",
+                "domhandler": "^5.0.3",
+                "domutils": "^3.0.1"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/fb55"
+            }
+        },
+        "node_modules/cheerio-select/node_modules/css-select": {
+            "version": "5.2.2",
+            "resolved": "https://registry.npmjs.org/css-select/-/css-select-5.2.2.tgz",
+            "integrity": "sha512-TizTzUddG/xYLA3NXodFM0fSbNizXjOKhqiQQwvhlspadZokn1KDy0NZFS0wuEubIYAV5/c1/lAr0TaaFXEXzw==",
+            "license": "BSD-2-Clause",
+            "dependencies": {
+                "boolbase": "^1.0.0",
+                "css-what": "^6.1.0",
+                "domhandler": "^5.0.2",
+                "domutils": "^3.0.1",
+                "nth-check": "^2.0.1"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/fb55"
+            }
+        },
+        "node_modules/cheerio-select/node_modules/dom-serializer": {
+            "version": "2.0.0",
+            "resolved": "https://registry.npmjs.org/dom-serializer/-/dom-serializer-2.0.0.tgz",
+            "integrity": "sha512-wIkAryiqt/nV5EQKqQpo3SToSOV9J0DnbJqwK7Wv/Trc92zIAYZ4FlMu+JPFW1DfGFt81ZTCGgDEabffXeLyJg==",
+            "license": "MIT",
+            "dependencies": {
+                "domelementtype": "^2.3.0",
+                "domhandler": "^5.0.2",
+                "entities": "^4.2.0"
+            },
+            "funding": {
+                "url": "https://github.com/cheeriojs/dom-serializer?sponsor=1"
+            }
+        },
+        "node_modules/cheerio-select/node_modules/domhandler": {
+            "version": "5.0.3",
+            "resolved": "https://registry.npmjs.org/domhandler/-/domhandler-5.0.3.tgz",
+            "integrity": "sha512-cgwlv/1iFQiFnU96XXgROh8xTeetsnJiDsTc7TYCLFd9+/WNkIqPTxiM/8pSd8VIrhXGTf1Ny1q1hquVqDJB5w==",
+            "license": "BSD-2-Clause",
+            "dependencies": {
+                "domelementtype": "^2.3.0"
+            },
+            "engines": {
+                "node": ">= 4"
+            },
+            "funding": {
+                "url": "https://github.com/fb55/domhandler?sponsor=1"
+            }
+        },
+        "node_modules/cheerio-select/node_modules/domutils": {
+            "version": "3.2.2",
+            "resolved": "https://registry.npmjs.org/domutils/-/domutils-3.2.2.tgz",
+            "integrity": "sha512-6kZKyUajlDuqlHKVX1w7gyslj9MPIXzIFiz/rGu35uC1wMi+kMhQwGhl4lt9unC9Vb9INnY9Z3/ZA3+FhASLaw==",
+            "license": "BSD-2-Clause",
+            "dependencies": {
+                "dom-serializer": "^2.0.0",
+                "domelementtype": "^2.3.0",
+                "domhandler": "^5.0.3"
+            },
+            "funding": {
+                "url": "https://github.com/fb55/domutils?sponsor=1"
+            }
+        },
+        "node_modules/cheerio-select/node_modules/entities": {
+            "version": "4.5.0",
+            "resolved": "https://registry.npmjs.org/entities/-/entities-4.5.0.tgz",
+            "integrity": "sha512-V0hjH4dGPh9Ao5p0MoRY6BVqtwCjhz6vI5LT8AJ55H+4g9/4vbHx1I54fS0XuclLhDHArPQCiMjDxjaL8fPxhw==",
+            "license": "BSD-2-Clause",
+            "engines": {
+                "node": ">=0.12"
+            },
+            "funding": {
+                "url": "https://github.com/fb55/entities?sponsor=1"
+            }
+        },
+        "node_modules/cheerio/node_modules/dom-serializer": {
+            "version": "2.0.0",
+            "resolved": "https://registry.npmjs.org/dom-serializer/-/dom-serializer-2.0.0.tgz",
+            "integrity": "sha512-wIkAryiqt/nV5EQKqQpo3SToSOV9J0DnbJqwK7Wv/Trc92zIAYZ4FlMu+JPFW1DfGFt81ZTCGgDEabffXeLyJg==",
+            "license": "MIT",
+            "dependencies": {
+                "domelementtype": "^2.3.0",
+                "domhandler": "^5.0.2",
+                "entities": "^4.2.0"
+            },
+            "funding": {
+                "url": "https://github.com/cheeriojs/dom-serializer?sponsor=1"
+            }
+        },
+        "node_modules/cheerio/node_modules/domhandler": {
+            "version": "5.0.3",
+            "resolved": "https://registry.npmjs.org/domhandler/-/domhandler-5.0.3.tgz",
+            "integrity": "sha512-cgwlv/1iFQiFnU96XXgROh8xTeetsnJiDsTc7TYCLFd9+/WNkIqPTxiM/8pSd8VIrhXGTf1Ny1q1hquVqDJB5w==",
+            "license": "BSD-2-Clause",
+            "dependencies": {
+                "domelementtype": "^2.3.0"
+            },
+            "engines": {
+                "node": ">= 4"
+            },
+            "funding": {
+                "url": "https://github.com/fb55/domhandler?sponsor=1"
+            }
+        },
+        "node_modules/cheerio/node_modules/domutils": {
+            "version": "3.2.2",
+            "resolved": "https://registry.npmjs.org/domutils/-/domutils-3.2.2.tgz",
+            "integrity": "sha512-6kZKyUajlDuqlHKVX1w7gyslj9MPIXzIFiz/rGu35uC1wMi+kMhQwGhl4lt9unC9Vb9INnY9Z3/ZA3+FhASLaw==",
+            "license": "BSD-2-Clause",
+            "dependencies": {
+                "dom-serializer": "^2.0.0",
+                "domelementtype": "^2.3.0",
+                "domhandler": "^5.0.3"
+            },
+            "funding": {
+                "url": "https://github.com/fb55/domutils?sponsor=1"
+            }
+        },
+        "node_modules/cheerio/node_modules/entities": {
+            "version": "4.5.0",
+            "resolved": "https://registry.npmjs.org/entities/-/entities-4.5.0.tgz",
+            "integrity": "sha512-V0hjH4dGPh9Ao5p0MoRY6BVqtwCjhz6vI5LT8AJ55H+4g9/4vbHx1I54fS0XuclLhDHArPQCiMjDxjaL8fPxhw==",
+            "license": "BSD-2-Clause",
+            "engines": {
+                "node": ">=0.12"
+            },
+            "funding": {
+                "url": "https://github.com/fb55/entities?sponsor=1"
+            }
+        },
+        "node_modules/cheerio/node_modules/htmlparser2": {
+            "version": "10.1.0",
+            "resolved": "https://registry.npmjs.org/htmlparser2/-/htmlparser2-10.1.0.tgz",
+            "integrity": "sha512-VTZkM9GWRAtEpveh7MSF6SjjrpNVNNVJfFup7xTY3UpFtm67foy9HDVXneLtFVt4pMz5kZtgNcvCniNFb1hlEQ==",
+            "funding": [
+                "https://github.com/fb55/htmlparser2?sponsor=1",
+                {
+                    "type": "github",
+                    "url": "https://github.com/sponsors/fb55"
+                }
+            ],
+            "license": "MIT",
+            "dependencies": {
+                "domelementtype": "^2.3.0",
+                "domhandler": "^5.0.3",
+                "domutils": "^3.2.2",
+                "entities": "^7.0.1"
+            }
+        },
+        "node_modules/cheerio/node_modules/htmlparser2/node_modules/entities": {
+            "version": "7.0.1",
+            "resolved": "https://registry.npmjs.org/entities/-/entities-7.0.1.tgz",
+            "integrity": "sha512-TWrgLOFUQTH994YUyl1yT4uyavY5nNB5muff+RtWaqNVCAK408b5ZnnbNAUEWLTCpum9w6arT70i1XdQ4UeOPA==",
+            "license": "BSD-2-Clause",
+            "engines": {
+                "node": ">=0.12"
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+                "whatwg-encoding": {
+                    "version": "3.1.1",
+                    "resolved": "https://registry.npmjs.org/whatwg-encoding/-/whatwg-encoding-3.1.1.tgz",
+                    "integrity": "sha512-6qN4hJdMwfYBtE3YBTTHhoeuUrDBPZmbQaxWAqSALV/MeEnR5z1xd8UKud2RAkFoPkmB+hli1TZSnyi84xz1vQ==",
+                    "requires": {
+                        "iconv-lite": "0.6.3"
+                    }
+                }
+            }
+        },
         "end-of-stream": {
             "version": "1.4.4",
             "resolved": "https://registry.npmjs.org/end-of-stream/-/end-of-stream-1.4.4.tgz",
@@ -45928,6 +46506,61 @@
             "integrity": "sha512-Ofn/CTFzRGTTxwpNEs9PP93gXShHcTq255nzRYSKe8AkVpZY7e1fpmTfOyoIvjP5HG7Z2ZM7VS9PPhQGW2pOpw==",
             "dev": true
         },
+        "parse5-htmlparser2-tree-adapter": {
+            "version": "7.1.0",
+            "resolved": "https://registry.npmjs.org/parse5-htmlparser2-tree-adapter/-/parse5-htmlparser2-tree-adapter-7.1.0.tgz",
+            "integrity": "sha512-ruw5xyKs6lrpo9x9rCZqZZnIUntICjQAd0Wsmp396Ul9lN/h+ifgVV1x1gZHi8euej6wTfpqX8j+BFQxF0NS/g==",
+            "requires": {
+                "domhandler": "^5.0.3",
+                "parse5": "^7.0.0"
+            },
+            "dependencies": {
+                "domhandler": {
+                    "version": "5.0.3",
+                    "resolved": "https://registry.npmjs.org/domhandler/-/domhandler-5.0.3.tgz",
+                    "integrity": "sha512-cgwlv/1iFQiFnU96XXgROh8xTeetsnJiDsTc7TYCLFd9+/WNkIqPTxiM/8pSd8VIrhXGTf1Ny1q1hquVqDJB5w==",
+                    "requires": {
+                        "domelementtype": "^2.3.0"
+                    }
+                },
+                "entities": {
+                    "version": "6.0.1",
+                    "resolved": "https://registry.npmjs.org/entities/-/entities-6.0.1.tgz",
+                    "integrity": "sha512-aN97NXWF6AWBTahfVOIrB/NShkzi5H7F9r1s9mD3cDj4Ko5f2qhhVoYMibXF7GlLveb/D2ioWay8lxI97Ven3g=="
+                },
+                "parse5": {
+                    "version": "7.3.0",
+                    "resolved": "https://registry.npmjs.org/parse5/-/parse5-7.3.0.tgz",
+                    "integrity": "sha512-IInvU7fabl34qmi9gY8XOVxhYyMyuH2xUNpb2q8/Y+7552KlejkRvqvD19nMoUW/uQGGbqNpA6Tufu5FL5BZgw==",
+                    "requires": {
+                        "entities": "^6.0.0"
+                    }
+                }
+            }
+        },
+        "parse5-parser-stream": {
+            "version": "7.1.2",
+            "resolved": "https://registry.npmjs.org/parse5-parser-stream/-/parse5-parser-stream-7.1.2.tgz",
+            "integrity": "sha512-JyeQc9iwFLn5TbvvqACIF/VXG6abODeB3Fwmv/TGdLk2LfbWkaySGY72at4+Ty7EkPZj854u4CrICqNk2qIbow==",
+            "requires": {
+                "parse5": "^7.0.0"
+            },
+            "dependencies": {
+                "entities": {
+                    "version": "6.0.1",
+                    "resolved": "https://registry.npmjs.org/entities/-/entities-6.0.1.tgz",
+                    "integrity": "sha512-aN97NXWF6AWBTahfVOIrB/NShkzi5H7F9r1s9mD3cDj4Ko5f2qhhVoYMibXF7GlLveb/D2ioWay8lxI97Ven3g=="
+                },
+                "parse5": {
+                    "version": "7.3.0",
+                    "resolved": "https://registry.npmjs.org/parse5/-/parse5-7.3.0.tgz",
+                    "integrity": "sha512-IInvU7fabl34qmi9gY8XOVxhYyMyuH2xUNpb2q8/Y+7552KlejkRvqvD19nMoUW/uQGGbqNpA6Tufu5FL5BZgw==",
+                    "requires": {
+                        "entities": "^6.0.0"
+                    }
+                }
+            }
+        },
         "parseley": {
             "version": "0.7.0",
             "resolved": "https://registry.npmjs.org/parseley/-/parseley-0.7.0.tgz",
@@ -49873,6 +50506,19 @@
                 "safe-buffer": "^5.0.1"
             }
         },
+        "turndown": {
+            "version": "7.2.4",
+            "resolved": "https://registry.npmjs.org/turndown/-/turndown-7.2.4.tgz",
+            "integrity": "sha512-I8yFsfRzmzK0WV1pNNOA4A7y4RDfFxPRxb3t+e3ui14qSGOxGtiSP6GjeX+Y6CHb7HYaFj7ECUD7VE5kQMZWGQ==",
+            "requires": {
+                "@mixmark-io/domino": "^2.2.0"
+            }
+        },
+        "turndown-plugin-gfm": {
+            "version": "1.0.2",
+            "resolved": "https://registry.npmjs.org/turndown-plugin-gfm/-/turndown-plugin-gfm-1.0.2.tgz",
+            "integrity": "sha512-vwz9tfvF7XN/jE0dGoBei3FXWuvll78ohzCZQuOb+ZjWrs3a0XhQVomJEb2Qh4VHTPNRO4GPZh0V7VRbiWwkRg=="
+        },
         "tweetnacl": {
             "version": "0.14.5",
             "resolved": "https://registry.npmjs.org/tweetnacl/-/tweetnacl-0.14.5.tgz",
@@ -50037,6 +50683,11 @@
             "resolved": "https://registry.npmjs.org/unc-path-regex/-/unc-path-regex-0.1.2.tgz",
             "integrity": "sha512-eXL4nmJT7oCpkZsHZUOJo8hcX3GbsiDOa0Qu9F646fi8dT3XuSVopVqAcEiVzSKKH7UoDti23wNX3qGFxcW5Qg=="
         },
+        "undici": {
+            "version": "7.25.0",
+            "resolved": "https://registry.npmjs.org/undici/-/undici-7.25.0.tgz",
+            "integrity": "sha512-xXnp4kTyor2Zq+J1FfPI6Eq3ew5h6Vl0F/8d9XU5zZQf1tX9s2Su1/3PiMmUANFULpmksxkClamIZcaUqryHsQ=="
+        },
         "unicode-canonical-property-names-ecmascript": {
             "version": "2.0.0",
             "resolved": "https://registry.npmjs.org/unicode-canonical-property-names-ecmascript/-/unicode-canonical-property-names-ecmascript-2.0.0.tgz",
diff --git a/package.json b/package.json
index d0759507f..0ca56ddee 100644
--- a/package.json
+++ b/package.json
@@ -22,6 +22,7 @@
     "dependencies": {
         "@vercel/analytics": "^1.0.2",
         "algoliasearch": "^4.10.5",
+        "cheerio": "^1.2.0",
         "classnames": "^2.3.1",
         "eventemitter3": "^4.0.7",
         "gatsby-plugin-vercel": "^1.0.3",
@@ -30,6 +31,8 @@
         "lodash": "^4.17.21",
         "mixpanel-browser": "^2.45.0",
         "react-helmet": "^6.1.0",
+        "turndown": "^7.2.4",
+        "turndown-plugin-gfm": "^1.0.2",
         "use-deep-compare-effect": "^1.8.1"
     },
     "devDependencies": {
@@ -74,7 +77,6 @@
         "identity-obj-proxy": "^3.0.0",
         "jest": "^26.6.3",
         "jsdom": "^17.0.0",
-        "sass": "^1.80.6",
         "prettier": "2.1.2",
         "react": "^18.0.0",
         "react-dom": "^18.0.0",
@@ -83,6 +85,7 @@
         "react-resize-detector": "^9.x.0",
         "react-test-renderer": "^18.0.x",
         "react-use-flexsearch": "^0.1.1",
+        "sass": "^1.80.6",
         "ts-jest": "^26.5.5",
         "ts-node": "^10.9.1",
         "tsx": "^4.7.1",
@@ -105,4 +108,4 @@
     "globals": {
         "window": {}
     }
-}
\ No newline at end of file
+}
diff --git a/src/assets/styles/admonition.scss b/src/assets/styles/admonition.scss
index 70e082a27..2e1ea68d8 100644
--- a/src/assets/styles/admonition.scss
+++ b/src/assets/styles/admonition.scss
@@ -80,4 +80,4 @@
         position: relative;
         width: 100%;
     }
-}
+}
\ No newline at end of file
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index b836d5cde..cb273727d 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -44,6 +44,8 @@ body {
     }
 }
 
+$secondary-header-height: 44px;
+
 main {
     display: flow-root;
     background-color: var(--body-background-color);
@@ -51,7 +53,11 @@ main {
 
 main {
     display: flex;
-    height: calc(100lvh - $header-height);
+    height: calc(100lvh - #{$header-height} - #{$secondary-header-height});
+}
+
+.withHeaderFooter main {
+    height: calc(100lvh - #{$header-height} - #{$secondary-header-height});
 }
 
 * {
@@ -583,16 +589,18 @@ button {
     }
 }
 
+/* Admonition */
+
 .admonitionblock.note {
     border-left: 5px solid var(--var-note-color);
     td.content {
-        border: none !important;
-        border-radius: 0 !important;
+        border: 0 !important;
+        border-radius: 0.5 !important;
         box-shadow: none !important;
     }
     td.icon {
         left: 20px !important;
-        top: 5px !important;
+        top: 10px !important;
     }
 }
 .admonitionblock.important {
@@ -608,7 +616,7 @@ button {
     }
 }
 .admonitionblock.warning {
-    border-left: 5px solid var(--var-important-color);
+    border-left: 5px solid $warning-color;
     td.content {
         border: none !important;
         border-radius: 0 !important;
@@ -620,6 +628,20 @@ button {
     }
 }
 
+.admonitionblock.tip {
+    border-left: 5px solid $tip-color;
+    td.content {
+        border: 0 !important;
+        border-radius: 0.5 !important;
+        box-shadow: none !important;
+    }
+    td.icon {
+        left: 20px !important;
+        top: 10px !important;
+    }
+}
+
+
 .videoContainer {
     border-radius: 10px;
     overflow-x: auto;
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index 8147c15a1..d59a47f4c 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -1,4 +1,15 @@
 $gutter: 0;
+
+/* ThoughtSpot brand palette */
+$ts-black: #000000;
+$ts-grey: #f1f4f8;
+$ts-blue: #0568fa;
+$ts-navy: #012676;
+$ts-cyan: #74daff;
+$ts-teal: #6dbec4;
+$ts-purple: #dcadff;
+$ts-yellow: #fcde18;
+
 /*Colors*/
 $gray-80: #323946;
 $white: #fff;
@@ -6,7 +17,7 @@ $darkblue: #2770ef;
 $secondarycolor: #2770ef;
 $lightgrey: #eaedf2;
 $darkgrey: #777e8b;
-$hovercolor: rgba(113, 161, 244, 0.12);
+$hovercolor: rgba(5, 104, 250, 0.1);
 $text-container-background: rgba(192, 198, 207, 0.12);
 $disabledcolor: #a5acb9;
 $result-container-max-height: 320px;
@@ -32,17 +43,17 @@ $font-weight-normal: 300;
 $font-weight-bold: 600;
 $line-height-normal: 31px;
 $line-height-button: 16px;
-$line-height-doc: 1.6rem;
+$line-height-doc: 1.75rem;
 $line-height-result-title: 20px;
 $line-height-result-footer: 18px;
 $font-size-x-small: 11px;
 $font-size-small: 12px;
 $font-size-home: 13px;
-$font-size-normal: 14px;
+$font-size-normal: 15px;
 $font-size-table: 14px;
-$font-size-doc: 14px;
+$font-size-doc: 15px;
 $font-size-code: 13px;
-$line-height-code: 1.4rem;
+$line-height-code: 1.5rem;
 $font-size-large: 36px;
 $font-size-404: 1.25rem;
 $padding-md: 24px;
@@ -127,6 +138,7 @@ $important-on-color: $color-white;
 $note-on-color: $color-white;
 $tip-on-color: $color-white;
 $panel-background: $color-smoke-30;
+
 /* fonts */
 $rem-base: 18;
 $body-font-size-desktop: 1.125em; /* 18px */
@@ -143,6 +155,7 @@ $admonition-font-factor-p: 16;
 $admonition-content-line-height: 24px;
 $admonition-font-factor-pre: 15;
 
+
 /*Tag variables*/
 $beta-border-radius: 6px;
 $beta-padding: 2px 4px;
@@ -160,28 +173,46 @@ $tag-color-white: var(--body-background-color);
 $tag-color-light: $lightgrey;
 
 :root {
+    /* Brand tokens */
+    --ts-black: #000000;
+    --ts-grey: #f1f4f8;
+    --ts-blue: #0568fa;
+    --ts-navy: #012676;
+    --ts-cyan: #74daff;
+    --ts-teal: #6dbec4;
+    --ts-purple: #dcadff;
+    --ts-yellow: #fcde18;
+
     --body-background-color: #fff;
     --primary-color: #1d232f;
     --header-primary-color: #fff;
-    --header-color: #000000;
-    --header-border-color: #000000;
-    --header-link-color: #404040;
-    --nav-bar-color: #f6f8fa;
+    --header-color: #08072C;
+    --header-border-color: #08072C;
+    --header-link-color: rgba(255, 255, 255, 0.85);
+    --nav-bar-color: #f1f4f8;
+    --secondary-header-bg: #f1f4f8;
+    --secondary-header-border: #e2e8f0;
+    --secondary-header-text: #374151;
+    --secondary-header-active: #0568fa;
     --breadcrums-font-color: #5f6368;
     --announcement-block-color: #e1e1e1;
+    --announcement-text-color: #1d232f;
     --admonition-background: #fff;
-    --code-block-color: #283142;
-    --code-text-color: #eceff1;
+    --code-block-color: #0d1117;
+    --code-block-light: #f6f8fa;
+    --code-text-color: #e6edf3;
     --code-text-bg: #f6f8fa;
-    --side-nav-text: #404040;
-    --text-color-code-lang: #999;
-    --icon-color: #999;
+    --side-nav-text: #374151;
+    --side-nav-active-bg: rgba(5, 104, 250, 0.08);
+    --side-nav-active-text: #0568fa;
+    --text-color-code-lang: #8b949e;
+    --icon-color: #6b7280;
     --back-button-color: #1d232f;
     --back-button-background: #eaedf2;
-    --block-background: #eaedf2;
-    --border-color: #c0c6cf;
+    --block-background: #f1f4f8;
+    --border-color: #d1d5db;
     --table-header-color: #fff;
-    --border-color-tr: #e6e6e6;
+    --border-color-tr: #e5e7eb;
     --scrollbar-color: #a5acb9;
     --color-jet-70: #d14;
     --highlight-purple: #9334e6;
@@ -195,61 +226,78 @@ $tag-color-light: $lightgrey;
     --highlight-darkred: #900;
     --highlight-lilac: #d7aefb;
     --highlight-violet: #990073;
-    --secondary-color: #2770ef;
-    --header-background-color: #1d232f;
-    --var-note-color: #1d232f;
+    --secondary-color: #0568fa;
+    --header-background-color: #012676;
+    --var-note-color: #0568fa;
     --var-important-color: #E22B3D;
-    --var-docmap-nested-color: #777E8B;
-    --box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 12%), 0 0px 6px 0 rgba(0, 0, 0, 11%);
-    --box-shadow-hover: 0 16px 20px 0 rgba(0, 0, 0, 12%),
-        0 16px 20px 0 rgba(0, 0, 0, 12%);
+    --var-docmap-nested-color: #6b7280;
+    --box-shadow: 0 1px 3px 0 rgba(0, 0, 0, 0.1), 0 1px 2px 0 rgba(0, 0, 0, 0.06);
+    --box-shadow-hover: 0 4px 6px -1px rgba(0, 0, 0, 0.1),
+        0 2px 4px -1px rgba(0, 0, 0, 0.06);
+    --sidebar-connector-color: #d1d5db;
+    --copy-btn-bg: #f3f4f6;
+    --copy-btn-hover: #e5e7eb;
+    --was-helpful-bg: #f9fafb;
+    --was-helpful-border: #e5e7eb;
 }
 
 #wrapper[data-theme='dark'],
 #docsModal[data-theme='dark'] {
-    --body-background-color: #21252c;
-    --header-color: #323946;
-    --header-border-color: #777e8b;
-    --header-link-color: #1d232f;
-    --nav-bar-color: #21252c;
-    --primary-color: #e8eaed;
-    --header-primary-color: #1d232f;
-    --breadcrums-font-color: #a5acb9;
+    --body-background-color: #0d1117;
+    --header-color: #21252c;
+    --header-border-color: #21252c;
+    --header-link-color: rgba(255, 255, 255, 0.85);
+    --nav-bar-color: #161b22;
+    --secondary-header-bg: #161b22;
+    --secondary-header-border: #30363d;
+    --secondary-header-text: #c9d1d9;
+    --secondary-header-active: #74daff;
+    --primary-color: #e6edf3;
+    --header-primary-color: #e6edf3;
+    --breadcrums-font-color: #8b949e;
     --announcement-block-color: #3c4356;
-    --admonition-background: #3c4356;
-    --code-block-color: #3c4356;
-    --code-text-bg: #3c4356;
-    --code-text-color: #fff;
-    --side-nav-text: #fff;
-    --text-color-code-lang: #fff;
-    --icon-color: #fff;
-    --back-button-color: #fff;
-    --table-header-color: #3c4356;
-    --back-button-background: #a4abb8;
-    --block-background: none;
-    --border-color: #e8eaed;
-    --border-color-tr: #3c4356;
-    --scrollbar-color: #3c4356;
-    --color-jet-70: #e18114;
-    --highlight-purple: #40c4ff;
-    --highlight-green: aquamarine;
-    --highlight-lightgreen: #009926;
-    --highlight-lightblue: #90caf9;
+    --announcement-text-color: #e6edf3;
+    --admonition-background: #161b22;
+    --code-block-color: #161b22;
+    --code-block-light: #21262d;
+    --code-text-bg: #21262d;
+    --code-text-color: #e6edf3;
+    --side-nav-text: #c9d1d9;
+    --side-nav-active-bg: rgba(116, 218, 255, 0.12);
+    --side-nav-active-text: #74daff;
+    --text-color-code-lang: #8b949e;
+    --icon-color: #8b949e;
+    --back-button-color: #e6edf3;
+    --table-header-color: #21262d;
+    --back-button-background: #21262d;
+    --block-background: #161b22;
+    --border-color: #30363d;
+    --border-color-tr: #21262d;
+    --scrollbar-color: #30363d;
+    --color-jet-70: #ffa657;
+    --highlight-purple: #d2a8ff;
+    --highlight-green: #3fb950;
+    --highlight-lightgreen: #56d364;
+    --highlight-lightblue: #79c0ff;
     --highlight-darkblue: #9fa8da;
     --highlight-blue: #c5cae9;
-    --highlight-darkred: #ef9a9a;
-    --highlight-lilac: #8388fe;
+    --highlight-darkred: #ffa198;
+    --highlight-lilac: #b083f0;
     --highlight-violet: #f8bbd0;
-    --secondary-color: #8388fe;
-    --header-background-color: #787e8d;
-    --var-note-color: #e8eaed;
-    --var-important-color: #E22B3D;
-    --var-docmap-nested-color: #777e8b;
+    --secondary-color: #74daff;
+    --header-background-color: #012676;
+    --var-note-color: #74daff;
+    --var-important-color: #ff7b72;
+    --var-docmap-nested-color: #8b949e;
+    --sidebar-connector-color: #30363d;
+    --copy-btn-bg: #21262d;
+    --copy-btn-hover: #30363d;
+    --was-helpful-bg: #161b22;
+    --was-helpful-border: #30363d;
 
-    --box-shadow: 0 2px 2px 0 rgba(255, 255, 255, 12%),
-        0 0px 6px 0 rgba(255, 255, 255, 11%);
-    --box-shadow-hover: 0 16px 20px 0 rgb(255 255 255 / 6%),
-        0 16px 20px 0 rgb(255 255 255 / 6%);
+    --box-shadow: 0 1px 3px 0 rgba(0, 0, 0, 0.4), 0 1px 2px 0 rgba(0, 0, 0, 0.3);
+    --box-shadow-hover: 0 4px 6px -1px rgba(0, 0, 0, 0.4),
+        0 2px 4px -1px rgba(0, 0, 0, 0.3);
 }
 
 $header-height: 65px;
diff --git a/src/components/AnnouncementBanner/index.scss b/src/components/AnnouncementBanner/index.scss
index bff42281f..d51358a79 100644
--- a/src/components/AnnouncementBanner/index.scss
+++ b/src/components/AnnouncementBanner/index.scss
@@ -1,38 +1,82 @@
+@import '../../assets/styles/variables.scss';
+
 .announcementBanner {
     width: 100%;
-    border-bottom: 1px solid var(--border-color);
-    background: #dce5f9;
-    color: var(--primary-color);
+    background: var(--announcement-block-color, #e1e1e1);
+    color: var(--announcement-text-color, #1d232f);
+    border-bottom: 1px solid rgba(0, 0, 0, 0.08);
+
+    .announcementBanner__content {
+        color: var(--announcement-text-color, #1d232f);
+    }
+
+    .announcementBanner__link {
+        color: var(--secondary-color, #0568fa);
+        font-weight: 600;
+        text-decoration: underline;
+    }
+
+    .announcementBanner__close {
+        color: var(--announcement-text-color, #1d232f);
+        opacity: 0.7;
+
+        &:hover {
+            opacity: 1;
+        }
+    }
 }
 
 .announcementBanner__inner {
     display: flex;
-    gap: 12px;
     align-items: center;
     justify-content: center;
-    padding-top: 10px;
-    padding-bottom: 10px;
+    gap: 12px;
+    padding-top: 9px;
+    padding-bottom: 9px;
+    position: relative;
 }
 
 .announcementBanner__content {
-    font-size: 15px;
-    line-height: 21px;
+    font-size: 14px;
+    line-height: 20px;
     text-align: center;
     flex: 1 1 auto;
     font-weight: 500;
-    color: #4b5563;
 }
 
 .announcementBanner__link {
-    color: #1a73e8;
-    text-decoration: underline;
-    font-size: 15px;
+    font-size: 14px;
+}
+
+.announcementBanner__close {
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    background: transparent;
+    border: none;
+    cursor: pointer;
+    padding: 4px;
+    border-radius: 4px;
+    flex-shrink: 0;
+    transition: background 0.15s ease;
+
+    &:hover {
+        background: rgba(0, 0, 0, 0.1);
+    }
+
+    .close-icon {
+        width: 16px;
+        height: 16px;
+    }
 }
 
 @media screen and (max-width: 767px) {
     .announcementBanner__inner {
-        flex-direction: column;
-        align-items: flex-start;
+        flex-direction: row;
+        align-items: center;
     }
-}
 
+    .announcementBanner__content {
+        text-align: left;
+    }
+}
diff --git a/src/components/AnnouncementBanner/index.tsx b/src/components/AnnouncementBanner/index.tsx
index e88c22e38..08018477c 100644
--- a/src/components/AnnouncementBanner/index.tsx
+++ b/src/components/AnnouncementBanner/index.tsx
@@ -1,24 +1,54 @@
-import React from 'react';
+import React, { useState, useEffect } from 'react';
+import { MdClose } from '@react-icons/all-files/md/MdClose';
+import { IconContext } from '@react-icons/all-files';
 import './index.scss';
 
+type BannerVariant = 'release' | 'info';
+
 type AnnouncementBannerProps = {
     enabled?: boolean;
     message: React.ReactNode;
+    variant?: BannerVariant;
+    dismissKey?: string;
 };
 
 const AnnouncementBanner = (props: AnnouncementBannerProps) => {
-    const { enabled = true, message } = props;
+    const { enabled = true, message, variant = 'release', dismissKey = 'announcement-banner' } = props;
+    const [dismissed, setDismissed] = useState(false);
+
+    useEffect(() => {
+        const isDismissed = sessionStorage.getItem(dismissKey) === 'dismissed';
+        setDismissed(isDismissed);
+    }, [dismissKey]);
 
-    if (!enabled) return null;
+    const handleDismiss = () => {
+        sessionStorage.setItem(dismissKey, 'dismissed');
+        setDismissed(true);
+    };
+
+    if (!enabled || dismissed) return null;
 
     return (
-        <div className="announcementBanner" role="region" aria-label="Announcement">
+        <div
+            className={`announcementBanner announcementBanner--${variant}`}
+            role="region"
+            aria-label="Announcement"
+        >
             <div className="containerWrapper announcementBanner__inner">
                 <div className="announcementBanner__content">{message}</div>
+                <button
+                    className="announcementBanner__close"
+                    onClick={handleDismiss}
+                    aria-label="Dismiss announcement"
+                    title="Dismiss"
+                >
+                    <IconContext.Provider value={{ className: 'close-icon' }}>
+                        <MdClose />
+                    </IconContext.Provider>
+                </button>
             </div>
         </div>
     );
 };
 
 export default AnnouncementBanner;
-
diff --git a/src/components/Breadcrums/index.scss b/src/components/Breadcrums/index.scss
index c053c5d89..52de02678 100644
--- a/src/components/Breadcrums/index.scss
+++ b/src/components/Breadcrums/index.scss
@@ -1,7 +1,7 @@
 @import '../../assets/styles/variables.scss';
 
 .breadcrumsWrapper {
-    padding: 20px 0 20px;
+    padding: 10px 0 25px;
     
     .breadcrumb {
         margin: 0;
diff --git a/src/components/CopyPageDropdown/index.scss b/src/components/CopyPageDropdown/index.scss
new file mode 100644
index 000000000..f04c2de8f
--- /dev/null
+++ b/src/components/CopyPageDropdown/index.scss
@@ -0,0 +1,138 @@
+@import '../../assets/styles/variables.scss';
+
+.copy-page-dropdown {
+    position: relative;
+    display: inline-block;
+
+    &__trigger {
+        display: inline-flex;
+        align-items: center;
+        gap: 6px;
+        padding: 6px 12px;
+        font-size: 13px;
+        font-weight: 500;
+        color: var(--primary-color);
+        background: var(--body-background-color);
+        border: 1px solid var(--border-color, #d1d5db);
+        border-radius: 6px;
+        cursor: pointer;
+        font-family: 'Optimo-Plain', sans-serif;
+        transition: all 0.15s ease;
+        white-space: nowrap;
+
+        &:hover {
+            border-color: var(--secondary-color, #0568fa);
+            color: var(--secondary-color, #0568fa);
+        }
+
+        &.copied {
+            color: #16a34a;
+            border-color: #16a34a;
+        }
+
+        .copy-page-icon {
+            width: 14px;
+            height: 14px;
+        }
+
+        .copy-chevron {
+            width: 13px;
+            height: 13px;
+            transition: transform 0.15s ease;
+        }
+
+        &[aria-expanded='true'] .copy-chevron {
+            transform: rotate(180deg);
+        }
+    }
+
+    &__menu {
+        position: absolute;
+        top: calc(100% + 6px);
+        right: 0;
+        background: var(--body-background-color);
+        border: 1px solid var(--border-color, #d1d5db);
+        border-radius: 8px;
+        box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12);
+        min-width: 240px;
+        padding: 6px;
+        z-index: 50;
+        animation: cpDropFadeIn 0.12s ease;
+    }
+
+    &__item {
+        display: flex;
+        align-items: flex-start;
+        gap: 10px;
+        width: 100%;
+        padding: 9px 12px;
+        font-size: 13px;
+        font-weight: 400;
+        color: var(--primary-color);
+        background: transparent;
+        border: none;
+        border-radius: 5px;
+        cursor: pointer;
+        font-family: 'Optimo-Plain', sans-serif;
+        text-align: left;
+        transition: background 0.1s ease;
+
+        &:hover {
+            background: var(--block-background, #f1f4f8);
+
+            .copy-page-dropdown__item-label {
+                color: var(--secondary-color, #0568fa);
+            }
+
+            .menu-item-icon {
+                color: var(--secondary-color, #0568fa);
+            }
+        }
+
+        .menu-item-icon {
+            width: 14px;
+            height: 14px;
+            color: var(--icon-color, #6b7280);
+            flex-shrink: 0;
+            margin-top: 2px;
+        }
+    }
+
+    &__item-text {
+        display: flex;
+        flex-direction: column;
+        gap: 1px;
+    }
+
+    &__item-label {
+        font-size: 13px;
+        font-weight: 500;
+        color: var(--primary-color);
+        line-height: 1.4;
+        transition: color 0.1s ease;
+    }
+
+    &__item-sub {
+        font-size: 11.5px;
+        color: var(--icon-color, #6b7280);
+        line-height: 1.3;
+        font-weight: 400;
+    }
+
+    &__separator {
+        height: 1px;
+        background: var(--border-color, #e5e7eb);
+        margin: 4px 8px;
+    }
+}
+
+@keyframes cpDropFadeIn {
+    from {
+        opacity: 0;
+        transform: translateY(-4px);
+    }
+    to {
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
diff --git a/src/components/CopyPageDropdown/index.tsx b/src/components/CopyPageDropdown/index.tsx
new file mode 100644
index 000000000..cb9fa794d
--- /dev/null
+++ b/src/components/CopyPageDropdown/index.tsx
@@ -0,0 +1,177 @@
+import React, { useState, useRef, useEffect } from 'react';
+import { IconContext } from '@react-icons/all-files';
+import { FiCopy } from '@react-icons/all-files/fi/FiCopy';
+import { FiChevronDown } from '@react-icons/all-files/fi/FiChevronDown';
+import { FiExternalLink } from '@react-icons/all-files/fi/FiExternalLink';
+import './index.scss';
+
+type CopyPageDropdownProps = {
+    pageTitle?: string;
+    markdownBody?: string;
+};
+
+const CopyPageDropdown = (props: CopyPageDropdownProps) => {
+    const { pageTitle, markdownBody } = props;
+    const [open, setOpen] = useState(false);
+    const [copied, setCopied] = useState(false);
+    const ref = useRef<HTMLDivElement>(null);
+
+    useEffect(() => {
+        const handleClickOutside = (e: MouseEvent) => {
+            if (ref.current && !ref.current.contains(e.target as Node)) {
+                setOpen(false);
+            }
+        };
+        document.addEventListener('mousedown', handleClickOutside);
+        return () => document.removeEventListener('mousedown', handleClickOutside);
+    }, []);
+
+    const getPageMarkdown = (): string => {
+        const sourceUrl = typeof window !== 'undefined' ? window.location.href : '';
+        const header = sourceUrl ? `Source: ${sourceUrl}\n\n` : '';
+
+        /* Prefer build-time Markdown — clean headings, no chain icons */
+        if (markdownBody) {
+            return `${header}${markdownBody}`;
+        }
+
+        /* Fallback: browser scrape (used if GraphQL field is missing) */
+        const title = pageTitle || (typeof document !== 'undefined' ? document.title : '');
+        const contentEl = typeof document !== 'undefined'
+            ? (document.querySelector('.documentView') as HTMLElement)
+            : null;
+        if (!contentEl) return `# ${title}\n\n${sourceUrl}`;
+
+        const tmp = document.createElement('div');
+        tmp.innerHTML = contentEl.innerHTML;
+        tmp.querySelectorAll('script, style, a.anchor').forEach(el => el.remove());
+        const text = (tmp.innerText || tmp.textContent || '').replace(/\n{3,}/g, '\n\n').trim();
+        return `# ${title}\n\n${header}${text}`;
+    };
+
+    const handleCopyMarkdown = async () => {
+        try {
+            const md = getPageMarkdown();
+            await navigator.clipboard.writeText(md);
+            setCopied(true);
+            setTimeout(() => setCopied(false), 2000);
+        } catch {
+            /* Fallback */
+            const ta = document.createElement('textarea');
+            ta.value = getPageMarkdown();
+            document.body.appendChild(ta);
+            ta.select();
+            document.execCommand('copy');
+            document.body.removeChild(ta);
+            setCopied(true);
+            setTimeout(() => setCopied(false), 2000);
+        }
+        setOpen(false);
+    };
+
+    const handleOpenInAI = (aiService: 'chatgpt' | 'claude') => {
+        const pageUrl = window.location.href;
+        const prompt = encodeURIComponent(
+            `Read ${pageUrl} so I can ask questions about it.`
+        );
+        const url = aiService === 'chatgpt'
+            ? `https://chatgpt.com/?q=${prompt}`
+            : `https://claude.ai/new?q=${prompt}`;
+
+        window.open(url, '_blank', 'noopener,noreferrer');
+        setOpen(false);
+    };
+
+    const handleViewMarkdown = () => {
+        const md = getPageMarkdown();
+        const blob = new Blob([md], { type: 'text/plain' });
+        const blobUrl = URL.createObjectURL(blob);
+        window.open(blobUrl, '_blank');
+        setTimeout(() => URL.revokeObjectURL(blobUrl), 10000);
+        setOpen(false);
+    };
+
+    return (
+        <div className="copy-page-dropdown" ref={ref}>
+            <button
+                className={`copy-page-dropdown__trigger ${copied ? 'copied' : ''}`}
+                onClick={() => setOpen(!open)}
+                aria-expanded={open}
+                aria-haspopup="true"
+                title="Copy or share this page"
+            >
+                <IconContext.Provider value={{ className: 'copy-page-icon' }}>
+                    <FiCopy />
+                </IconContext.Provider>
+                <span>{copied ? 'Copied!' : 'Copy page'}</span>
+                <IconContext.Provider value={{ className: 'copy-chevron' }}>
+                    <FiChevronDown />
+                </IconContext.Provider>
+            </button>
+
+            {open && (
+                <div className="copy-page-dropdown__menu" role="menu">
+                    <button
+                        className="copy-page-dropdown__item"
+                        role="menuitem"
+                        onClick={handleCopyMarkdown}
+                    >
+                        <IconContext.Provider value={{ className: 'menu-item-icon' }}>
+                            <FiCopy />
+                        </IconContext.Provider>
+                        <span className="copy-page-dropdown__item-text">
+                            <span className="copy-page-dropdown__item-label">Copy as Markdown</span>
+                            <span className="copy-page-dropdown__item-sub">Copy page content to clipboard</span>
+                        </span>
+                    </button>
+
+                    <button
+                        className="copy-page-dropdown__item"
+                        role="menuitem"
+                        onClick={() => handleOpenInAI('chatgpt')}
+                    >
+                        <IconContext.Provider value={{ className: 'menu-item-icon' }}>
+                            <FiExternalLink />
+                        </IconContext.Provider>
+                        <span className="copy-page-dropdown__item-text">
+                            <span className="copy-page-dropdown__item-label">Open in ChatGPT</span>
+                            <span className="copy-page-dropdown__item-sub">Ask questions about this page</span>
+                        </span>
+                    </button>
+
+                    <button
+                        className="copy-page-dropdown__item"
+                        role="menuitem"
+                        onClick={() => handleOpenInAI('claude')}
+                    >
+                        <IconContext.Provider value={{ className: 'menu-item-icon' }}>
+                            <FiExternalLink />
+                        </IconContext.Provider>
+                        <span className="copy-page-dropdown__item-text">
+                            <span className="copy-page-dropdown__item-label">Open in Claude</span>
+                            <span className="copy-page-dropdown__item-sub">Ask questions about this page</span>
+                        </span>
+                    </button>
+
+                    <div className="copy-page-dropdown__separator" role="separator" />
+
+                    <button
+                        className="copy-page-dropdown__item"
+                        role="menuitem"
+                        onClick={handleViewMarkdown}
+                    >
+                        <IconContext.Provider value={{ className: 'menu-item-icon' }}>
+                            <FiExternalLink />
+                        </IconContext.Provider>
+                        <span className="copy-page-dropdown__item-text">
+                            <span className="copy-page-dropdown__item-label">View as Markdown</span>
+                            <span className="copy-page-dropdown__item-sub">Preview raw Markdown in new tab</span>
+                        </span>
+                    </button>
+                </div>
+            )}
+        </div>
+    );
+};
+
+export default CopyPageDropdown;
diff --git a/src/components/DevDocTemplate/index.tsx b/src/components/DevDocTemplate/index.tsx
index c432d67b2..96992103f 100644
--- a/src/components/DevDocTemplate/index.tsx
+++ b/src/components/DevDocTemplate/index.tsx
@@ -14,6 +14,7 @@ import { Seo } from '../Seo';
 import { queryStringParser, isPublicSite } from '../../utils/app-utils';
 import { passThroughHandler, fetchChild } from '../../utils/doc-utils';
 import Header from '../Header';
+import SecondaryHeader, { DocCategory, CATEGORY_PAGEIDS } from '../SecondaryHeader';
 import LeftSidebar from '../LeftSidebar';
 import Docmap from '../Docmap';
 import Document from '../Document';
@@ -94,6 +95,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
     const [breadcrumsData, setBreadcrumsData] = useState(
         fetchChild(initialNavContentData) || [],
     );
+    const [activeCategory, setActiveCategory] = useState<DocCategory>('embedding');
     const [showSearch, setShowSearch] = useState(false);
     const [leftNavOpen, setLeftNavOpen] = useState(false);
     const [keyword, updateKeyword] = useState('');
@@ -101,11 +103,16 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
         if (typeof window !== 'undefined') return isPublicSite(location.search);
         return true;
     });
-    const checkout =
-        typeof window !== 'undefined'
-            ? localStorage.getItem('theme') === 'dark'
-            : null;
-    const [isDarkMode, setDarkMode] = useState(checkout);
+    const [isDarkMode, setDarkMode] = useState<boolean>(() => {
+        if (typeof window === 'undefined') return false;
+        /* themeMode is only written when the user explicitly clicks the toggle.
+           If absent, follow OS preference fresh every load. */
+        const explicitChoice = localStorage.getItem('themeMode');
+        if (explicitChoice) return explicitChoice === 'dark';
+        const prefersDark = window.matchMedia?.('(prefers-color-scheme: dark)').matches ?? false;
+        localStorage.setItem('theme', prefersDark ? 'dark' : 'light');
+        return prefersDark;
+    });
     const [key, setKey] = useState('');
 
     const isCustomPage = _.values(CUSTOM_PAGE_ID).some(
@@ -133,6 +140,15 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
 
     const isAskDocsPage = params[TS_PAGE_ID_PARAM] === CUSTOM_PAGE_ID.ASK_DOCS;
 
+    /* Detect active category from current page ID */
+    useEffect(() => {
+        const currentPageId = curPageNode.pageAttributes.pageid;
+        const found = (Object.entries(CATEGORY_PAGEIDS) as [DocCategory, string[]][]).find(
+            ([, pageIds]) => pageIds.includes(currentPageId),
+        );
+        if (found) setActiveCategory(found[0]);
+    }, [curPageNode.pageAttributes.pageid]);
+
     useEffect(() => {
         // based on query params set if public site is open or not
         setIsPublicSiteOpen(isPublicSite(location.search));
@@ -151,7 +167,16 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
 
     useEffect(() => {
         if (isBrowser()) {
-            setDarkMode(localStorage.getItem('theme') === 'dark');
+            /* Correct SSR mismatch on first hydration */
+            const explicitChoice = localStorage.getItem('themeMode');
+            let isDark: boolean;
+            if (explicitChoice) {
+                isDark = explicitChoice === 'dark';
+            } else {
+                isDark = window.matchMedia?.('(prefers-color-scheme: dark)').matches ?? false;
+                localStorage.setItem('theme', isDark ? 'dark' : 'light');
+            }
+            setDarkMode(isDark);
             setKey('dark');
         }
     }, []);
@@ -433,6 +458,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                                 docContent={docContent}
                                 breadcrumsData={breadcrumsData}
                                 isPublicSiteOpen={isPublicSiteOpen}
+                                markdownBody={curPageNode.fields?.markdownBody}
                             />
                         </div>
                         {shouldShowRightNav && (
@@ -487,6 +513,12 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
         );
     };
 
+    const isEmbeddedContext = () => {
+        if (!isBrowser()) return false;
+        const urlParams = new URLSearchParams(location.search);
+        return urlParams.get('context') === 'embedded' || !isPublicSiteOpen;
+    };
+
     const getClassName = () => {
         let cName = isDarkMode ? 'dark ' : '';
         if (isPublicSiteOpen) cName += 'withHeaderFooter';
@@ -494,6 +526,10 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
         return cName;
     };
 
+    const getWrapperClassName = () => {
+        return isEmbeddedContext() ? 'embedded-mode' : '';
+    };
+
     const getCloudLatestVersion = () => {
         const cloudLatest = VERSION_DROPDOWN?.find(
             (v) => v?.subLabel && v.subLabel.toLowerCase().includes('cloud (latest)'),
@@ -570,12 +606,15 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
         HOME_ANNOUNCEMENT_BANNER?.linkHref,
     );
 
+    const bannerDismissKey = `announcement-${HOME_ANNOUNCEMENT_BANNER?.linkText || 'banner'}`;
+
     return (
         <>
             <Seo title={docTitle} description={docDescription} />
             <Analytics />
             <div
                 id="wrapper"
+                className={getWrapperClassName()}
                 data-theme={isDarkMode ? 'dark' : 'light'}
                 key={key}
             >
@@ -597,6 +636,8 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                 {shouldShowAnnouncementBanner() && (
                     <AnnouncementBanner
                         enabled={HOME_ANNOUNCEMENT_BANNER?.enabled}
+                        variant="release"
+                        dismissKey={bannerDismissKey}
                         message={
                             <span>
                                 {HOME_ANNOUNCEMENT_BANNER?.linkHref &&
@@ -626,13 +667,17 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                         }
                     />
                 )}
+                <SecondaryHeader
+                    activeCategory={activeCategory}
+                    onCategoryChange={setActiveCategory}
+                />
                 <main
                     className={getClassName()}
                     ref={ref as React.RefObject<HTMLDivElement>}
                     style={
                         !isPublicSiteOpen
-                            ? { height: '100lvh' }
-                            : { height: 'calc(100lvh -  65px)' }
+                            ? { height: 'calc(100lvh - 44px)' }
+                            : { height: 'calc(100lvh - 65px - 44px)' }
                     }
                 >
                     {isPlayGround ? (
@@ -677,6 +722,9 @@ export const query = graphql`
                 description
             }
             html
+            fields {
+                markdownBody
+            }
         }
         navNode: asciidoc(pageAttributes: { pageid: { eq: $navId } }) {
             document {
@@ -718,4 +766,7 @@ type AsciiDocNode = {
         description?: string;
     };
     html: string;
+    fields?: {
+        markdownBody?: string;
+    };
 };
diff --git a/src/components/Docmap/index.scss b/src/components/Docmap/index.scss
index 18282a2d4..f716d2234 100644
--- a/src/components/Docmap/index.scss
+++ b/src/components/Docmap/index.scss
@@ -1,100 +1,160 @@
-@import '../../assets/styles/variables.scss';
-
-.docmapLinks {
-    width: -webkit-fill-available;
-    font-size: 14px;
-    height: 100lvh;
-
-    .tocTitle {
-        margin: 0;
-        color: $disabledcolor;
-        line-height: $line-height-normal;
-        padding-left: 0;
-    }
-    div > ul > {
-        li {
-            border-left: 2px solid #d9d9d9;
-            padding-bottom: 25px !important;
-        }
-        li::before {
-            content: '';
-            border-radius: 50%;
-            padding: 2px 6px;
-            background: #d9d9d9;
-            position: relative;
-            left: -7px;
-            height: 7px;
-        }
-        .active::before {
-            background: var(--secondary-color) !important;
-        }
-    }
-
-    div {
-        ul {
-            margin-top: 10px;
-            list-style-type: none;
-            padding-left: 0;
-            background-color: var(--border-color) solid;
-
-            li {
-                display: flex;
-                flex-wrap: wrap;
-                padding-bottom: 15px;
-
-                a {
-                    color: var(--primary-color);
-                    font-weight: $font-weight-normal;
-                    display: flex;
-                    flex-grow: 1;
-                    width: 80%;
-                    margin: -2px 0 0 7px;
-                }
-
-                a:hover {
-                    color: var(--secondary-color);
-                }
-
-                ul {
-                    padding-left: $padding-nested-ul;
-                    padding-top: 5px;
-                    li a{
-                        color: var(--var-docmap-nested-color);
-                    }
-                }
-            }
-        }
-    }
-
-    #toctitle {
-        display: none;
-    }
-}
-
-.defaultStyle {
-    color: var(--primary-color);
-    padding: 8px 0;
-    display: inline-block;
-}
-
-.activeTag {
-    color: var(--secondary-color) !important;
-}
-
-@media screen and (min-width: $tablet-resolution-min) and (max-width: $tablet-resolution-max) {
-    .docmapLinks {
-        display: none;
-    }
-    .header-banner .header-banner-text {
-        width: 100% !important;
-    }
-    .searchInputBanner .searchInputContainer {
-        width: 100% !important;
-    }
-}
-
-@media screen and (max-width: $tablet-resolution-max) {
-    .docmapLinks {
-        display: none;
-    }
-}
+@import '../../assets/styles/variables.scss';
+
+.docmapLinks {
+    width: 100%;
+    font-size: 14px;
+
+    .tocTitle {
+        margin: 0 0 14px 0;
+        font-size: 11px;
+        font-weight: 700;
+        letter-spacing: 0.07em;
+        text-transform: uppercase;
+        color: var(--icon-color, #6b7280);
+        padding: 0;
+        line-height: 1;
+    }
+
+    /* Root list — vertical timeline with connector line */
+    div > ul {
+        list-style: none;
+        margin: 0;
+        padding: 0;
+        border-left: 2px solid var(--border-color, #e5e7eb);
+        margin-left: 6px;
+
+        > li {
+            position: relative;
+            padding: 0 0 14px 20px;
+
+            /* Dot on connector line */
+            &::before {
+                content: '';
+                position: absolute;
+                left: -5px;
+                top: 7px;
+                width: 8px;
+                height: 8px;
+                border-radius: 50%;
+                background: var(--border-color, #d1d5db);
+                transition: background 0.15s ease;
+            }
+
+            &.active::before,
+            &:has(a.active)::before {
+                background: var(--secondary-color, #0568fa);
+            }
+
+            > a {
+                display: block;
+                color: var(--primary-color);
+                font-size: 14px;
+                font-weight: 500;
+                line-height: 1.5;
+                text-decoration: none;
+                padding: 2px 0;
+                transition: color 0.15s ease;
+
+                &:hover {
+                    color: var(--secondary-color, #0568fa);
+                }
+
+                &.active {
+                    color: var(--secondary-color, #0568fa);
+                    font-weight: 600;
+                }
+            }
+
+            /* Nested ul — sub-sections */
+            ul {
+                list-style: none;
+                margin: 8px 0 0 0;
+                padding: 0 0 0 12px;
+
+                li {
+                    padding: 5px 0;
+
+                    a {
+                        display: block;
+                        color: var(--var-docmap-nested-color, #6b7280);
+                        font-size: 13px;
+                        font-weight: 400;
+                        line-height: 1.45;
+                        text-decoration: none;
+                        transition: color 0.15s ease;
+
+                        &:hover {
+                            color: var(--secondary-color, #0568fa);
+                        }
+
+                        &.active {
+                            color: var(--secondary-color, #0568fa);
+                            font-weight: 600;
+                        }
+                    }
+                }
+            }
+        }
+    }
+
+    div {
+        ul {
+            margin-top: 0;
+
+            li {
+                display: block;
+                flex-wrap: unset;
+                padding-bottom: 0;
+
+                a {
+                    width: auto;
+                    margin: 0;
+                    flex-grow: unset;
+                }
+
+                a:hover {
+                    color: var(--secondary-color);
+                }
+
+                ul {
+                    padding-top: 2px;
+                    li a {
+                        color: var(--var-docmap-nested-color);
+                    }
+                }
+            }
+        }
+    }
+
+    #toctitle {
+        display: none;
+    }
+}
+
+.defaultStyle {
+    color: var(--primary-color);
+    padding: 8px 0;
+    display: inline-block;
+}
+
+.activeTag {
+    color: var(--secondary-color) !important;
+}
+
+@media screen and (min-width: $tablet-resolution-min) and (max-width: $tablet-resolution-max) {
+    .docmapLinks {
+        display: none;
+    }
+    .header-banner .header-banner-text {
+        width: 100% !important;
+    }
+    .searchInputBanner .searchInputContainer {
+        width: 100% !important;
+    }
+}
+
+@media screen and (max-width: $tablet-resolution-max) {
+    .docmapLinks {
+        display: none;
+    }
+}
diff --git a/src/components/Document/helper.tsx b/src/components/Document/helper.tsx
index a1351b3fc..86287fb78 100644
--- a/src/components/Document/helper.tsx
+++ b/src/components/Document/helper.tsx
@@ -1,6 +1,6 @@
 import React from 'react';
 import hljs from 'highlight.js';
-import { RiFileCopyFill } from '@react-icons/all-files/ri/RiFileCopyFill';
+import { FiCopy } from '@react-icons/all-files/fi/FiCopy';
 import t from '../../utils/lang-utils';
 import { getHTMLFromComponent } from '../../utils/react-utils';
 import selectors from '../../constants/selectorsContant';
@@ -10,48 +10,97 @@ export const enableCopyToClipboard = (
     ...args: HTMLElement[]
 ) => {
     element.addEventListener('click', () => {
-        const textareaElement = document.createElement('textarea');
-        textareaElement.value = (args[0] as HTMLElement).innerText;
-        element.parentElement.appendChild(textareaElement);
-        textareaElement.select();
-        document.execCommand('copy');
-        element.parentElement.removeChild(textareaElement);
+        const text = (args[0] as HTMLElement).innerText;
+
+        /* Copy to clipboard — prefer modern API, fall back to execCommand */
+        if (navigator.clipboard) {
+            navigator.clipboard.writeText(text).catch(() => {
+                const ta = document.createElement('textarea');
+                ta.value = text;
+                document.body.appendChild(ta);
+                ta.select();
+                document.execCommand('copy');
+                document.body.removeChild(ta);
+            });
+        } else {
+            const ta = document.createElement('textarea');
+            ta.value = text;
+            document.body.appendChild(ta);
+            ta.select();
+            document.execCommand('copy');
+            document.body.removeChild(ta);
+        }
+
+        /* Tooltip appended inside the button so it floats via absolute positioning */
+        if (element.querySelector('.tooltip')) return;
         const divElement = document.createElement('div');
         divElement.classList.add('tooltip');
         const spanElement = document.createElement('span');
         spanElement.classList.add('tooltiptext');
         spanElement.innerText = t('CODE_COPY_BTN_AFTER_CLICK_TEXT');
         divElement.appendChild(spanElement);
-        element.parentElement.appendChild(divElement);
-        /* To remove copy tooltip */
+        element.appendChild(divElement);
         setTimeout(() => {
-            element.parentElement.removeChild(divElement);
-        }, 500);
+            if (element.contains(divElement)) {
+                element.removeChild(divElement);
+            }
+        }, 1500);
     });
 };
 
 export const customizeDocContent = () => {
-    /* To get all the code blocks from document */
+    /*
+     * Restructure code blocks to have a permanent header bar:
+     *   lang label (left)  ·  copy button (right)
+     *
+     * Before:  <pre class="highlight"><code data-lang="js">...</code></pre>
+     * After:   <div class="code-block-wrapper">
+     *            <div class="code-block-header">
+     *              <span class="lang">JS</span>
+     *              <button class="copyButton">...</button>
+     *            </div>
+     *            <pre class="highlight"><code>...</code></pre>
+     *          </div>
+     *
+     * Guard against double-processing on re-render.
+     */
     document.querySelectorAll(selectors.codeBlocks).forEach((tag) => {
+        const pre = tag.parentElement;
+        if (!pre || pre.parentElement?.classList.contains('code-block-wrapper')) return;
+
+        /* ── Header bar ── */
+        const header = document.createElement('div');
+        header.classList.add('code-block-header');
+
+        /* Language label (left) */
+        const langSpan = document.createElement('span');
+        const rawLang = tag.getAttribute('data-lang') || '';
+        langSpan.classList.add('lang');
+        langSpan.innerText = rawLang;
+        header.appendChild(langSpan);
+
+        /* Copy button (right) */
         const buttonElement = document.createElement('button');
         buttonElement.setAttribute('class', 'copyButton');
-        enableCopyToClipboard(buttonElement, tag as HTMLElement);
+        buttonElement.setAttribute('aria-label', t('CODE_COPY_BTN_HOVER_TEXT'));
+        buttonElement.setAttribute('title', t('CODE_COPY_BTN_HOVER_TEXT'));
+
         const imageElement = document.createElement('span');
-        imageElement.innerHTML = getHTMLFromComponent(
-            <RiFileCopyFill />,
-            'copyIcon',
-        );
+        imageElement.innerHTML = getHTMLFromComponent(<FiCopy />, 'copyIcon');
         buttonElement.appendChild(imageElement);
-        const spanElement = document.createElement('span');
-        spanElement.innerText = tag.getAttribute('data-lang');
-        spanElement.classList.add('lang');
-        const wrapperDiv = document.createElement('div');
-        wrapperDiv.classList.add('wrapperContainer');
-        wrapperDiv.appendChild(spanElement);
-        wrapperDiv.appendChild(buttonElement);
-        tag.parentElement.appendChild(wrapperDiv);
+
+        enableCopyToClipboard(buttonElement, tag as HTMLElement);
+        header.appendChild(buttonElement);
+
+        /* ── Wrap pre in code-block-wrapper ── */
+        const wrapper = document.createElement('div');
+        wrapper.classList.add('code-block-wrapper');
+        pre.parentNode?.insertBefore(wrapper, pre);
+        wrapper.appendChild(header);
+        wrapper.appendChild(pre);
     });
-    /* Add copy buttons to marked table cells */
+
+    /* Add copy buttons to marked table cells (unchanged) */
     document
         .querySelectorAll('.copy-cell-table table, table.copy-cell-table')
         .forEach((table) => {
@@ -59,9 +108,8 @@ export const customizeDocContent = () => {
                 .querySelectorAll('tbody tr td:nth-child(2)')
                 .forEach((cell) => {
                     const cellElement = cell as HTMLElement;
-                    if (cellElement.querySelector('.tableCopyButton')) {
-                        return;
-                    }
+                    if (cellElement.querySelector('.tableCopyButton')) return;
+
                     cellElement.classList.add('tableCopyCell');
                     const contentWrapper = document.createElement('div');
                     contentWrapper.classList.add('tableCopyContent');
@@ -69,33 +117,26 @@ export const customizeDocContent = () => {
                         contentWrapper.appendChild(cellElement.firstChild);
                     }
                     cellElement.appendChild(contentWrapper);
+
                     const buttonElement = document.createElement('button');
                     buttonElement.setAttribute('class', 'tableCopyButton');
-                    buttonElement.setAttribute(
-                        'aria-label',
-                        t('CODE_COPY_BTN_HOVER_TEXT'),
-                    );
-                    buttonElement.setAttribute(
-                        'title',
-                        t('CODE_COPY_BTN_HOVER_TEXT'),
-                    );
+                    buttonElement.setAttribute('aria-label', t('CODE_COPY_BTN_HOVER_TEXT'));
+                    buttonElement.setAttribute('title', t('CODE_COPY_BTN_HOVER_TEXT'));
+
                     enableCopyToClipboard(buttonElement, contentWrapper);
                     const imageElement = document.createElement('span');
-                    imageElement.innerHTML = getHTMLFromComponent(
-                        <RiFileCopyFill />,
-                        'copyIcon',
-                    );
+                    imageElement.innerHTML = getHTMLFromComponent(<FiCopy />, 'copyIcon');
                     buttonElement.appendChild(imageElement);
                     cellElement.appendChild(buttonElement);
                 });
         });
-    /* To highlight code snippets */
+
+    /* Syntax highlight */
     document.querySelectorAll('pre code').forEach((block) => {
         hljs.highlightBlock(block as HTMLElement);
     });
 };
 
-// Checks if the HTML element is in viewport.
 const isInViewport = (el: HTMLElement) => {
     const rect = el.getBoundingClientRect();
     return rect.top >= 0 && rect.left >= 0;
@@ -104,28 +145,21 @@ const isInViewport = (el: HTMLElement) => {
 export const addScrollListener = () => {
     document.addEventListener('scroll', () => {
         const subLinks = document.querySelectorAll(selectors.docmapLinks);
-        // console.log(subLinks);
         let flag = false;
         subLinks.forEach((link, i: number) => {
             const href = (link as HTMLAnchorElement).href;
             const hash = href.split('#')[1];
             if (hash) {
-                const targetElement = document.getElementById(hash)
-                    ?.parentElement;
+                const targetElement = document.getElementById(hash)?.parentElement;
                 if (targetElement) {
-                    const isVisible = isInViewport(
-                        targetElement as HTMLElement,
-                    );
+                    const isVisible = isInViewport(targetElement as HTMLElement);
                     if (isVisible && !flag) {
                         link.classList.add('active');
                         link.parentElement?.classList.add('active');
                         if (
-                            link?.parentElement?.parentElement?.parentElement
-                                ?.tagName === 'LI'
+                            link?.parentElement?.parentElement?.parentElement?.tagName === 'LI'
                         ) {
-                            link?.parentElement?.parentElement?.parentElement?.classList?.add(
-                                'active',
-                            );
+                            link?.parentElement?.parentElement?.parentElement?.classList?.add('active');
                         }
                         flag = !flag;
                     } else {
diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index ff4d74ec1..c7efbcdc7 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -7,6 +7,12 @@
     width: calc(98%);
     color: var(--primary-color);
 
+    .document-toolbar {
+        float: right;
+        margin-left: 16px;
+        padding-top: 6px;
+    }
+
     .documentView {
         min-height: 75vh;
         // padding: $padding-md $padding-md 0;
@@ -46,13 +52,14 @@
         code {
             background: var(--code-text-bg);
             font-family: $font-family-code;
-            font-size: 13px;
-            border: 0.5px solid #C0C6CF;
-            padding: 2px 4px 2px 4px;
+            font-size: 12.5px;
+            border: 1px solid var(--border-color);
+            border-radius: 4px;
+            padding: 2px 5px;
             color: var(--primary-color);
 
             a {
-                color: var(--primary-color);
+                color: var(--secondary-color);
             }
         }
     }
@@ -69,68 +76,136 @@
         margin: 0 5px 0 5px;
     }
 
+    /* ── Code block wrapper — holds header bar + pre ─────────────────── */
+    .code-block-wrapper {
+        margin: 16px 0;
+        border-radius: 8px;
+        border: 1px solid var(--border-color);
+        overflow: hidden;
+    }
+
+    /* ── Code block header bar ────────────────────────────────────────── */
+    .code-block-header {
+        display: flex;
+        align-items: center;
+        justify-content: space-between;
+        padding: 7px 12px;
+        background: rgba(255, 255, 255, 0.05);
+        border-bottom: 1px solid var(--border-color);
+
+        .lang {
+            font-size: 12px;
+            font-weight: 600;
+            letter-spacing: 0.05em;
+            text-transform: uppercase;
+            color: var(--text-color-code-lang, #8b949e);
+            font-family: $font-family-code;
+        }
+
+        .copyButton {
+            display: inline-flex;
+            align-items: center;
+            justify-content: center;
+            width: 28px;
+            height: 28px;
+            padding: 0;
+            color: var(--text-color-code-lang, #8b949e);
+            background: transparent;
+            border: 1px solid rgba(255, 255, 255, 0.15);
+            border-radius: 5px;
+            cursor: pointer;
+            transition: background 0.15s ease, color 0.15s ease;
+            position: relative;
+
+            &:hover {
+                background: rgba(255, 255, 255, 0.1);
+                color: #fff;
+            }
+
+            .copyIcon {
+                height: 14px;
+                width: 14px;
+                display: block;
+                flex-shrink: 0;
+            }
+
+            /* Tooltip floats below — absolutely positioned so it doesn't shift layout */
+            .tooltip {
+                position: absolute;
+                top: calc(100% + 6px);
+                right: 0;
+                z-index: 10;
+                pointer-events: none;
+
+                .tooltiptext {
+                    display: block;
+                    background: #1d232f;
+                    color: #fff;
+                    font-size: 11px;
+                    padding: 3px 8px;
+                    border-radius: 4px;
+                    white-space: nowrap;
+                    box-shadow: 0 2px 8px rgba(0, 0, 0, 0.35);
+                }
+            }
+        }
+    }
+
     pre {
         white-space: pre-wrap;
-        background: var(--code-block-color);
+        background: var(--code-block-color, #0d1117);
         color: var(--code-text-color);
         width: auto;
-        padding: 20px 10px 10px 10px;
-        display: flex;
+        /* Padding: extra top/bottom spacing as requested */
+        padding: 20px 18px 20px 18px;
+        display: block;
         font-family: $font-family-code;
-        justify-content: space-between;
         overflow: auto;
         font-size: $font-size-code;
         max-height: 700px;
         line-height: $line-height-code;
-        box-shadow: var(--box-shadow);
+        border-radius: 0;
+        border: none;
+        box-shadow: none;
+        margin: 0;
+
+        /* When NOT inside wrapper (e.g. admonition code), apply standalone style */
+        &:not(.code-block-wrapper pre) {
+            border-radius: 8px;
+            border: 1px solid var(--border-color);
+            margin: 16px 0;
+        }
     }
 
     pre.highlight {
-        &:hover {
-            .wrapperContainer {
-                visibility: visible;
-            }
-        }
-
         code {
-            max-width: 100%;
+            width: 100%;
             font-family: $font-family-code;
-            padding-top: 10px;
+            padding-top: 0;
+            display: block;
         }
+    }
 
-        .wrapperContainer {
-            max-width: 15%;
-            position: relative;
-            visibility: hidden;
-            padding: 25px;
+    /* Light mode: keep code blocks dark for better readability */
+    #wrapper[data-theme='light'] & {
+        .code-block-wrapper {
+            border-color: #2d333b;
 
-            .lang {
-                position: absolute;
-                top: -20px;
-                padding: 5px;
-                right: 36px;
-                text-transform: uppercase;
-                color: var(--text-color-code-lang);
-            }
-
-            .copyButton {
-                position: absolute;
-                top: -15px;
-                padding: 5px;
-                right: 0px;
-                border: 0;
-                background: transparent;
+            .code-block-header {
+                background: #22272e;
+                border-bottom-color: #2d333b;
 
-                img {
-                    width: 15px;
+                .lang { color: #8b949e; }
+                .copyButton {
+                    border-color: rgba(255, 255, 255, 0.15);
+                    color: #8b949e;
+                    &:hover { background: rgba(255, 255, 255, 0.1); color: #cdd9e5; }
                 }
             }
-
-            .tooltip {
-                position: absolute;
-                top: 15px;
-                right: -8px;
-            }
+        }
+        pre {
+            background: #1e2430;
+            color: #cdd9e5;
         }
     }
 
diff --git a/src/components/Document/index.tsx b/src/components/Document/index.tsx
index 1915e558c..916213f1b 100644
--- a/src/components/Document/index.tsx
+++ b/src/components/Document/index.tsx
@@ -4,6 +4,8 @@ import { customizeDocContent, addScrollListener } from './helper';
 import Footer from '../Footer';
 import Breadcrums from '../Breadcrums';
 import LinkableHeader from '../LinkableHeader';
+import WasThisHelpful from '../WasThisHelpful';
+import CopyPageDropdown from '../CopyPageDropdown';
 import { HOME_PAGE_ID } from '../../configs/doc-configs';
 import parse, { HTMLReactParserOptions, domToReact, attributesToProps } from 'html-react-parser';
 
@@ -12,8 +14,9 @@ const Document = (props: {
     docTitle: string;
     docContent: string;
     isPublicSiteOpen: boolean;
-    shouldShowRightNav: boolean
+    shouldShowRightNav: boolean;
     breadcrumsData: any;
+    markdownBody?: string;
 }) => {
     useEffect(() => {
         customizeDocContent();
@@ -29,33 +32,42 @@ const Document = (props: {
                 ['h2', 'h3', 'h4'].includes(domNode.name) &&
                 !domNode.parent?.attribs?.class?.includes('non-link')
             ) {
-                const props = attributesToProps(domNode.attribs);
-                return (<LinkableHeader {...props} tag={domNode.name} id={domNode.attribs.id}>
+                const nodeProps = attributesToProps(domNode.attribs);
+                return (<LinkableHeader {...nodeProps} tag={domNode.name} id={domNode.attribs.id}>
                     {domToReact(domNode.children, options)}
                 </LinkableHeader>)
             }
+            return undefined;
         }
     };
 
+    const isHomePage = props.pageid === HOME_PAGE_ID;
+
     return (
         <div
             className="documentWrapper"
-            style={{
-                width: !props.shouldShowRightNav ? '100%' : null,
-            }}
+            style={!props.shouldShowRightNav ? { width: '100%' } : undefined}
         >
-            {props.pageid !== HOME_PAGE_ID && (
+            {!isHomePage && (
                 <Breadcrums
                     breadcrumsData={props.breadcrumsData}
                     pageid={props.pageid}
                 />
             )}
+            {!isHomePage && (
+                <div className="document-toolbar">
+                    <CopyPageDropdown pageTitle={props.docTitle} markdownBody={props.markdownBody} />
+                </div>
+            )}
             <div
                 id={props.docTitle}
                 className="documentView"
             >
                 {parse(props.docContent, options)}
             </div>
+            {!isHomePage && props.isPublicSiteOpen && (
+                <WasThisHelpful />
+            )}
             {props.isPublicSiteOpen && <Footer />}
         </div>
     );
diff --git a/src/components/Dropdown/index.scss b/src/components/Dropdown/index.scss
index 81c383205..0ee4cf5c6 100644
--- a/src/components/Dropdown/index.scss
+++ b/src/components/Dropdown/index.scss
@@ -1,7 +1,7 @@
 @import '../../assets/styles/variables.scss';
 
 .dropdownWrapper {
-    padding: 5px;
+    padding: 10px;
     .dropdown {
         overflow: hidden;
         @media screen and (min-width: $tablet-resolution-min) and (max-width: $tablet-resolution-max) {
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index beb35a8fc..be349e2ed 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -1,104 +1,200 @@
-@import '../../assets/styles/variables.scss';
-
-header {
-    background: var(--header-color);
-    position: absolute;
-    top: 0;
-    left: 0;
-    width: 100%;
-    height: $header-height;
-    border-bottom: var(--header-border-color);
-    z-index: $header-zIndex;
-
-    .logo-link{
-        color: white;
-    }
-
-    .thoughtspotLogo {
-        vertical-align: middle;
-        width: $header-logo-width;
-        padding-right: 20px;
-    }
-
-    .headerWrapper {
-        display: flex;
-        justify-content: space-between;
-        padding: 5px 10px 10px 5px;
-        width: 100%;
-    }
-
-    .logo {
-        padding-right: 0px;
-    }
-
-    .docsWrapper {
-        margin-left: 20px;
-        padding-left: 20px;
-        color: $lightgrey;
-        cursor: pointer;
-    }
-
-    .headerLink {
-        a {
-            margin-left: $header-link-margin;
-            padding-left: 40px;
-            padding-right: 20px;
-            cursor: pointer;
-            color: var(--header-link-color);
-            font-weight: bold;
-        }
-        @media (max-width: 820px) {
-            display: none;
-        }
-    }
-    .dropdownWrapper {
-        @media (max-width: $mobile-resolution-max) {
-            display: none;
-        }
-    }
-    .header-logo {
-        @media (max-width: 820px) {
-            flex-grow: 1;
-        }
-    }
-
-    .headerLinkSelf {
-        a {
-            margin-left: $header-link-margin;
-            cursor: pointer;
-            color: $lightgrey;
-        }
-        @media (max-width: 820px) {
-            display: none;
-        }
-    }
-    .themeSwitcher {
-        cursor: pointer;
-        padding: 5px 20px 0 0;
-    }
-    .theme-version-wrapper {
-        display: flex;
-        flex-basis: 22%;
-        max-width: 220px;
-    }
-    .theme-icon,
-    .references .icon {
-        color: $white;
-        height: 1.25em;
-        width: 1.25em;
-    }
-    .references {
-        padding-top: 5px;
-        display: flex;
-        @media (max-width: $mobile-resolution-max) {
-            display: none;
-        }
-        .icon-item {
-            padding-right: 15px;
-            cursor: pointer;
-            :last-child {
-                padding-right: 0;
-            }
-        }
-    }
-}
+@import '../../assets/styles/variables.scss';
+
+header {
+    background: var(--header-color, #08072C);
+    position: absolute;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: $header-height;
+    z-index: $header-zIndex;
+
+    /* Embedded mode hides top header */
+    .embedded-mode & {
+        display: none;
+    }
+
+    .containerWrapper {
+        height: 100%;
+        padding: 0 20px;
+        display: flex;
+        align-items: center;
+    }
+
+    .headerWrapper {
+        display: flex;
+        align-items: center;
+        justify-content: space-between;
+        width: 100%;
+        gap: 12px;
+    }
+
+    /* Logo — same size as original site */
+    .header-logo {
+        flex-shrink: 0;
+
+        @media (max-width: 820px) {
+            flex-grow: 1;
+        }
+    }
+
+    .logo-link {
+        display: flex;
+        align-items: center;
+        color: white;
+        text-decoration: none;
+    }
+
+    .logo {
+        margin: 5px;
+        padding: 5px 0 5px 5px;
+    }
+
+    .thoughtspotLogo {
+        width: $header-logo-width; /* 273px — same as original */
+        vertical-align: middle;
+        padding-right: 20px;
+    }
+
+    /* Primary navigation */
+    .header-nav {
+        display: flex;
+        align-items: center;
+        gap: 2px;
+        flex: 1;
+        padding-left: 8px;
+
+        @media (max-width: 820px) {
+            display: none;
+        }
+    }
+
+    .header-nav-link {
+        display: inline-flex;
+        align-items: center;
+        gap: 4px;
+        padding: 6px 14px 0 0;
+        color: rgba(255, 255, 255, 0.85);
+        font-size: 15px;
+        font-weight: 700;
+        text-decoration: none;
+        border-radius: 6px;
+        border: none;
+        background: transparent;
+        cursor: pointer;
+        transition: background 0.15s ease, color 0.15s ease;
+        font-family: 'Optimo-Plain', sans-serif;
+        white-space: nowrap;
+
+        &:hover {
+            background: rgba(255, 255, 255, 0.1);
+            color: #fff;
+        }
+    }
+
+    /* Resources dropdown */
+    .header-dropdown {
+        position: relative;
+        .header-chevron {
+            width: 14px;
+            height: 14px;
+            transition: transform 0.15s ease;
+        }
+
+        &-trigger[aria-expanded='true'] .header-chevron {
+            transform: rotate(180deg);
+        }
+
+        &-menu {
+            position: absolute;
+            top: calc(100% + 8px);
+            left: 0;
+            background: #1d1d1d;
+            border: 1px solid rgba(255, 255, 255, 0.12);
+            border-radius: 10px;
+            box-shadow: 0 12px 32px rgba(0, 0, 0, 0.5);
+            min-width: 200px;
+            padding: 6px;
+            z-index: 100;
+            animation: dropdownFadeIn 0.12s ease;
+        }
+
+        &-item {
+            display: flex;
+            align-items: center;
+            gap: 10px;
+            padding: 9px 12px;
+            color: rgba(255, 255, 255, 0.85);
+            font-size: 14px;
+            text-decoration: none;
+            border-radius: 6px;
+            transition: background 0.1s ease;
+
+            &:hover {
+                background: rgba(255, 255, 255, 0.08);
+                color: #fff;
+            }
+
+            .dropdown-item-icon {
+                width: 15px;
+                height: 15px;
+                color: rgba(255, 255, 255, 0.5);
+                flex-shrink: 0;
+            }
+
+            .external-link-icon {
+                width: 11px;
+                height: 11px;
+                color: rgba(255, 255, 255, 0.3);
+                margin-left: auto;
+                flex-shrink: 0;
+            }
+        }
+    }
+
+    /* Right side — version + theme toggle */
+    .header-right {
+        display: flex;
+        align-items: center;
+        gap: 8px;
+        flex-shrink: 0;
+        padding-right: 5px;
+        margin-right: 5px;
+    }
+
+    /* Light / Dark toggle — icon only */
+    .theme-toggle-btn {
+        display: inline-flex;
+        align-items: center;
+        justify-content: center;
+        width: 32px;
+        height: 32px;
+        border-radius: 6px;
+        border: 1px solid rgba(255, 255, 255, 0.2);
+        background: transparent;
+        cursor: pointer;
+        color: rgba(255, 255, 255, 0.85);
+        transition: background 0.15s ease, color 0.15s ease;
+
+        &:hover {
+            background: rgba(255, 255, 255, 0.08);
+            color: #fff;
+        }
+
+        .theme-icon {
+            width: 15px;
+            height: 15px;
+        }
+    }
+}
+
+@keyframes dropdownFadeIn {
+    from {
+        opacity: 0;
+        transform: translateY(-4px);
+    }
+    to {
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
diff --git a/src/components/Header/index.tsx b/src/components/Header/index.tsx
index 5706adb50..199b28aea 100644
--- a/src/components/Header/index.tsx
+++ b/src/components/Header/index.tsx
@@ -1,16 +1,18 @@
-import React from 'react';
+import React, { useState, useEffect, useRef } from 'react';
 import { useResizeDetector } from 'react-resize-detector';
 import { IconContext } from '@react-icons/all-files';
 import { RiMoonClearLine } from '@react-icons/all-files/ri/RiMoonClearLine';
 import { FiSun } from '@react-icons/all-files/fi/FiSun';
 import { RiDiscordLine } from '@react-icons/all-files/ri/RiDiscordLine';
 import { FiGithub } from '@react-icons/all-files/fi/FiGithub';
+import { FiChevronDown } from '@react-icons/all-files/fi/FiChevronDown';
+import { FiUsers } from '@react-icons/all-files/fi/FiUsers';
+import { FiHelpCircle } from '@react-icons/all-files/fi/FiHelpCircle';
+import { FiExternalLink } from '@react-icons/all-files/fi/FiExternalLink';
 
 import TSLogo from '../../assets/svg/ts-logo-white-developer.svg';
 import t from '../../utils/lang-utils';
 import Dropdown from '../Dropdown';
-// import References from './references';
-import Menu from '../Menu';
 import { MAX_MOBILE_RESOLUTION } from '../../constants/uiConstants';
 import './index.scss';
 
@@ -20,38 +22,49 @@ const Header = (props: {
     isDarkMode: boolean;
 }) => {
     const { width, ref } = useResizeDetector();
+    const [resourcesOpen, setResourcesOpen] = useState(false);
+    const resourcesRef = useRef<HTMLDivElement>(null);
 
     const isMaxMobileResolution = !(width < MAX_MOBILE_RESOLUTION);
 
-    const headerLinks = [
+    useEffect(() => {
+        const handleClickOutside = (e: MouseEvent) => {
+            if (resourcesRef.current && !resourcesRef.current.contains(e.target as Node)) {
+                setResourcesOpen(false);
+            }
+        };
+        document.addEventListener('mousedown', handleClickOutside);
+        return () => document.removeEventListener('mousedown', handleClickOutside);
+    }, []);
+
+    const handleThemeToggle = () => {
+        const newDark = !props.isDarkMode;
+        props.setDarkMode(newDark);
+        localStorage.setItem('theme', newDark ? 'dark' : 'light');
+        localStorage.setItem('themeMode', newDark ? 'dark' : 'light');
+    };
+
+    const resourceLinks = [
         {
             name: 'Community',
-            link:
-                'https://community.thoughtspot.com/customers/s/topic/0TO3n000000erVyGAI/developers-embedding',
-            external: true,
+            link: 'https://community.thoughtspot.com/customers/s/topic/0TO3n000000erVyGAI/developers-embedding',
+            icon: FiUsers,
         },
         {
             name: 'Support',
             link: 'https://www.thoughtspot.com/support',
-            external: true,
+            icon: FiHelpCircle,
         },
         {
             name: 'GitHub',
             link: 'https://github.com/thoughtspot/visual-embed-sdk',
-            external: true,
             icon: FiGithub,
         },
         {
             name: 'Discord',
             link: 'https://discord.gg/YBWP65W6te',
-            external: true,
             icon: RiDiscordLine,
         },
-        // {
-        //     name: 'Product documentation',
-        //     link: 'https://docs.thoughtspot.com',
-        //     external: true,
-        // },
     ];
 
     return (
@@ -61,6 +74,7 @@ const Header = (props: {
                 ref={ref as React.RefObject<HTMLDivElement>}
             >
                 <div className="headerWrapper">
+                    {/* Logo — retained as-is */}
                     <div className="header-logo">
                         <h2 className="m-0 d-inline-block logo">
                             <a
@@ -76,43 +90,82 @@ const Header = (props: {
                             </a>
                         </h2>
                     </div>
-                    <Menu config={headerLinks} />
-                    <div className="theme-version-wrapper">
-                        {isMaxMobileResolution && (
-                            <div className="themeSwitcher">
-                                <IconContext.Provider
-                                    value={{ className: 'theme-icon' }}
+
+                    {isMaxMobileResolution && (
+                        <nav className="header-nav" aria-label="Primary navigation">
+                            {/* Docs link — points to product docs home */}
+                            <a
+                                href="https://docs.thoughtspot.com/home"
+                                target="_blank"
+                                rel="noopener noreferrer"
+                                className="header-nav-link"
+                            >
+                                Docs
+                            </a>
+
+                            {/* Resources dropdown */}
+                            <div className="header-dropdown" ref={resourcesRef}>
+                                <button
+                                    className="header-nav-link header-dropdown-trigger"
+                                    onClick={() => setResourcesOpen(!resourcesOpen)}
+                                    aria-expanded={resourcesOpen}
+                                    aria-haspopup="true"
                                 >
-                                    {props.isDarkMode ? (
-                                        <RiMoonClearLine
-                                            onClick={() => {
-                                                localStorage.setItem(
-                                                    'theme',
-                                                    'light',
-                                                );
-                                                props.setDarkMode(false);
-                                            }}
-                                        />
-                                    ) : (
-                                        <FiSun
-                                            onClick={() => {
-                                                localStorage.setItem(
-                                                    'theme',
-                                                    'dark',
-                                                );
-                                                props.setDarkMode(true);
-                                            }}
-                                        />
-                                    )}
-                                </IconContext.Provider>
+                                    Resources
+                                    <IconContext.Provider value={{ className: 'header-chevron' }}>
+                                        <FiChevronDown />
+                                    </IconContext.Provider>
+                                </button>
+                                {resourcesOpen && (
+                                    <div className="header-dropdown-menu" role="menu">
+                                        {resourceLinks.map((item) => {
+                                            const Icon = item.icon;
+                                            return (
+                                                <a
+                                                    key={item.name}
+                                                    href={item.link}
+                                                    target="_blank"
+                                                    rel="noopener noreferrer"
+                                                    className="header-dropdown-item"
+                                                    role="menuitem"
+                                                    onClick={() => setResourcesOpen(false)}
+                                                >
+                                                    <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
+                                                        <Icon />
+                                                    </IconContext.Provider>
+                                                    {item.name}
+                                                    <IconContext.Provider value={{ className: 'external-link-icon' }}>
+                                                        <FiExternalLink />
+                                                    </IconContext.Provider>
+                                                </a>
+                                            );
+                                        })}
+                                    </div>
+                                )}
                             </div>
-                        )}
+                        </nav>
+                    )}
+
+                    <div className="header-right">
                         <Dropdown
                             location={props.location}
                             isMobile={isMaxMobileResolution}
                         />
+
+                        {/* Light / Dark toggle only — Auto applied silently on first load */}
+                        {isMaxMobileResolution && (
+                            <button
+                                className="theme-toggle-btn"
+                                onClick={handleThemeToggle}
+                                aria-label={props.isDarkMode ? 'Switch to light mode' : 'Switch to dark mode'}
+                                title={props.isDarkMode ? 'Switch to light mode' : 'Switch to dark mode'}
+                            >
+                                <IconContext.Provider value={{ className: 'theme-icon' }}>
+                                    {props.isDarkMode ? <RiMoonClearLine /> : <FiSun />}
+                                </IconContext.Provider>
+                            </button>
+                        )}
                     </div>
-                    {/* <References /> */}
                 </div>
             </section>
         </header>
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index 32d2cc3f0..ae823fe2e 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -51,46 +51,64 @@
 .asideDisplay {
     display: block;
 }
+
 .searchInputLeftNav {
-    margin-top: 30px;
-    padding-right: 30px;
+    margin-top: 16px;
+    padding-right: 16px;
+
     .searchIconSmall {
         position: relative;
         left: 30px;
-        height: 20px;
-        width: 20px;
+        top: 1px;
+        height: 18px;
+        width: 18px;
+        color: var(--icon-color, #6b7280);
     }
 
     input {
         width: 100%;
         border: 1px solid var(--border-color);
         border-radius: 6px;
-        height: $height-search-input;
-        padding-left: $padding-left-search-input;
-        font-size: $font-size-normal;
+        height: 36px;
+        padding: 0 8px 0 $padding-left-search-input;
+        font-size: 14px;
+        line-height: 36px;
         color: var(--primary-color);
         font-family: $font-family-doc;
-        padding-bottom: 1px;
         background: var(--body-background-color);
+        box-sizing: border-box;
+        outline: none;
+
+        &::placeholder {
+            color: var(--icon-color, #6b7280);
+        }
+
+        &:focus {
+            border-color: var(--secondary-color, #0568fa);
+            box-shadow: 0 0 0 2px rgba(5, 104, 250, 0.12);
+        }
     }
 }
 
 .aside {
     padding: 0 0 0 10px;
     width: 100%;
-    border-right: 0.5px var(--border-color) solid;
+    border-right: 0.5px solid var(--border-color);
     left: $gutter;
     height: 100%;
     overflow-y: auto;
-    background: var(--nav-bar-color);
+    background: var(--nav-bar-color, #f1f4f8);
 
     .subHeading {
         margin: $gutter;
         padding-bottom: $padding-sm;
         padding-left: $padding-md;
-        font-size: $font-size-normal;
+        font-size: 11px;
+        font-weight: 700;
+        letter-spacing: 0.07em;
+        text-transform: uppercase;
         width: 100%;
-        color: var(--side-nav-text);
+        color: var(--icon-color, #6b7280);
     }
 
     ul {
@@ -102,7 +120,7 @@
 
     .navWrapper {
         margin-bottom: 12px;
-        padding-top: 2px;
+        padding-top: 5px;
 
         & > .ulist {
             & > ul > li {
@@ -173,8 +191,8 @@
                 top: 2px;
                 float: right;
             }
-        }
-    }
+          }
+       }
 
     .navWrapper.withHeaderFooter {
         padding-bottom: 50px;
@@ -182,14 +200,17 @@
     }
 
     a {
-        font-size: $font-size-normal;
+        font-size: 14px;
         font-weight: $font-weight-normal;
         width: 100%;
         display: inline-block;
+        line-height: 1.4;
     }
 
     hr {
-        display: none;
+        border: none;
+        border-top: 1px solid var(--sidebar-connector-color, #d1d5db);
+        margin: 8px 8px 8px 0;
     }
 
     a[target='_blank'] {
@@ -229,6 +250,7 @@
         display: flex;
         justify-content: center;
     }
+
     .node-child {
         padding-left: 15px;
     }
@@ -247,9 +269,10 @@
 .resizable-container {
     position: relative;
     height: 100%;
+    border: 0;
 }
 
-.resizable{
+.resizable {
     height: 100%;
 }
 
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
new file mode 100644
index 000000000..b0f361409
--- /dev/null
+++ b/src/components/SecondaryHeader/index.scss
@@ -0,0 +1,64 @@
+@import '../../assets/styles/variables.scss';
+
+.secondary-header {
+    background: var(--nav-bar-color, #f1f4f8);
+    border-bottom: 1.5px solid var(--secondary-header-border, #e2e8f0);
+    position: sticky;
+    top: $header-height;
+    z-index: $header-zIndex - 1;
+    width: 100%;
+    height: 48px;
+
+    &__inner {
+        padding: 0 25px;
+    }
+
+    &__tabs {
+        display: flex;
+        align-items: center;
+        gap: 0;
+        list-style: none;
+        margin: 0;
+        padding: 0;
+        overflow-x: auto;
+        scrollbar-width: none;
+
+        &::-webkit-scrollbar {
+            display: none;
+        }
+    }
+
+    &__tab {
+        position: relative;
+        display: inline-flex;
+        align-items: center;
+        padding: 12px 20px 12px $padding-sm;
+        font-size: 14px;
+        font-weight: 600;
+        color: var(--secondary-header-text, #374151);
+        background: transparent;
+        border: none;
+        cursor: pointer;
+        white-space: nowrap;
+        font-family: 'Optimo-Plain', sans-serif;
+        transition: color 0.15s ease;
+        border-bottom: 2px solid transparent;
+        margin-bottom: -1px;
+        letter-spacing: 0.01em;
+
+        &:hover {
+            color: var(--secondary-header-active, #0568fa);
+        }
+
+        &.active {
+            color: var(--secondary-header-active, #0568fa);
+            border-bottom-color: var(--secondary-header-active, #0568fa);
+            font-weight: 700;
+        }
+    }
+}
+
+/* When top header is hidden (embedded mode), secondary header sticks to top */
+.embedded-mode .secondary-header {
+    top: 0;
+}
diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
new file mode 100644
index 000000000..35c0e2a0a
--- /dev/null
+++ b/src/components/SecondaryHeader/index.tsx
@@ -0,0 +1,105 @@
+import React from 'react';
+import { navigate } from 'gatsby';
+import './index.scss';
+
+export type DocCategory =
+    | 'all'
+    | 'embedding'
+    | 'mcp-server'
+    | 'spottercode'
+    | 'apis-sdk'
+    | 'whats-new';
+
+export const CATEGORY_LABELS: Record<DocCategory, string> = {
+    all: 'All docs',
+    embedding: 'Embedding',
+    'mcp-server': 'MCP server',
+    spottercode: 'SpotterCode',
+    'apis-sdk': 'APIs & SDK',
+    'whats-new': "What's new",
+};
+
+/*
+ * Landing page for each category — the first page shown when a tab is clicked.
+ * These are the pageid values from the AsciiDoc source.
+ */
+export const CATEGORY_LANDING: Record<DocCategory, string> = {
+    all: '/introduction',
+    embedding: '/introduction',
+    'mcp-server': '/mcp-ts-server',
+    spottercode: '/spottercode',
+    'apis-sdk': '/rest-api-v2',
+    'whats-new': '/whats-new',
+};
+
+/*
+ * Page IDs that belong to each category.
+ * Used to auto-highlight the active tab when navigating directly to a page.
+ *
+ * Sidebar filtering note:
+ * The nav.adoc is a superset of all pages. To filter the sidebar per category,
+ * the nav.adoc would need to be split into per-category nav files (e.g. nav-embedding.adoc,
+ * nav-mcp.adoc) and the DevDocTemplate would pass the appropriate navId based on
+ * the active category. Until then, the sidebar shows all content and the secondary
+ * header acts as a jump-to-category navigation.
+ */
+export const CATEGORY_PAGEIDS: Record<DocCategory, string[]> = {
+    all: [],
+    embedding: [
+        'introduction', 'embed-sdk', 'full-embed', 'search-embed', 'liveboard-embed',
+        'viz-embed', 'app-embed', 'natural-language-search-embed', 'embed-events',
+        'custom-actions', 'authentication', 'trusted-auth', 'saml-sso', 'oidc',
+        'security-settings', 'custom-styles', 'runtime-filters', 'runtime-sort',
+        'runtime-parameters', 'embed-nav', 'page-load-optimization', 'react-components',
+        'web-components', 'pinboard-embed', 'faqs', 'migration',
+    ],
+    'mcp-server': ['mcp-server', 'mcp-ts-server', 'mcp-intro'],
+    spottercode: ['spottercode', 'spotter-overview', 'spotter-code', 'spotter-apis'],
+    'apis-sdk': [
+        'rest-api-v2', 'restV2-playground', 'graphql-play-ground', 'typedoc',
+        'sdk-overview', 'rest-api-v1',
+    ],
+    'whats-new': ['whats-new', 'changelog', 'release-notes', 'deprecations'],
+};
+
+const SecondaryHeader = (props: {
+    activeCategory: DocCategory;
+    onCategoryChange: (category: DocCategory) => void;
+}) => {
+    const { activeCategory, onCategoryChange } = props;
+
+    const categories: DocCategory[] = [
+        'embedding', 'mcp-server', 'spottercode', 'apis-sdk', 'whats-new',
+    ];
+
+    const handleClick = (cat: DocCategory) => {
+        onCategoryChange(cat);
+        const landing = CATEGORY_LANDING[cat];
+        if (landing) {
+            navigate(landing);
+        }
+    };
+
+    return (
+        <nav className="secondary-header" aria-label="Documentation categories">
+            <div className="secondary-header__inner">
+                <ul className="secondary-header__tabs" role="tablist">
+                    {categories.map((cat) => (
+                        <li key={cat} role="none">
+                            <button
+                                role="tab"
+                                aria-selected={activeCategory === cat}
+                                className={`secondary-header__tab ${activeCategory === cat ? 'active' : ''}`}
+                                onClick={() => handleClick(cat)}
+                            >
+                                {CATEGORY_LABELS[cat]}
+                            </button>
+                        </li>
+                    ))}
+                </ul>
+            </div>
+        </nav>
+    );
+};
+
+export default SecondaryHeader;
diff --git a/src/components/WasThisHelpful/index.scss b/src/components/WasThisHelpful/index.scss
new file mode 100644
index 000000000..7876f85ee
--- /dev/null
+++ b/src/components/WasThisHelpful/index.scss
@@ -0,0 +1,173 @@
+@import '../../assets/styles/variables.scss';
+
+.was-helpful {
+    margin: 40px 0 20px;
+    padding: 20px 24px;
+    background: var(--was-helpful-bg, #f9fafb);
+    border: 1px solid var(--was-helpful-border, #e5e7eb);
+    border-radius: 10px;
+
+    &__prompt {
+        font-size: 14px;
+        font-weight: 600;
+        color: var(--primary-color);
+        margin-bottom: 12px;
+    }
+
+    &__actions {
+        display: flex;
+        gap: 8px;
+        align-items: center;
+    }
+
+    &__btn {
+        display: inline-flex;
+        align-items: center;
+        gap: 6px;
+        padding: 7px 16px;
+        font-size: 13px;
+        font-weight: 500;
+        border: 1px solid var(--border-color, #d1d5db);
+        border-radius: 6px;
+        background: var(--body-background-color);
+        color: var(--primary-color);
+        cursor: pointer;
+        font-family: 'Optimo-Plain', sans-serif;
+        transition: all 0.15s ease;
+
+        &:hover {
+            border-color: var(--secondary-color, #0568fa);
+            color: var(--secondary-color, #0568fa);
+            background: rgba(5, 104, 250, 0.04);
+        }
+
+        &.active {
+            border-color: var(--secondary-color, #0568fa);
+            background: rgba(5, 104, 250, 0.08);
+            color: var(--secondary-color, #0568fa);
+        }
+
+        &--up.active {
+            border-color: #16a34a;
+            background: rgba(22, 163, 74, 0.08);
+            color: #15803d;
+        }
+
+        &--down.active {
+            border-color: #dc2626;
+            background: rgba(220, 38, 38, 0.06);
+            color: #b91c1c;
+        }
+    }
+
+    &__emoji {
+        font-size: 16px;
+        line-height: 1;
+    }
+
+    &__followup {
+        margin-top: 16px;
+        border-top: 1px solid var(--border-color, #e5e7eb);
+        padding-top: 16px;
+    }
+
+    &__followup-text {
+        font-size: 13px;
+        font-weight: 600;
+        color: var(--primary-color);
+        margin: 0 0 10px;
+    }
+
+    &__form {
+        display: flex;
+        flex-direction: column;
+        gap: 10px;
+    }
+
+    &__textarea {
+        width: 100%;
+        padding: 10px 12px;
+        font-size: 13px;
+        font-family: 'Optimo-Plain', sans-serif;
+        border: 1px solid var(--border-color, #d1d5db);
+        border-radius: 6px;
+        background: var(--body-background-color);
+        color: var(--primary-color);
+        resize: vertical;
+        outline: none;
+        transition: border-color 0.15s ease;
+
+        &:focus {
+            border-color: var(--secondary-color, #0568fa);
+            box-shadow: 0 0 0 3px rgba(5, 104, 250, 0.1);
+        }
+
+        &::placeholder {
+            color: var(--icon-color, #9ca3af);
+        }
+    }
+
+    &__form-actions {
+        display: flex;
+        gap: 8px;
+        align-items: center;
+    }
+
+    &__submit {
+        padding: 7px 18px;
+        font-size: 13px;
+        font-weight: 600;
+        background: var(--secondary-color, #0568fa);
+        color: #fff;
+        border: none;
+        border-radius: 6px;
+        cursor: pointer;
+        font-family: 'Optimo-Plain', sans-serif;
+        transition: opacity 0.15s ease;
+
+        &:hover {
+            opacity: 0.9;
+        }
+    }
+
+    &__skip {
+        padding: 7px 14px;
+        font-size: 13px;
+        font-weight: 500;
+        background: transparent;
+        color: var(--icon-color, #6b7280);
+        border: 1px solid var(--border-color, #d1d5db);
+        border-radius: 6px;
+        cursor: pointer;
+        font-family: 'Optimo-Plain', sans-serif;
+        transition: all 0.15s ease;
+
+        &:hover {
+            color: var(--primary-color);
+            border-color: var(--primary-color);
+        }
+    }
+
+    &__thanks {
+        font-size: 14px;
+        font-weight: 500;
+        color: #16a34a;
+        display: flex;
+        align-items: center;
+        gap: 8px;
+
+        &::before {
+            content: '✓';
+            display: inline-flex;
+            align-items: center;
+            justify-content: center;
+            width: 20px;
+            height: 20px;
+            background: #dcfce7;
+            border-radius: 50%;
+            font-size: 12px;
+            font-weight: 700;
+            flex-shrink: 0;
+        }
+    }
+}
diff --git a/src/components/WasThisHelpful/index.tsx b/src/components/WasThisHelpful/index.tsx
new file mode 100644
index 000000000..7feaa918a
--- /dev/null
+++ b/src/components/WasThisHelpful/index.tsx
@@ -0,0 +1,122 @@
+import React, { useState } from 'react';
+import './index.scss';
+
+type FeedbackState = 'idle' | 'helpful' | 'not-helpful' | 'submitted';
+
+/*
+ * Feedback submission hook.
+ *
+ * Currently logs to the browser console.
+ * To wire up a real endpoint, replace the console.log with a fetch() call:
+ *
+ *   fetch('/api/feedback', {
+ *     method: 'POST',
+ *     headers: { 'Content-Type': 'application/json' },
+ *     body: JSON.stringify(payload),
+ *   });
+ *
+ * Common integrations: Google Analytics event, Segment track(), Airtable API,
+ * GitHub Discussions API, or a custom backend endpoint.
+ */
+const submitFeedback = (payload: {
+    url: string;
+    helpful: boolean;
+    comment?: string;
+}) => {
+    console.log('[Feedback] Page feedback received:', payload);
+    /* ── Replace the line above with your endpoint call ── */
+};
+
+const WasThisHelpful = () => {
+    const [state, setFeedbackState] = useState<FeedbackState>('idle');
+    const [feedback, setFeedback] = useState('');
+
+    const pageUrl = typeof window !== 'undefined' ? window.location.href : '';
+
+    /* Thumbs up → immediately thank the user; no follow-up form */
+    const handleThumbsUp = () => {
+        submitFeedback({ url: pageUrl, helpful: true });
+        setFeedbackState('submitted');
+    };
+
+    /* Thumbs down → show improvement text input */
+    const handleThumbsDown = () => {
+        setFeedbackState('not-helpful');
+    };
+
+    const handleSubmit = (e: React.FormEvent) => {
+        e.preventDefault();
+        submitFeedback({ url: pageUrl, helpful: false, comment: feedback });
+        setFeedbackState('submitted');
+    };
+
+    const handleSkip = () => {
+        submitFeedback({ url: pageUrl, helpful: false });
+        setFeedbackState('submitted');
+    };
+
+    if (state === 'submitted') {
+        return (
+            <div className="was-helpful" role="region" aria-label="Page feedback">
+                <div className="was-helpful__thanks">
+                    Thank you for your feedback!
+                </div>
+            </div>
+        );
+    }
+
+    return (
+        <div className="was-helpful" role="region" aria-label="Page feedback">
+            <div className="was-helpful__prompt">
+                Was this information helpful?
+            </div>
+            <div className="was-helpful__actions">
+                <button
+                    className={`was-helpful__btn was-helpful__btn--up ${state === 'helpful' ? 'active' : ''}`}
+                    onClick={handleThumbsUp}
+                    aria-label="Yes, this was helpful"
+                    title="Yes, this was helpful"
+                >
+                    <span className="was-helpful__emoji" aria-hidden="true">👍</span>
+                    <span>Yes</span>
+                </button>
+                <button
+                    className={`was-helpful__btn was-helpful__btn--down ${state === 'not-helpful' ? 'active' : ''}`}
+                    onClick={handleThumbsDown}
+                    aria-label="No, this was not helpful"
+                    title="No, this was not helpful"
+                >
+                    <span className="was-helpful__emoji" aria-hidden="true">👎</span>
+                    <span>No</span>
+                </button>
+            </div>
+
+            {state === 'not-helpful' && (
+                <div className="was-helpful__followup">
+                    <p className="was-helpful__followup-text">What can we improve?</p>
+                    <form className="was-helpful__form" onSubmit={handleSubmit}>
+                        <textarea
+                            className="was-helpful__textarea"
+                            placeholder="Tell us what was unclear or missing..."
+                            value={feedback}
+                            onChange={(e) => setFeedback(e.target.value)}
+                            rows={3}
+                            aria-label="Improvement suggestions"
+                            autoFocus
+                        />
+                        <div className="was-helpful__form-actions">
+                            <button type="submit" className="was-helpful__submit">
+                                Submit
+                            </button>
+                            <button type="button" className="was-helpful__skip" onClick={handleSkip}>
+                                Skip
+                            </button>
+                        </div>
+                    </form>
+                </div>
+            )}
+        </div>
+    );
+};
+
+export default WasThisHelpful;

From 81cc53f4a988e1eed28d57bf0a8c8b68b0ff2fbb Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 25 Apr 2026 01:14:35 +0530
Subject: [PATCH 118/161] css and other updates

---
 modules/ROOT/pages/whats-new.adoc         |  6 ++-
 src/assets/styles/index.scss              | 18 ++++----
 src/assets/styles/variables.scss          | 14 +++---
 src/components/Docmap/index.scss          |  6 +--
 src/components/Docmap/index.tsx           |  2 +-
 src/components/Document/index.scss        |  8 ++--
 src/components/Header/index.scss          | 54 ++++++++++++++++++++---
 src/components/Header/index.tsx           | 24 +++++-----
 src/components/LeftSidebar/index.scss     |  2 +-
 src/components/SecondaryHeader/index.scss | 19 ++++----
 src/components/SecondaryHeader/index.tsx  | 16 ++++---
 11 files changed, 111 insertions(+), 58 deletions(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 50b4eefe0..7d4cdef55 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -15,7 +15,6 @@ This page lists new features, enhancements, and deprecated functionality in Thou
 ThoughtSpot MCP Server now supports a new version powered by the Spotter 3 engine, bringing advanced analytics including "why" questions, forecasting, and multi-step deep research. Additional capabilities include real-time response streaming, session-based follow-up conversations, and inline chart visualizations within MCP-aware clients such as Claude.
 
 
-
 === Theme builder in AI mode
 
 The Theme Builder now has an AI mode that enables developers to explore and preview style customizations for their embedded application’s branding using natural language instructions and uploaded brand assets. You can execute style updates such as applying colors directly from a PDF branding guide, updating all button shapes with higher contrast, matching a header to a dark background based on a screenshot, or importing typography and spacing from a JSON file. In the AI mode, Theme builder interprets your intent and applies the changes instantly.
@@ -297,10 +296,13 @@ You can now configure a xref:webhooks-lb-schedule.adoc[webhook for Liveboard sch
 This feature is currently in beta and is not enabled by default. To enable it on your instance, contact ThoughtSpot Support.
 ====
 
-=== Template variables for publishing
+.Template variables for publishing
+[%collapsible]
+====
 The variable APIs include several enhancements to streamline variable creation and update workflows.
 For information about the new enhancements and breaking changes, see xref:rest-apiv2-changelog.adoc#_variable_api_enhancements[REST API changelog] and xref:variables.adoc[Variables documentation].
 ====
+
 .Parameter chip visibility configuration [tag redBackground]#BREAKING CHANGE#
 [%collapsible]
 ====
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index cb273727d..0628704ca 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -105,7 +105,7 @@ a {
 /*end active class with background*/
 
 /*active class without background*/
-/*to override document componet style used important*/
+/*to override document component style used important*/
 .active {
     color: var(--secondary-color) !important;
 }
@@ -421,7 +421,7 @@ button {
     justify-content: space-between;
     margin: 10px;
     border-radius: 6px;
-    border: 1px solid $lightgrey;
+    border: 1px solid var(--border-color);
 
     &:hover {
         box-shadow: var(--box-shadow-hover);
@@ -1037,8 +1037,8 @@ a.anchor {
 }
 .header-banner {
     min-height: 259px;
-    background-color: var(--header-background-color);
-    color: var(--header-primary-color);
+    background-color: #232F43;
+    color: #fff;
     padding: 40px 0 0 40px;
 
     .header-banner-text {
@@ -1049,11 +1049,11 @@ a.anchor {
             font-size: $font-size-large;
             font-weight: $font-weight-normal;
             margin: 0;
-            color: var(--header-primary-color);
+            color: #fff;
         }
         h5 {
             font-size: $font-size-h5;
-            color: var(--header-primary-color);
+            color: #fff;
             font-weight: $font-weight-normal;
             line-height: 24px;
             letter-spacing: -0.064px;
@@ -1071,7 +1071,7 @@ a.anchor {
         height: 20px;
         width: 20px;
         bottom: 8px;
-        color: var(--border-color);
+        color: var(--border-color-home-search);
     }
     .searchInputContainer {
         width: 50%;
@@ -1079,11 +1079,11 @@ a.anchor {
     }
     .search-input-banner {
         width: 100%;
-        border-bottom: 1px solid var(--body-background-color);
+        border-bottom: 1px solid var(--border-color-home-search);
         height: 40px;
         padding-left: 36px;
         font-size: 18px;
-        color: var(--border-color);
+        color: var(--border-color-home-search);
         cursor: text;
     }
 }
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index d59a47f4c..1aa5a9d9d 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -186,18 +186,20 @@ $tag-color-light: $lightgrey;
     --body-background-color: #fff;
     --primary-color: #1d232f;
     --header-primary-color: #fff;
-    --header-color: #08072C;
+    --header-color: #1D232F;
     --header-border-color: #08072C;
     --header-link-color: rgba(255, 255, 255, 0.85);
-    --nav-bar-color: #f1f4f8;
+    --nav-bar-color: #232F43;
+    --left-nav-color: #f1f4f8;
     --secondary-header-bg: #f1f4f8;
     --secondary-header-border: #e2e8f0;
-    --secondary-header-text: #374151;
+    --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
     --breadcrums-font-color: #5f6368;
+     --border-color-home-search: #a5acb9;
     --announcement-block-color: #e1e1e1;
     --announcement-text-color: #1d232f;
-    --admonition-background: #fff;
+    --admonition-background: #f1f4f8;
     --code-block-color: #0d1117;
     --code-block-light: #f6f8fa;
     --code-text-color: #e6edf3;
@@ -248,10 +250,11 @@ $tag-color-light: $lightgrey;
     --header-border-color: #21252c;
     --header-link-color: rgba(255, 255, 255, 0.85);
     --nav-bar-color: #161b22;
+    --left-nav-color: #161b22;
     --secondary-header-bg: #161b22;
     --secondary-header-border: #30363d;
     --secondary-header-text: #c9d1d9;
-    --secondary-header-active: #74daff;
+    --secondary-header-active: #0086b3;
     --primary-color: #e6edf3;
     --header-primary-color: #e6edf3;
     --breadcrums-font-color: #8b949e;
@@ -272,6 +275,7 @@ $tag-color-light: $lightgrey;
     --back-button-background: #21262d;
     --block-background: #161b22;
     --border-color: #30363d;
+    --border-color-home-search: #a5acb9;
     --border-color-tr: #21262d;
     --scrollbar-color: #30363d;
     --color-jet-70: #ffa657;
diff --git a/src/components/Docmap/index.scss b/src/components/Docmap/index.scss
index f716d2234..cbc166530 100644
--- a/src/components/Docmap/index.scss
+++ b/src/components/Docmap/index.scss
@@ -2,11 +2,11 @@
 
 .docmapLinks {
     width: 100%;
-    font-size: 14px;
+    font-size: 15px;
 
     .tocTitle {
         margin: 0 0 14px 0;
-        font-size: 11px;
+        font-size: 13px;
         font-weight: 700;
         letter-spacing: 0.07em;
         text-transform: uppercase;
@@ -19,7 +19,7 @@
     div > ul {
         list-style: none;
         margin: 0;
-        padding: 0;
+        padding: 5px 0 5px 0;
         border-left: 2px solid var(--border-color, #e5e7eb);
         margin-left: 6px;
 
diff --git a/src/components/Docmap/index.tsx b/src/components/Docmap/index.tsx
index 40b7451f9..4e5c3931c 100644
--- a/src/components/Docmap/index.tsx
+++ b/src/components/Docmap/index.tsx
@@ -10,7 +10,7 @@ const Docmap = (props: {
 }) => {
     const [toc, setToc] = useState('');
     useEffect(() => {
-        // GraphQL doesn't provide any seperate html for Table of Content. It is included in the document itself.
+        // GraphQL doesn't provide any separate html for Table of Content. It is included in the document itself.
         // To extract the TOC from document, we first create a temporary element to set the document as it's innerHTML.
         // Them we search for TOC using querySelector on the temporary element and then set the obtained TOC to display in the UI.
         const doc = document.createElement('div');
diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index c7efbcdc7..185f28600 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -90,8 +90,8 @@
         align-items: center;
         justify-content: space-between;
         padding: 7px 12px;
-        background: rgba(255, 255, 255, 0.05);
-        border-bottom: 1px solid var(--border-color);
+        background-color: #232F43;
+        border-bottom: 1px solid #A9E8FF;
 
         .lang {
             font-size: 12px;
@@ -192,8 +192,8 @@
             border-color: #2d333b;
 
             .code-block-header {
-                background: #22272e;
-                border-bottom-color: #2d333b;
+                background: #323946;
+                border-bottom-color: #458;
 
                 .lang { color: #8b949e; }
                 .copyButton {
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index be349e2ed..730a4209b 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -1,7 +1,7 @@
 @import '../../assets/styles/variables.scss';
 
 header {
-    background: var(--header-color, #08072C);
+    background: var(--header-color, #DBDFE7);
     position: absolute;
     top: 0;
     left: 0;
@@ -60,9 +60,9 @@ header {
     .header-nav {
         display: flex;
         align-items: center;
-        gap: 2px;
+        gap: 8px;
         flex: 1;
-        padding-left: 8px;
+        padding-left: 16px;
 
         @media (max-width: 820px) {
             display: none;
@@ -76,14 +76,14 @@ header {
         padding: 6px 14px 0 0;
         color: rgba(255, 255, 255, 0.85);
         font-size: 15px;
-        font-weight: 700;
+        font-weight: 400;
         text-decoration: none;
         border-radius: 6px;
         border: none;
         background: transparent;
         cursor: pointer;
         transition: background 0.15s ease, color 0.15s ease;
-        font-family: 'Optimo-Plain', sans-serif;
+        font-family: 'Optimo-Plain';
         white-space: nowrap;
 
         &:hover {
@@ -152,14 +152,54 @@ header {
         }
     }
 
-    /* Right side — version + theme toggle */
+    /* Right side — version + resources + theme toggle */
     .header-right {
         display: flex;
         align-items: center;
-        gap: 8px;
+        gap: 12px;
         flex-shrink: 0;
         padding-right: 5px;
         margin-right: 5px;
+
+        /* Normalize the legacy Dropdown (version) component to match Resources */
+        .dropdownWrapper {
+            padding: 0;
+
+            .dropdownContainer {
+                align-items: center;
+            }
+
+            .dropdown .dropbtn {
+                display: inline-flex;
+                align-items: center;
+                gap: 4px;
+                padding: 6px 10px;
+                margin-left: 0;
+                color: rgba(255, 255, 255, 0.85);
+                font-size: 15px;
+                font-weight: 400;
+                font-family: 'Optimo-Plain';
+                border-radius: 6px;
+                transition: background 0.15s ease, color 0.15s ease;
+
+                &:hover {
+                    background: rgba(255, 255, 255, 0.1);
+                    color: #fff;
+                }
+            }
+
+            .arrowDown {
+                width: 13px;
+                height: 13px;
+                margin-left: 2px;
+                vertical-align: middle;
+            }
+        }
+
+        /* Normalize Resources dropdown trigger padding inside header-right */
+        .header-dropdown .header-nav-link {
+            padding: 6px 12px;
+        }
     }
 
     /* Light / Dark toggle — icon only */
diff --git a/src/components/Header/index.tsx b/src/components/Header/index.tsx
index 199b28aea..8cd4cf740 100644
--- a/src/components/Header/index.tsx
+++ b/src/components/Header/index.tsx
@@ -5,7 +5,7 @@ import { RiMoonClearLine } from '@react-icons/all-files/ri/RiMoonClearLine';
 import { FiSun } from '@react-icons/all-files/fi/FiSun';
 import { RiDiscordLine } from '@react-icons/all-files/ri/RiDiscordLine';
 import { FiGithub } from '@react-icons/all-files/fi/FiGithub';
-import { FiChevronDown } from '@react-icons/all-files/fi/FiChevronDown';
+import { AiOutlineCaretDown } from '@react-icons/all-files/ai/AiOutlineCaretDown';
 import { FiUsers } from '@react-icons/all-files/fi/FiUsers';
 import { FiHelpCircle } from '@react-icons/all-files/fi/FiHelpCircle';
 import { FiExternalLink } from '@react-icons/all-files/fi/FiExternalLink';
@@ -102,8 +102,17 @@ const Header = (props: {
                             >
                                 Docs
                             </a>
+                        </nav>
+                    )}
 
-                            {/* Resources dropdown */}
+                    <div className="header-right">
+                        <Dropdown
+                            location={props.location}
+                            isMobile={isMaxMobileResolution}
+                        />
+
+                        {/* Resources dropdown */}
+                        {isMaxMobileResolution && (
                             <div className="header-dropdown" ref={resourcesRef}>
                                 <button
                                     className="header-nav-link header-dropdown-trigger"
@@ -113,7 +122,7 @@ const Header = (props: {
                                 >
                                     Resources
                                     <IconContext.Provider value={{ className: 'header-chevron' }}>
-                                        <FiChevronDown />
+                                        <AiOutlineCaretDown />
                                     </IconContext.Provider>
                                 </button>
                                 {resourcesOpen && (
@@ -143,14 +152,7 @@ const Header = (props: {
                                     </div>
                                 )}
                             </div>
-                        </nav>
-                    )}
-
-                    <div className="header-right">
-                        <Dropdown
-                            location={props.location}
-                            isMobile={isMaxMobileResolution}
-                        />
+                        )}
 
                         {/* Light / Dark toggle only — Auto applied silently on first load */}
                         {isMaxMobileResolution && (
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index ae823fe2e..248d1c97e 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -97,7 +97,7 @@
     left: $gutter;
     height: 100%;
     overflow-y: auto;
-    background: var(--nav-bar-color, #f1f4f8);
+    background: var(--left-nav-color);
 
     .subHeading {
         margin: $gutter;
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index b0f361409..112eac508 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -1,8 +1,9 @@
 @import '../../assets/styles/variables.scss';
 
 .secondary-header {
-    background: var(--nav-bar-color, #f1f4f8);
-    border-bottom: 1.5px solid var(--secondary-header-border, #e2e8f0);
+    background: var(--nav-bar-color, #323946);
+    border-bottom: 0.5px solid #323946;
+    border-top: 0.5px solid #323946;
     position: sticky;
     top: $header-height;
     z-index: $header-zIndex - 1;
@@ -33,8 +34,8 @@
         display: inline-flex;
         align-items: center;
         padding: 12px 20px 12px $padding-sm;
-        font-size: 14px;
-        font-weight: 600;
+        font-size: 15px;
+        font-weight: 400;
         color: var(--secondary-header-text, #374151);
         background: transparent;
         border: none;
@@ -42,18 +43,18 @@
         white-space: nowrap;
         font-family: 'Optimo-Plain', sans-serif;
         transition: color 0.15s ease;
-        border-bottom: 2px solid transparent;
+        border-bottom: 1px solid transparent;
         margin-bottom: -1px;
         letter-spacing: 0.01em;
 
         &:hover {
-            color: var(--secondary-header-active, #0568fa);
+            color: #A9E8FF;
+            background-color: #71A1F41F;
         }
 
         &.active {
-            color: var(--secondary-header-active, #0568fa);
-            border-bottom-color: var(--secondary-header-active, #0568fa);
-            font-weight: 700;
+            color: #A9E8FF !important;
+            font-weight: 400;
         }
     }
 }
diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index 35c0e2a0a..7c19217b2 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -4,6 +4,7 @@ import './index.scss';
 
 export type DocCategory =
     | 'all'
+    | 'guides'
     | 'embedding'
     | 'mcp-server'
     | 'spottercode'
@@ -12,6 +13,7 @@ export type DocCategory =
 
 export const CATEGORY_LABELS: Record<DocCategory, string> = {
     all: 'All docs',
+    guides: 'Guides',
     embedding: 'Embedding',
     'mcp-server': 'MCP server',
     spottercode: 'SpotterCode',
@@ -25,10 +27,11 @@ export const CATEGORY_LABELS: Record<DocCategory, string> = {
  */
 export const CATEGORY_LANDING: Record<DocCategory, string> = {
     all: '/introduction',
-    embedding: '/introduction',
-    'mcp-server': '/mcp-ts-server',
-    spottercode: '/spottercode',
-    'apis-sdk': '/rest-api-v2',
+    guides: '/introduction',
+    embedding: '/getting-started',
+    'mcp-server': '/mcp-integration',
+    spottercode: '/SpotterCode',
+    'apis-sdk': '/VisualEmbedSdk',
     'whats-new': '/whats-new',
 };
 
@@ -45,8 +48,9 @@ export const CATEGORY_LANDING: Record<DocCategory, string> = {
  */
 export const CATEGORY_PAGEIDS: Record<DocCategory, string[]> = {
     all: [],
+    guides: ['introduction'],
     embedding: [
-        'introduction', 'embed-sdk', 'full-embed', 'search-embed', 'liveboard-embed',
+        'embed-sdk', 'full-embed', 'search-embed', 'liveboard-embed',
         'viz-embed', 'app-embed', 'natural-language-search-embed', 'embed-events',
         'custom-actions', 'authentication', 'trusted-auth', 'saml-sso', 'oidc',
         'security-settings', 'custom-styles', 'runtime-filters', 'runtime-sort',
@@ -69,7 +73,7 @@ const SecondaryHeader = (props: {
     const { activeCategory, onCategoryChange } = props;
 
     const categories: DocCategory[] = [
-        'embedding', 'mcp-server', 'spottercode', 'apis-sdk', 'whats-new',
+        'guides', 'embedding', 'mcp-server', 'spottercode', 'apis-sdk', 'whats-new',
     ];
 
     const handleClick = (cat: DocCategory) => {

From 6d518dc2e89c12dc991494d7e785c67bce981467 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 25 Apr 2026 13:36:50 +0530
Subject: [PATCH 119/161] css updates

---
 .../ROOT/pages/mcp-tool-reference-guide.adoc  |  27 ++-
 src/assets/styles/variables.scss              |   2 +-
 src/components/AnnouncementBanner/index.scss  |  10 +-
 src/components/CopyPageDropdown/index.scss    |   2 +-
 src/components/DevDocTemplate/index.tsx       |   8 +-
 src/components/Docmap/index.scss              | 138 ++++-------
 src/components/Document/index.tsx             |  85 +++++++
 src/components/Dropdown/index.scss            |   4 +-
 src/components/Header/index.scss              | 220 +++++++++++-------
 src/components/Header/index.tsx               |  95 ++++----
 src/components/SecondaryHeader/index.scss     |   6 +-
 src/components/SecondaryHeader/index.tsx      |   6 +-
 12 files changed, 346 insertions(+), 257 deletions(-)

diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
index ffa8090c1..4090baec5 100644
--- a/modules/ROOT/pages/mcp-tool-reference-guide.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -24,6 +24,9 @@ The `data_source_id` is optional. Provide this when the user has specified or co
 
 ==== Example call
 
+[.tabbed-code]
+--
+
 [source,javascript]
 ----
 const session = await callMCPTool("create_analysis_session", {
@@ -40,6 +43,7 @@ call_mcp_tool(
     },
 )
 ----
+--
 
 ==== Response
 
@@ -71,6 +75,9 @@ __Optional__|Can be used to provide external information relating to the questio
 
 ==== Example call
 
+[.tabbed-code]
+--
+
 [source,javascript]
 ----
 const sendMessage = await callMCPTool("send_session_message", {
@@ -95,6 +102,7 @@ call_mcp_tool(
     },
 )
 ----
+--
 
 ==== Response
 
@@ -125,6 +133,8 @@ Send the `analytical_session_id` to specify the session to retrieve updates for.
 
 ==== Example call
 
+[.tabbed-code]
+--
 [source,typescript]
 ----
 const updates = await callMCPTool("get_session_updates", {
@@ -139,7 +149,7 @@ call_mcp_tool(
     {"analytical_session_id": "sess_abc123"},  # Session ID from create_analysis_session.
 )
 ----
-
+--
 ==== Response
 
 Poll returning intermediate updates:
@@ -237,6 +247,8 @@ Create a ThoughtSpot dashboard from answers generated in an analysis session.
 
 ==== Example call
 
+[.tabbed-code]
+--
 [source,typescript]
 ----
 const dashboard = await callMCPTool("create_dashboard", {
@@ -282,6 +294,7 @@ dashboard = call_mcp_tool(
     },
 )
 ----
+--
 
 ==== Response
 
@@ -318,7 +331,7 @@ The following sections outline the MCP request input schema and data structure o
 === ping
 Runs a basic health check to validate that the MCP Server is reachable.
 
-[source,ts]
+[source,TypeScript]
 ----
 const tsPing = await callMCPTool("ping", {});
 ----
@@ -328,7 +341,7 @@ Suggests appropriate ThoughtSpot data models for a given natural language questi
 
 ==== Example call
 
-[source,ts]
+[source,TypeScript]
 ----
 const dsSuggestions = await callMCPTool("getDataSourceSuggestions", {
   query: "show me sales by region" // user's query
@@ -369,7 +382,7 @@ Uses ThoughtSpot’s reasoning engine to generate AI-suggested sub-queries that
 
 ==== Example call
 
-[source,ts]
+[source,TypeScript]
 ----
 const result = await callMCPTool("getRelevantQuestions", {
   query: "show me sales data", // User's natural language query
@@ -398,7 +411,7 @@ Executes a natural language question for a given data context and returns the re
 
 ==== Example call
 
-[source,ts]
+[source,TypeScript]
 ----
 const result = await callMCPTool("getAnswer", {
   question: "Total sales by region", // Natural language question
@@ -438,13 +451,13 @@ Creates a ThoughtSpot Liveboard with one or more answers from the results. This
 
 ==== Example call
 
-[source,ts]
+[source,TypeScript]
 ----
 const answerData = JSON.parse(answerResult.result.content);
 
 const liveboardResult = await callMCPTool("createLiveboard", {
   name: "My Sales Dashboard",
-  noteTile: "My Sales Dashboard was created by TS MCP Chat", // Description text for the Liveboard
+  noteTile: "My Sales Dashboard was created by ThoughtSpot MCP Chat", // Description text for the Liveboard
   answers: [{
     question: answerData.question, // Display name for the Liveboard
     session_identifier: answerData.session_identifier,
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index 1aa5a9d9d..1b2f6dd94 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -255,7 +255,7 @@ $tag-color-light: $lightgrey;
     --secondary-header-border: #30363d;
     --secondary-header-text: #c9d1d9;
     --secondary-header-active: #0086b3;
-    --primary-color: #e6edf3;
+    --primary-color: #f1f4f8;
     --header-primary-color: #e6edf3;
     --breadcrums-font-color: #8b949e;
     --announcement-block-color: #3c4356;
diff --git a/src/components/AnnouncementBanner/index.scss b/src/components/AnnouncementBanner/index.scss
index d51358a79..362d9dedd 100644
--- a/src/components/AnnouncementBanner/index.scss
+++ b/src/components/AnnouncementBanner/index.scss
@@ -2,12 +2,12 @@
 
 .announcementBanner {
     width: 100%;
-    background: var(--announcement-block-color, #e1e1e1);
-    color: var(--announcement-text-color, #1d232f);
-    border-bottom: 1px solid rgba(0, 0, 0, 0.08);
+    background: #cae0ff;
+    color: #1a3a5c;
+    border-bottom: 1px solid #458;
 
     .announcementBanner__content {
-        color: var(--announcement-text-color, #1d232f);
+        color: #1a3a5c;
     }
 
     .announcementBanner__link {
@@ -17,7 +17,7 @@
     }
 
     .announcementBanner__close {
-        color: var(--announcement-text-color, #1d232f);
+        color: #1a3a5c;
         opacity: 0.7;
 
         &:hover {
diff --git a/src/components/CopyPageDropdown/index.scss b/src/components/CopyPageDropdown/index.scss
index f04c2de8f..850161fc7 100644
--- a/src/components/CopyPageDropdown/index.scss
+++ b/src/components/CopyPageDropdown/index.scss
@@ -9,7 +9,7 @@
         align-items: center;
         gap: 6px;
         padding: 6px 12px;
-        font-size: 13px;
+        font-size: 14px;
         font-weight: 500;
         color: var(--primary-color);
         background: var(--body-background-color);
diff --git a/src/components/DevDocTemplate/index.tsx b/src/components/DevDocTemplate/index.tsx
index 96992103f..c67ae0398 100644
--- a/src/components/DevDocTemplate/index.tsx
+++ b/src/components/DevDocTemplate/index.tsx
@@ -633,6 +633,10 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                             : { height: '0px' }
                     }
                 ></div>
+                <SecondaryHeader
+                    activeCategory={activeCategory}
+                    onCategoryChange={setActiveCategory}
+                />
                 {shouldShowAnnouncementBanner() && (
                     <AnnouncementBanner
                         enabled={HOME_ANNOUNCEMENT_BANNER?.enabled}
@@ -667,10 +671,6 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                         }
                     />
                 )}
-                <SecondaryHeader
-                    activeCategory={activeCategory}
-                    onCategoryChange={setActiveCategory}
-                />
                 <main
                     className={getClassName()}
                     ref={ref as React.RefObject<HTMLDivElement>}
diff --git a/src/components/Docmap/index.scss b/src/components/Docmap/index.scss
index cbc166530..353529a9e 100644
--- a/src/components/Docmap/index.scss
+++ b/src/components/Docmap/index.scss
@@ -1,115 +1,54 @@
 @import '../../assets/styles/variables.scss';
 
 .docmapLinks {
-    width: 100%;
-    font-size: 15px;
+    width: -webkit-fill-available;
+    font-size: 14px;
+    height: 100lvh;
 
     .tocTitle {
-        margin: 0 0 14px 0;
-        font-size: 13px;
-        font-weight: 700;
-        letter-spacing: 0.07em;
-        text-transform: uppercase;
-        color: var(--icon-color, #6b7280);
-        padding: 0;
-        line-height: 1;
-    }
-
-    /* Root list — vertical timeline with connector line */
-    div > ul {
-        list-style: none;
         margin: 0;
-        padding: 5px 0 5px 0;
-        border-left: 2px solid var(--border-color, #e5e7eb);
-        margin-left: 6px;
-
-        > li {
+        color: $disabledcolor;
+        line-height: $line-height-normal;
+        padding-left: 0;
+    }
+    div > ul > {
+        li {
+            border-left: 2px solid #d9d9d9;
+            padding-bottom: 25px !important;
+        }
+        li::before {
+            content: '';
+            border-radius: 50%;
+            padding: 2px 6px;
+            background: #d9d9d9;
             position: relative;
-            padding: 0 0 14px 20px;
-
-            /* Dot on connector line */
-            &::before {
-                content: '';
-                position: absolute;
-                left: -5px;
-                top: 7px;
-                width: 8px;
-                height: 8px;
-                border-radius: 50%;
-                background: var(--border-color, #d1d5db);
-                transition: background 0.15s ease;
-            }
-
-            &.active::before,
-            &:has(a.active)::before {
-                background: var(--secondary-color, #0568fa);
-            }
-
-            > a {
-                display: block;
-                color: var(--primary-color);
-                font-size: 14px;
-                font-weight: 500;
-                line-height: 1.5;
-                text-decoration: none;
-                padding: 2px 0;
-                transition: color 0.15s ease;
-
-                &:hover {
-                    color: var(--secondary-color, #0568fa);
-                }
-
-                &.active {
-                    color: var(--secondary-color, #0568fa);
-                    font-weight: 600;
-                }
-            }
-
-            /* Nested ul — sub-sections */
-            ul {
-                list-style: none;
-                margin: 8px 0 0 0;
-                padding: 0 0 0 12px;
-
-                li {
-                    padding: 5px 0;
-
-                    a {
-                        display: block;
-                        color: var(--var-docmap-nested-color, #6b7280);
-                        font-size: 13px;
-                        font-weight: 400;
-                        line-height: 1.45;
-                        text-decoration: none;
-                        transition: color 0.15s ease;
-
-                        &:hover {
-                            color: var(--secondary-color, #0568fa);
-                        }
-
-                        &.active {
-                            color: var(--secondary-color, #0568fa);
-                            font-weight: 600;
-                        }
-                    }
-                }
-            }
+            left: -7px;
+            height: 7px;
+        }
+        .active::before {
+            background: var(--secondary-color) !important;
         }
     }
 
     div {
         ul {
-            margin-top: 0;
+            margin-top: 10px;
+            list-style-type: none;
+            padding-left: 0;
+            background-color: var(--border-color) solid;
 
             li {
-                display: block;
-                flex-wrap: unset;
-                padding-bottom: 0;
+                display: flex;
+                flex-wrap: wrap;
+                padding-bottom: 15px;
 
                 a {
-                    width: auto;
-                    margin: 0;
-                    flex-grow: unset;
+                    color: var(--primary-color);
+                    font-weight: $font-weight-normal;
+                    display: flex;
+                    flex-grow: 1;
+                    width: 80%;
+                    margin: -2px 0 0 7px;
                 }
 
                 a:hover {
@@ -117,8 +56,9 @@
                 }
 
                 ul {
-                    padding-top: 2px;
-                    li a {
+                    padding-left: $padding-nested-ul;
+                    padding-top: 5px;
+                    li a{
                         color: var(--var-docmap-nested-color);
                     }
                 }
@@ -157,4 +97,4 @@
     .docmapLinks {
         display: none;
     }
-}
+}
\ No newline at end of file
diff --git a/src/components/Document/index.tsx b/src/components/Document/index.tsx
index 916213f1b..4f2f32fb3 100644
--- a/src/components/Document/index.tsx
+++ b/src/components/Document/index.tsx
@@ -26,6 +26,89 @@ const Document = (props: {
         addScrollListener();
     }, []);
 
+    useEffect(() => {
+        /* ── Tabbed code blocks ──────────────────────────────────────────
+         * Authoring: wrap multiple [source,...] blocks in [.tabbed-code] --
+         * This effect collapses them into a single panel with language tabs.
+         */
+        document.querySelectorAll<HTMLElement>('.tabbed-code').forEach((container) => {
+            const wrappers = Array.from(
+                container.querySelectorAll<HTMLElement>('.code-block-wrapper'),
+            );
+            if (wrappers.length < 2) return;
+
+            const entries = wrappers.map((w) => ({
+                lang: w.querySelector<HTMLElement>('.lang')?.textContent?.trim() || 'Code',
+                pre: w.querySelector<HTMLElement>('pre'),
+            })).filter((e) => e.pre);
+
+            if (entries.length < 2) return;
+
+            /* Build unified wrapper */
+            const block = document.createElement('div');
+            block.className = 'code-block-wrapper';
+
+            /* Shared header: tab buttons + copy button */
+            const header = document.createElement('div');
+            header.className = 'code-block-header';
+
+            const tabsRow = document.createElement('div');
+            tabsRow.className = 'code-tabs-list';
+            header.appendChild(tabsRow);
+
+            /* Copy button — copies visible tab content */
+            const copyBtn = document.createElement('button');
+            copyBtn.className = 'copyButton';
+            copyBtn.innerHTML = `<svg class="copyIcon" viewBox="0 0 24 24" fill="none"
+                stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+                <rect x="9" y="9" width="13" height="13" rx="2"/><path d="M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1"/>
+            </svg>`;
+            header.appendChild(copyBtn);
+            block.appendChild(header);
+
+            /* Panels */
+            const panels: HTMLElement[] = [];
+            entries.forEach(({ lang, pre }, idx) => {
+                const btn = document.createElement('button');
+                btn.className = 'code-tab-btn' + (idx === 0 ? ' active' : '');
+                btn.textContent = lang;
+                tabsRow.appendChild(btn);
+
+                const panel = document.createElement('div');
+                panel.className = 'code-tab-panel';
+                if (idx > 0) panel.hidden = true;
+                const preClone = pre!.cloneNode(true) as HTMLElement;
+                panel.appendChild(preClone);
+                block.appendChild(panel);
+                panels.push(panel);
+
+                btn.addEventListener('click', () => {
+                    tabsRow.querySelectorAll('.code-tab-btn').forEach((b) =>
+                        b.classList.remove('active'),
+                    );
+                    panels.forEach((p) => { p.hidden = true; });
+                    btn.classList.add('active');
+                    panel.hidden = false;
+                });
+            });
+
+            copyBtn.addEventListener('click', () => {
+                const visiblePanel = panels.find((p) => !p.hidden);
+                const text = visiblePanel?.querySelector('pre')?.textContent || '';
+                navigator.clipboard.writeText(text).catch(() => {});
+                copyBtn.innerHTML = '<span style="font-size:11px;padding:0 2px">Copied!</span>';
+                setTimeout(() => {
+                    copyBtn.innerHTML = `<svg class="copyIcon" viewBox="0 0 24 24" fill="none"
+                        stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+                        <rect x="9" y="9" width="13" height="13" rx="2"/><path d="M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1"/>
+                    </svg>`;
+                }, 1500);
+            });
+
+            container.replaceChildren(block);
+        });
+    }, [props.docContent]);
+
     const options: HTMLReactParserOptions = {
         replace: (domNode: any) => {
             if (domNode.type === 'tag' &&
@@ -65,9 +148,11 @@ const Document = (props: {
             >
                 {parse(props.docContent, options)}
             </div>
+            {/* WasThisHelpful temporarily disabled — no endpoint configured yet
             {!isHomePage && props.isPublicSiteOpen && (
                 <WasThisHelpful />
             )}
+            */}
             {props.isPublicSiteOpen && <Footer />}
         </div>
     );
diff --git a/src/components/Dropdown/index.scss b/src/components/Dropdown/index.scss
index 0ee4cf5c6..5e8190356 100644
--- a/src/components/Dropdown/index.scss
+++ b/src/components/Dropdown/index.scss
@@ -16,7 +16,9 @@
         outline: none;
         color: $white;
         background-color: inherit;
-        margin-left: 15px;
+        margin-left: 20px;
+        margin-right: 10px;
+        padding: 6px 10px;
     }
 
     .dropdownContent {
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index 730a4209b..41bd1fbd3 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -9,7 +9,6 @@ header {
     height: $header-height;
     z-index: $header-zIndex;
 
-    /* Embedded mode hides top header */
     .embedded-mode & {
         display: none;
     }
@@ -29,7 +28,6 @@ header {
         gap: 12px;
     }
 
-    /* Logo — same size as original site */
     .header-logo {
         flex-shrink: 0;
 
@@ -46,37 +44,24 @@ header {
     }
 
     .logo {
-        margin: 5px;
-        padding: 5px 0 5px 5px;
+        margin: 5px 10px 5px 5px;
+        padding: 5px 5px 5px 5px;
     }
 
     .thoughtspotLogo {
-        width: $header-logo-width; /* 273px — same as original */
+        width: $header-logo-width;
         vertical-align: middle;
         padding-right: 20px;
     }
 
-    /* Primary navigation */
-    .header-nav {
-        display: flex;
-        align-items: center;
-        gap: 8px;
-        flex: 1;
-        padding-left: 16px;
-
-        @media (max-width: 820px) {
-            display: none;
-        }
-    }
-
-    .header-nav-link {
+.header-nav-link {
         display: inline-flex;
         align-items: center;
         gap: 4px;
-        padding: 6px 14px 0 0;
+        padding: 6px 10px;
         color: rgba(255, 255, 255, 0.85);
-        font-size: 15px;
-        font-weight: 400;
+        font-size: 17px;
+        font-weight: 500;
         text-decoration: none;
         border-radius: 6px;
         border: none;
@@ -92,76 +77,120 @@ header {
         }
     }
 
-    /* Resources dropdown */
+    /* ── Resources dropdown — hover-driven ─────────────────────────── */
     .header-dropdown {
         position: relative;
+        display: inline-flex;
+        align-items: center;
+
         .header-chevron {
-            width: 14px;
-            height: 14px;
+            width: 13px;
+            height: 13px;
             transition: transform 0.15s ease;
         }
 
-        &-trigger[aria-expanded='true'] .header-chevron {
+        &:hover .header-chevron {
             transform: rotate(180deg);
         }
 
-        &-menu {
-            position: absolute;
-            top: calc(100% + 8px);
-            left: 0;
-            background: #1d1d1d;
-            border: 1px solid rgba(255, 255, 255, 0.12);
-            border-radius: 10px;
-            box-shadow: 0 12px 32px rgba(0, 0, 0, 0.5);
-            min-width: 200px;
-            padding: 6px;
-            z-index: 100;
-            animation: dropdownFadeIn 0.12s ease;
+        /* Show the bridge+panel on hover using explicit class name (avoids BEM double-& bug) */
+        &:hover > .header-dropdown-menu {
+            visibility: visible;
+            opacity: 1;
+        }
+    }
+
+    /* Bridge: stays in DOM so cursor can travel from button into panel without losing hover */
+    .header-dropdown-menu {
+        visibility: hidden;
+        opacity: 0;
+        position: absolute;
+        top: 100%;
+        right: 0;
+        padding-top: 6px;
+        z-index: 200;
+        transition: opacity 0.15s ease, visibility 0.15s ease;
+    }
+
+    /* Visual panel sits inside the bridge */
+    .header-dropdown-menu-panel {
+        background: var(--nav-bar-color, #232F43);
+        border: 1px solid #458;
+        box-shadow: 0 8px 24px rgba(68, 85, 136, 0.35);
+        border-radius: 10px;
+        min-width: 280px;
+        padding: 6px;
+        animation: dropdownFadeIn 0.15s ease;
+    }
+
+    .header-dropdown-item {
+        display: flex;
+        align-items: center;
+        gap: 10px;
+        padding: 9px 12px;
+        color: rgba(255, 255, 255, 0.8);
+        font-size: 14px;
+        text-decoration: none;
+        border-radius: 6px;
+        transition: background 0.1s ease, color 0.1s ease;
+
+        &:hover {
+            background: rgba(169, 232, 255, 0.08);
+            color: #A9E8FF;
+
+            .dropdown-item-name { color: #A9E8FF; }
+            .dropdown-item-icon { color: #A9E8FF; }
+            .external-link-icon { color: rgba(169, 232, 255, 0.5); }
+        }
+
+        .dropdown-item-icon {
+            width: 16px;
+            height: 16px;
+            color: rgba(255, 255, 255, 0.45);
+            flex-shrink: 0;
+            transition: color 0.1s ease;
         }
 
-        &-item {
+        .dropdown-item-text {
             display: flex;
-            align-items: center;
-            gap: 10px;
-            padding: 9px 12px;
-            color: rgba(255, 255, 255, 0.85);
-            font-size: 14px;
-            text-decoration: none;
-            border-radius: 6px;
-            transition: background 0.1s ease;
+            flex-direction: column;
+            flex: 1;
+            min-width: 0;
+        }
 
-            &:hover {
-                background: rgba(255, 255, 255, 0.08);
-                color: #fff;
-            }
+        .dropdown-item-name {
+            font-size: 14px;
+            font-weight: 500;
+            color: rgba(255, 255, 255, 0.9);
+            line-height: 1.3;
+            transition: color 0.1s ease;
+        }
 
-            .dropdown-item-icon {
-                width: 15px;
-                height: 15px;
-                color: rgba(255, 255, 255, 0.5);
-                flex-shrink: 0;
-            }
+        .dropdown-item-sub {
+            font-size: 11.5px;
+            color: rgba(255, 255, 255, 0.4);
+            line-height: 1.3;
+            margin-top: 1px;
+        }
 
-            .external-link-icon {
-                width: 11px;
-                height: 11px;
-                color: rgba(255, 255, 255, 0.3);
-                margin-left: auto;
-                flex-shrink: 0;
-            }
+        .external-link-icon {
+            width: 11px;
+            height: 11px;
+            color: rgba(255, 255, 255, 0.25);
+            flex-shrink: 0;
+            transition: color 0.1s ease;
         }
     }
 
-    /* Right side — version + resources + theme toggle */
+    /* ── Right side ─────────────────────────────────────────────────── */
     .header-right {
         display: flex;
         align-items: center;
-        gap: 12px;
+        gap: 16px;
         flex-shrink: 0;
-        padding-right: 5px;
-        margin-right: 5px;
+        padding-right: 18px;
 
-        /* Normalize the legacy Dropdown (version) component to match Resources */
+        /* ── Version dropdown (legacy Dropdown component) ───────────── */
         .dropdownWrapper {
             padding: 0;
 
@@ -169,6 +198,12 @@ header {
                 align-items: center;
             }
 
+            /* overflow: visible is required — original has overflow:hidden which clips the panel */
+            .dropdown {
+                position: relative;
+                overflow: visible;
+            }
+
             .dropdown .dropbtn {
                 display: inline-flex;
                 align-items: center;
@@ -177,7 +212,7 @@ header {
                 margin-left: 0;
                 color: rgba(255, 255, 255, 0.85);
                 font-size: 15px;
-                font-weight: 400;
+                font-weight: 500;
                 font-family: 'Optimo-Plain';
                 border-radius: 6px;
                 transition: background 0.15s ease, color 0.15s ease;
@@ -194,15 +229,43 @@ header {
                 margin-left: 2px;
                 vertical-align: middle;
             }
-        }
 
-        /* Normalize Resources dropdown trigger padding inside header-right */
-        .header-dropdown .header-nav-link {
-            padding: 6px 12px;
+            /* Version dropdown panel */
+            .dropdownContent {
+                right: 0;
+                left: auto;
+                background-color: var(--nav-bar-color, #232F43);
+                border: 1px solid #458;
+                box-shadow: 0 8px 24px rgba(68, 85, 136, 0.35);
+                border-radius: 10px;
+                padding: 6px;
+                min-width: 160px;
+
+                & > div {
+                    color: rgba(255, 255, 255, 0.8);
+                    border-radius: 6px;
+                    font-size: 14px;
+                    padding: 8px 12px;
+                    transition: background 0.1s ease, color 0.1s ease;
+                    cursor: pointer;
+
+                    &:hover {
+                        background: rgba(169, 232, 255, 0.08);
+                        color: #A9E8FF;
+                    }
+                }
+
+                .subLabel {
+                    font-size: 11.5px;
+                    color: rgba(255, 255, 255, 0.4);
+                    padding: 0;
+                    margin-top: 1px;
+                }
+            }
         }
     }
 
-    /* Light / Dark toggle — icon only */
+    /* ── Theme toggle ───────────────────────────────────────────────── */
     .theme-toggle-btn {
         display: inline-flex;
         align-items: center;
@@ -210,11 +273,12 @@ header {
         width: 32px;
         height: 32px;
         border-radius: 6px;
-        border: 1px solid rgba(255, 255, 255, 0.2);
+        border: none;
         background: transparent;
         cursor: pointer;
         color: rgba(255, 255, 255, 0.85);
         transition: background 0.15s ease, color 0.15s ease;
+        margin-left: 0;
 
         &:hover {
             background: rgba(255, 255, 255, 0.08);
@@ -222,8 +286,8 @@ header {
         }
 
         .theme-icon {
-            width: 15px;
-            height: 15px;
+            width: 17px;
+            height: 17px;
         }
     }
 }
diff --git a/src/components/Header/index.tsx b/src/components/Header/index.tsx
index 8cd4cf740..9e7cadb32 100644
--- a/src/components/Header/index.tsx
+++ b/src/components/Header/index.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useEffect, useRef } from 'react';
+import React from 'react';
 import { useResizeDetector } from 'react-resize-detector';
 import { IconContext } from '@react-icons/all-files';
 import { RiMoonClearLine } from '@react-icons/all-files/ri/RiMoonClearLine';
@@ -9,6 +9,7 @@ import { AiOutlineCaretDown } from '@react-icons/all-files/ai/AiOutlineCaretDown
 import { FiUsers } from '@react-icons/all-files/fi/FiUsers';
 import { FiHelpCircle } from '@react-icons/all-files/fi/FiHelpCircle';
 import { FiExternalLink } from '@react-icons/all-files/fi/FiExternalLink';
+import { FiBook } from '@react-icons/all-files/fi/FiBook';
 
 import TSLogo from '../../assets/svg/ts-logo-white-developer.svg';
 import t from '../../utils/lang-utils';
@@ -22,21 +23,9 @@ const Header = (props: {
     isDarkMode: boolean;
 }) => {
     const { width, ref } = useResizeDetector();
-    const [resourcesOpen, setResourcesOpen] = useState(false);
-    const resourcesRef = useRef<HTMLDivElement>(null);
 
     const isMaxMobileResolution = !(width < MAX_MOBILE_RESOLUTION);
 
-    useEffect(() => {
-        const handleClickOutside = (e: MouseEvent) => {
-            if (resourcesRef.current && !resourcesRef.current.contains(e.target as Node)) {
-                setResourcesOpen(false);
-            }
-        };
-        document.addEventListener('mousedown', handleClickOutside);
-        return () => document.removeEventListener('mousedown', handleClickOutside);
-    }, []);
-
     const handleThemeToggle = () => {
         const newDark = !props.isDarkMode;
         props.setDarkMode(newDark);
@@ -46,25 +35,36 @@ const Header = (props: {
 
     const resourceLinks = [
         {
-            name: 'Community',
-            link: 'https://community.thoughtspot.com/customers/s/topic/0TO3n000000erVyGAI/developers-embedding',
-            icon: FiUsers,
-        },
-        {
-            name: 'Support',
-            link: 'https://www.thoughtspot.com/support',
-            icon: FiHelpCircle,
+            name: 'Docs',
+            sub: 'ThoughtSpot Analytics product documentation',
+            link: 'https://docs.thoughtspot.com/home',
+            icon: FiBook,
         },
         {
             name: 'GitHub',
+            sub: 'Visual Embed SDK source code',
             link: 'https://github.com/thoughtspot/visual-embed-sdk',
             icon: FiGithub,
         },
         {
             name: 'Discord',
+            sub: 'Chat with the dev community',
             link: 'https://discord.gg/YBWP65W6te',
             icon: RiDiscordLine,
         },
+        {
+            name: 'Community',
+            sub: 'Connect with other developers',
+            link: 'https://community.thoughtspot.com/customers/s/topic/0TO3n000000erVyGAI/developers-embedding',
+            icon: FiUsers,
+        },
+        {
+            name: 'Support',
+            sub: 'Get help from ThoughtSpot',
+            link: 'https://www.thoughtspot.com/support',
+            icon: FiHelpCircle,
+        },
+
     ];
 
     return (
@@ -74,7 +74,7 @@ const Header = (props: {
                 ref={ref as React.RefObject<HTMLDivElement>}
             >
                 <div className="headerWrapper">
-                    {/* Logo — retained as-is */}
+                    {/* Logo */}
                     <div className="header-logo">
                         <h2 className="m-0 d-inline-block logo">
                             <a
@@ -91,42 +91,19 @@ const Header = (props: {
                         </h2>
                     </div>
 
-                    {isMaxMobileResolution && (
-                        <nav className="header-nav" aria-label="Primary navigation">
-                            {/* Docs link — points to product docs home */}
-                            <a
-                                href="https://docs.thoughtspot.com/home"
-                                target="_blank"
-                                rel="noopener noreferrer"
-                                className="header-nav-link"
-                            >
-                                Docs
-                            </a>
-                        </nav>
-                    )}
-
+                    {/* Right side: Resources | Version | Toggle */}
                     <div className="header-right">
-                        <Dropdown
-                            location={props.location}
-                            isMobile={isMaxMobileResolution}
-                        />
-
-                        {/* Resources dropdown */}
+                        {/* Resources — hover-driven (CSS), consistent with Version dropdown */}
                         {isMaxMobileResolution && (
-                            <div className="header-dropdown" ref={resourcesRef}>
-                                <button
-                                    className="header-nav-link header-dropdown-trigger"
-                                    onClick={() => setResourcesOpen(!resourcesOpen)}
-                                    aria-expanded={resourcesOpen}
-                                    aria-haspopup="true"
-                                >
+                            <div className="header-dropdown">
+                                <button className="header-nav-link header-dropdown-trigger">
                                     Resources
                                     <IconContext.Provider value={{ className: 'header-chevron' }}>
                                         <AiOutlineCaretDown />
                                     </IconContext.Provider>
                                 </button>
-                                {resourcesOpen && (
-                                    <div className="header-dropdown-menu" role="menu">
+                                <div className="header-dropdown-menu">
+                                    <div className="header-dropdown-menu-panel" role="menu">
                                         {resourceLinks.map((item) => {
                                             const Icon = item.icon;
                                             return (
@@ -137,12 +114,14 @@ const Header = (props: {
                                                     rel="noopener noreferrer"
                                                     className="header-dropdown-item"
                                                     role="menuitem"
-                                                    onClick={() => setResourcesOpen(false)}
                                                 >
                                                     <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
                                                         <Icon />
                                                     </IconContext.Provider>
-                                                    {item.name}
+                                                    <span className="dropdown-item-text">
+                                                        <span className="dropdown-item-name">{item.name}</span>
+                                                        <span className="dropdown-item-sub">{item.sub}</span>
+                                                    </span>
                                                     <IconContext.Provider value={{ className: 'external-link-icon' }}>
                                                         <FiExternalLink />
                                                     </IconContext.Provider>
@@ -150,11 +129,17 @@ const Header = (props: {
                                             );
                                         })}
                                     </div>
-                                )}
+                                </div>
                             </div>
                         )}
 
-                        {/* Light / Dark toggle only — Auto applied silently on first load */}
+                        {/* Version dropdown */}
+                        <Dropdown
+                            location={props.location}
+                            isMobile={isMaxMobileResolution}
+                        />
+
+                        {/* Theme toggle */}
                         {isMaxMobileResolution && (
                             <button
                                 className="theme-toggle-btn"
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index 112eac508..add8b2a0a 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -2,8 +2,8 @@
 
 .secondary-header {
     background: var(--nav-bar-color, #323946);
-    border-bottom: 0.5px solid #323946;
-    border-top: 0.5px solid #323946;
+    border-bottom: 1px solid #458;
+    border-top: 0.5px solid #458;
     position: sticky;
     top: $header-height;
     z-index: $header-zIndex - 1;
@@ -41,7 +41,7 @@
         border: none;
         cursor: pointer;
         white-space: nowrap;
-        font-family: 'Optimo-Plain', sans-serif;
+        font-family: 'Optimo-Plain';
         transition: color 0.15s ease;
         border-bottom: 1px solid transparent;
         margin-bottom: -1px;
diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index 7c19217b2..15e383b27 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -13,11 +13,11 @@ export type DocCategory =
 
 export const CATEGORY_LABELS: Record<DocCategory, string> = {
     all: 'All docs',
-    guides: 'Guides',
-    embedding: 'Embedding',
+    guides: 'Developer Guides',
+    embedding: 'Embedded analytics',
     'mcp-server': 'MCP server',
     spottercode: 'SpotterCode',
-    'apis-sdk': 'APIs & SDK',
+    'apis-sdk': 'APIs & SDK Reference',
     'whats-new': "What's new",
 };
 

From a7861d6c4286b067ff811d1874b0ef527c96782c Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 25 Apr 2026 13:37:20 +0530
Subject: [PATCH 120/161] css fix

---
 src/components/Document/index.scss | 63 +++++++++++++++++++++++++++---
 1 file changed, 57 insertions(+), 6 deletions(-)

diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index 185f28600..a72319f52 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -80,7 +80,7 @@
     .code-block-wrapper {
         margin: 16px 0;
         border-radius: 8px;
-        border: 1px solid var(--border-color);
+        border: 1px solid #323946;
         overflow: hidden;
     }
 
@@ -91,11 +91,11 @@
         justify-content: space-between;
         padding: 7px 12px;
         background-color: #232F43;
-        border-bottom: 1px solid #A9E8FF;
+        border-bottom: 1px solid #458;
 
         .lang {
-            font-size: 12px;
-            font-weight: 600;
+            font-size: 13px;
+            font-weight: 500;
             letter-spacing: 0.05em;
             text-transform: uppercase;
             color: var(--text-color-code-lang, #8b949e);
@@ -165,7 +165,7 @@
         max-height: 700px;
         line-height: $line-height-code;
         border-radius: 0;
-        border: none;
+        border: 1px solid #232F43;
         box-shadow: none;
         margin: 0;
 
@@ -193,7 +193,7 @@
 
             .code-block-header {
                 background: #323946;
-                border-bottom-color: #458;
+                border: 1px solid #458;
 
                 .lang { color: #8b949e; }
                 .copyButton {
@@ -424,6 +424,57 @@
     a:active {
         color: var(--secondary-color);
     }
+
+    /* ── Tabbed code blocks ───────────────────────────────────────────── */
+    .tabbed-code {
+        margin: 16px 0;
+
+        /* The JS replaceChildren puts a single .code-block-wrapper here */
+        .code-tabs-list {
+            display: flex;
+            align-items: center;
+            gap: 2px;
+            flex: 1;
+            overflow-x: auto;
+            scrollbar-width: none;
+            &::-webkit-scrollbar { display: none; }
+        }
+
+        .code-tab-btn {
+            padding: 2px 14px;
+            height: 28px;
+            font-size: 13px;
+            font-weight: 500;
+            letter-spacing: 0.04em;
+            text-transform: uppercase;
+            color: var(--text-color-code-lang, #8b949e);
+            color: rgba(255, 255, 255, 0.5);
+            background: transparent;
+            border: none;
+            border-bottom: 2px solid transparent;
+            cursor: pointer;
+            font-family: $font-family-code;
+            white-space: nowrap;
+            transition: color 0.15s ease, border-color 0.15s ease;
+
+            &:hover { color: #aac2f8; }
+
+            &.active {
+                color: #aac2f8 !important;
+                border-bottom-color: #aac2f8;
+                font-weight: 600;
+            }
+        }
+
+        .code-tab-panel {
+            &[hidden] { display: none; }
+
+            pre {
+                border-radius: 0 0 8px 8px;
+                margin: 0;
+            }
+        }
+    }
 }
 
 hr {

From 2365d9429cf7c6a5787321abaa23c177d1d3f971 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 08:46:10 +0530
Subject: [PATCH 121/161] nav overhaul and secondary header menu chnages

---
 gatsby-node.js                                |  18 +-
 modules/ROOT/pages/common/nav-embedding.adoc  | 147 +++++++++
 modules/ROOT/pages/common/nav-mcp-server.adoc |  12 +
 modules/ROOT/pages/common/nav-rest-api.adoc   |  78 +++++
 .../ROOT/pages/common/nav-spottercode.adoc    |   9 +
 modules/ROOT/pages/common/nav-tutorials.adoc  |  29 ++
 modules/ROOT/pages/common/nav.adoc            | 287 +++---------------
 src/assets/styles/variables.scss              |  25 +-
 src/components/DevDocTemplate/index.tsx       |  52 +++-
 src/components/Dropdown/index.scss            |   9 +-
 src/components/Header/index.scss              |  31 +-
 src/components/LeftSidebar/index.scss         |   4 +-
 src/components/SecondaryHeader/index.scss     |  45 ++-
 src/components/SecondaryHeader/index.tsx      | 110 +++++--
 14 files changed, 542 insertions(+), 314 deletions(-)
 create mode 100644 modules/ROOT/pages/common/nav-embedding.adoc
 create mode 100644 modules/ROOT/pages/common/nav-mcp-server.adoc
 create mode 100644 modules/ROOT/pages/common/nav-rest-api.adoc
 create mode 100644 modules/ROOT/pages/common/nav-spottercode.adoc
 create mode 100644 modules/ROOT/pages/common/nav-tutorials.adoc

diff --git a/gatsby-node.js b/gatsby-node.js
index 2b08a9a1d..a4566688b 100644
--- a/gatsby-node.js
+++ b/gatsby-node.js
@@ -95,12 +95,23 @@ exports.createPages = async function ({ actions, graphql }) {
     `);
 
     const namePageIdMap = {};
+    // Collect per-category nav HTMLs keyed by category name (pageid minus 'nav-' prefix)
+    const navMap = {};
+    const NAV_PARTIAL_PREFIX = 'nav-';
+
     data.allAsciidoc.edges.forEach((e) => {
         const {
             sourceInstanceName: sourceName,
             relativePath: relPath,
         } = e.node.parent;
         const pageId = e.node.pageAttributes.pageid;
+
+        // Collect nav-* files into the navMap (not content pages)
+        if (pageId && pageId.startsWith(NAV_PARTIAL_PREFIX)) {
+            navMap[pageId.slice(NAV_PARTIAL_PREFIX.length)] = e.node.html;
+            return;
+        }
+
         if (sourceName === 'tutorials') {
             const relPathSplit = relPath.split('/');
             const pageIdSplit = pageId.split('__');
@@ -122,13 +133,16 @@ exports.createPages = async function ({ actions, graphql }) {
     data.allAsciidoc.edges.forEach((edge) => {
         const { pageid: pageId } = edge.node.pageAttributes;
 
+        // Skip nav partial files — they are sidebar data, not content pages
+        if (pageId && pageId.startsWith(NAV_PARTIAL_PREFIX)) return;
+
         const docPath = getDocLinkFromEdge(edge);
         actions.createPage({
             path: docPath,
             component: require.resolve(
                 './src/components/DevDocTemplate/index.tsx',
             ),
-            context: { pageId, navId: DOC_NAV_PAGE_ID, namePageIdMap },
+            context: { pageId, navId: DOC_NAV_PAGE_ID, navMap, namePageIdMap },
         });
 
         if (pageId === 'introduction') {
@@ -137,7 +151,7 @@ exports.createPages = async function ({ actions, graphql }) {
                 component: require.resolve(
                     './src/components/DevDocTemplate/index.tsx',
                 ),
-                context: { pageId, navId: DOC_NAV_PAGE_ID, namePageIdMap },
+                context: { pageId, navId: DOC_NAV_PAGE_ID, navMap, namePageIdMap },
             });
         }
     });
diff --git a/modules/ROOT/pages/common/nav-embedding.adoc b/modules/ROOT/pages/common/nav-embedding.adoc
new file mode 100644
index 000000000..c69555fa9
--- /dev/null
+++ b/modules/ROOT/pages/common/nav-embedding.adoc
@@ -0,0 +1,147 @@
+
+:page-pageid: nav-embedding
+:page-description: Embedding navigation
+
+[navSection]
+
+* link:{{navprefix}}/tsembed[Embed ThoughtSpot]
+** link:{{navprefix}}/getting-started[Get started]
+** link:{{navprefix}}/embed-ai-search-analytics[Embed AI Search and Analytics]
+*** link:{{navprefix}}/embed-spotter[Embed Spotter experience]
+*** link:{{navprefix}}/embed-spotter-agent[Embed Spotter Agent]
+** link:{{navprefix}}/embed-liveboard[Embed Analytics]
+*** link:{{navprefix}}/embed-liveboard[Embed a Liveboard]
+*** link:{{navprefix}}/embed-a-viz[Embed a visualization]
+** link:{{navprefix}}/full-embed[Embed full application]
+*** link:{{navprefix}}/full-app-customize[Customize your embed]
+*** link:{{navprefix}}/customize-nav-controls[Customize navigation panels]
+*** link:{{navprefix}}/set-default-page[Customize default page and navigation path]
+*** link:{{navprefix}}/customize-homepage-experience[Customize home page experience]
+** Embed token-based Search
+*** link:{{navprefix}}/search-embed[Embed Search]
+*** link:{{navprefix}}/embed-searchbar[Embed search bar]
+** link:{{navprefix}}/react-app-embed[Embed with React components]
+
+** link:{{navprefix}}/mobile-embed[Embed ThoughtSpot in a mobile app]
+*** link:{{navprefix}}/embed-ts-mobile-react-native[React Native SDK]
+*** link:{{navprefix}}/embed-ts-flutter[Flutter embed SDK]
+*** link:{{navprefix}}/embed-ts-swift[Swift Embed SDK]
+*** link:{{navprefix}}/embed-ts-android[Android Embed SDK]
+
+* Customize and integrate
+** link:{{navprefix}}/style-customization[Customize UI layout and styles]
+*** link:{{navprefix}}/customize-style[Customize basic styles]
+*** link:{{navprefix}}/custom-css[CSS customization framework]
+**** link:{{navprefix}}/css-variables-reference[CSS variables reference]
+**** link:{{navprefix}}/customize-icons[Customize icons]
+**** link:{{navprefix}}/customize-text[Customize text strings]
+**** link:{{navprefix}}/theme-builder-doc[Theme builder]
+** link:{{navprefix}}/filters-overview[Filters overview]
+*** link:{{navprefix}}/runtime-overrides[Runtime overrides]
+*** link:{{navprefix}}/runtime-filters[Runtime filters]
+*** link:{{navprefix}}/runtime-params[Runtime Parameters]
+** link:{{navprefix}}/action-config[Customize menus]
+*** link:{{navprefix}}/actions[Action IDs in the SDK]
+** link:{{navprefix}}/events-app-integration[Events and app interactions]
+*** link:{{navprefix}}/embed-events[Using embed events]
+*** link:{{navprefix}}/host-events[Using host events]
+*** link:{{navprefix}}/context-aware-event-routing[Context-based execution of host events]
+*** link:{{navprefix}}/hostEventsV2-migration[Migrating from Host Event v1 to Host Events v2 framework]
+*** link:{{navprefix}}/api-search-intercept[API intercept and data fetch requests]
+** link:{{navprefix}}/custom-action-intro[Custom actions]
+*** link:{{navprefix}}/customize-actions[Custom actions through the UI]
+**** link:{{navprefix}}/custom-action-url[URL actions]
+**** link:{{navprefix}}/custom-action-callback[Callback actions]
+**** link:{{navprefix}}/custom-action-payload[Callback response payload]
+**** link:{{navprefix}}/edit-custom-action[Set the position of a custom action]
+**** link:{{navprefix}}/add-action-viz[Add a local action to a visualization]
+**** link:{{navprefix}}/add-action-worksheet[Add a local action to a model]
+*** link:{{navprefix}}/code-based-custom-action[Code based custom actions]
+** link:{{navprefix}}/customize-links[Customize links]
+** link:{{navprefix}}/set-locale[Customize locale]
+** link:{{navprefix}}/custom-domain-config[Custom domain configuration]
+** link:{{navprefix}}/customize-emails[Customize onboarding settings]
+** link:{{navprefix}}/customize-email-apis[Customize email template]
+*** link:{{navprefix}}/in-app-navigation[Create dynamic menus and navigation]
+** link:{{navprefix}}/best-practices[Performance optimization]
+*** link:{{navprefix}}/best-practices[Best practices]
+*** link:{{navprefix}}/prerender[Prerender components]
+*** link:{{navprefix}}/lazy-load-fullHeight[Full height and lazy loading options]
+*** link:{{navprefix}}/prefetch[Prefetch static resources]
+** link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
+
+* Authentication and data security
+** link:{{navprefix}}/embed-auth[Authentication]
+*** link:{{navprefix}}/trusted-auth[Trusted authentication]
+**** link:{{navprefix}}/trusted-auth-secret-key[Secret key management]
+**** link:{{navprefix}}/trusted-auth-sdk[Front-end trusted authentication integration]
+**** link:{{navprefix}}/trusted-auth-token-request-service[Token request service]
+**** link:{{navprefix}}/trusted-auth-troubleshoot[Troubleshoot trusted authentication]
+*** link:{{navprefix}}/saml-sso[SAML SSO authentication]
+*** link:{{navprefix}}/oidc-auth[OpenID Connect authentication]
+*** link:{{navprefix}}/just-in-time-provisioning[Just-in-time provisioning]
+** link:{{navprefix}}/security-settings[Security settings]
+
+** link:{{navprefix}}/embed-object-access[Authorization]
+*** link:{{navprefix}}/access-control-sharing[Access control and sharing]
+*** link:{{navprefix}}/privileges-and-roles[Privileges and Roles]
+** link:{{navprefix}}/data-security[Data security]
+*** link:{{navprefix}}/rls-rules[RLS Rules]
+*** link:{{navprefix}}/abac-via-rls-variables[ABAC via RLS with variables]
+*** link:{{navprefix}}/jwt-abac-migration-guide[ABAC JWT migration guide]
+**** link:{{navprefix}}/jwt-filter-parameters-rules-migration-guide[JWT ABAC with filter rules -> ABAC via RLS]
+**** link:{{navprefix}}/jwt-abac-beta-migration-guide[JWT ABAC beta implementation -> ABAC via RLS]
+*** link:{{navprefix}}/abac-user-parameters[ABAC via JWT with filter rules and parameters]
+** link:{{navprefix}}/selective-user-access[User access]
+** link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
+
+* link:{{navprefix}}/tutorials/tutorials-overview[Embedding tutorials]
+** link:{{navprefix}}/tutorials/tse-fundamentals/intro[Embedding Fundamentals]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-01[01 - Overview]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-02[02 - Set up for course]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-03[03 - Security setup]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-04[04 - Start coding]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-05[05 - Embed Search]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-06[06 - Embed Natural Language Search]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-07[07 - Embed Liveboard]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-08[08 - Embed Visualization]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-09[09 - Embed full application]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-10[10 - Style embedded app]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-11[11 - Course summary]
+** link:{{navprefix}}/tutorials/style-customization/tutorial[Style customization]
+** link:{{navprefix}}/tutorials/react-components/intro[React components]
+*** link:{{navprefix}}/tutorials/react-components/lesson-01[01 - Initialize Visual Embed SDK]
+*** link:{{navprefix}}/tutorials/react-components/lesson-02[02 - ThoughtSpot component pages]
+*** link:{{navprefix}}/tutorials/react-components/lesson-03[03 - Menus and navigation elements]
+*** link:{{navprefix}}/tutorials/react-components/lesson-04[04 - Event handling]
+
+* Other embedding methods
+** link:{{navprefix}}/embed-without-sdk[Embed without SDK]
+** link:{{navprefix}}/custom-viz-rest-api[Create a custom visualization]
+
+* +++<a href="{{previewPrefix}}/playground/search" target="_blank">Visual Embed Playground</a>+++
+
+* link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK Reference]
+include::generated/typedoc/CustomSideNav.adoc[]
+** Custom styles
+*** [.typedoc-Interface]#link:{{navprefix}}/Interface_CustomStyles[CustomStyles]#
+*** [.typedoc-Interface]#link:{{navprefix}}/Interface_CustomisationsInterface[CustomisationsInterface]#
+*** [.typedoc-Interface]#link:{{navprefix}}/Interface_customCssInterface[customCssInterface]#
+*** [.typedoc-Interface]#link:{{navprefix}}/Interface_CustomCssVariables[customCssVariables]#
+** Runtime filters
+*** [.typedoc-Interface]#link:{{navprefix}}/Interface_RuntimeFilter[RuntimeFilter]#
+*** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_RuntimeFilterOp[RuntimeFilterOp]#
+** Others
+*** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_Action[Action]#
+*** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_ContextMenuTriggerOptions[ContextMenuTriggerOptions]#
+*** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_DataSourceVisualMode[DataSourceVisualMode]#
+*** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_Page[Page]#
+*** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_PrefetchFeatures[PrefetchFeatures]#
+*** [.typedoc-Function]#link:{{navprefix}}/Function_executeTML[executeTML]#
+*** [.typedoc-Function]#link:{{navprefix}}/Function_exportTML[exportTML]#
+
+* link:{{navprefix}}/embed-sdk-changelog[Changelog]
+** link:{{navprefix}}/embed-sdk-changelog[Visual Embed SDK]
+** link:{{navprefix}}/mobile-sdk-changelog[Mobile Embed SDK]
+
+
diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
new file mode 100644
index 000000000..03f821c73
--- /dev/null
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -0,0 +1,12 @@
+
+:page-pageid: nav-mcp-server
+:page-description: MCP Server navigation
+
+[navSection]
+
+
+* link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
+** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
+** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
+* link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
+* link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]
diff --git a/modules/ROOT/pages/common/nav-rest-api.adoc b/modules/ROOT/pages/common/nav-rest-api.adoc
new file mode 100644
index 000000000..1ee5db60d
--- /dev/null
+++ b/modules/ROOT/pages/common/nav-rest-api.adoc
@@ -0,0 +1,78 @@
+
+:page-pageid: nav-rest-api
+:page-description: REST API navigation
+
+[navSection]
+
+* link:{{navprefix}}/rest-apis[REST APIs]
+** link:{{navprefix}}/rest-apiv2-getstarted[Get started]
+** link:{{navprefix}}/api-authv2[REST API v2.0 authentication]
+** link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
+** link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground]
+** link:{{navprefix}}/rest-apiv2-reference[REST API v2.0 Reference]
+*** link:{{navprefix}}/api-user-management[Users and group privileges]
+*** link:{{navprefix}}/rbac[Role-based access control]
+*** link:{{navprefix}}/rest-apiv2-search[Search API endpoints]
+**** link:{{navprefix}}/rest-apiv2-users-search[Search users]
+**** link:{{navprefix}}/rest-apiv2-groups-search[Search groups]
+**** link:{{navprefix}}/rest-apiv2-metadata-search[Search metadata]
+*** link:{{navprefix}}/fetch-data-and-report-apis[Data and Report APIs]
+*** link:{{navprefix}}/spotter-api[Spotter APIs ^BETA^]
+*** link:{{navprefix}}/audit-logs[Audit logs]
+*** link:{{navprefix}}/tml[TML]
+*** link:{{navprefix}}/collections[Collections ^BETA^]
+*** link:{{navprefix}}/connections[Connections]
+*** link:{{navprefix}}/connection-config[Connection configuration]
+*** link:{{navprefix}}/runtime-sort[Runtime sorting]
+
+* link:{{navprefix}}/webhooks[Webhooks]
+** link:{{navprefix}}/webhooks-comm-channel[Configure and monitor webhook communication channels]
+** link:{{navprefix}}/webhooks-s3-integration[Deliver Liveboard reports to AWS S3 Storage]
+** link:{{navprefix}}/webhooks-lb-schedule[Deliver Liveboard reports to external application]
+** link:{{navprefix}}/webhooks-lb-payload[Webhook response payload]
+** link:{{navprefix}}/webhooks-kpi[Webhook for KPI alerts]
+
+* link:{{navprefix}}/rest-api-sdk[REST API v2.0 SDKs]
+** link:{{navprefix}}/rest-api-sdk-typescript[TypeScript SDK]
+** link:{{navprefix}}/rest-api-sdk-java[Java SDK]
+** link:{{navprefix}}/rest-apiv2-js[REST API v2.0 in JavaScript]
+
+* link:{{navprefix}}/tutorials/rest-api/intro[REST API Tutorials]
+** link:{{navprefix}}/tutorials/rest-api/lesson-01[01 - REST API overview]
+** link:{{navprefix}}/tutorials/rest-api/lesson-02[02 - Simple Python implementation]
+** link:{{navprefix}}/tutorials/rest-api/lesson-03[03 - Complex REST API workflows]
+
+* link:{{navprefix}}/rest-api-getstarted[REST API v1 ^DEPRECATED^]
+** link:{{navprefix}}/rest-api-getstarted[Get started]
+** link:{{navprefix}}/api-auth-session[REST API v1 authentication]
+** link:{{navprefix}}/catalog-and-audit[Catalog and audit content]
+** link:{{navprefix}}/rest-api-pagination[Paginate API response]
+** link:{{navprefix}}/rest-api-reference[REST API v1 Reference]
+*** link:{{navprefix}}/orgs-api[Orgs API]
+*** link:{{navprefix}}/user-api[User API]
+*** link:{{navprefix}}/group-api[Group API]
+*** link:{{navprefix}}/role-api[Role API]
+*** link:{{navprefix}}/session-api[Session API]
+*** link:{{navprefix}}/connections-api[Data connection API]
+*** link:{{navprefix}}/metadata-api[Metadata API]
+*** link:{{navprefix}}/admin-api[Admin API]
+*** link:{{navprefix}}/tml-api[TML API]
+*** link:{{navprefix}}/dependent-objects-api[Dependent objects API]
+*** link:{{navprefix}}/search-data-api[Search data API]
+*** link:{{navprefix}}/liveboard-data-api[Liveboard data API]
+*** link:{{navprefix}}/liveboard-export-api[Liveboard export API]
+*** link:{{navprefix}}/security-api[Security API]
+*** link:{{navprefix}}/logs-api[Audit logs API]
+*** link:{{navprefix}}/materialization-api[Materialization API]
+*** link:{{navprefix}}/database-api[Database API]
+*** link:{{navprefix}}/rest-v1-changelog[REST API v1 changelog]
+*** link:{{navprefix}}/v1v2-comparison[REST v1 and v2.0 comparison]
+
+
+//** link:{{navprefix}}/graphql-guide[GraphQL API ^Beta^]
+
+
+
+
+
+
diff --git a/modules/ROOT/pages/common/nav-spottercode.adoc b/modules/ROOT/pages/common/nav-spottercode.adoc
new file mode 100644
index 000000000..a505b8f63
--- /dev/null
+++ b/modules/ROOT/pages/common/nav-spottercode.adoc
@@ -0,0 +1,9 @@
+
+:page-pageid: nav-spottercode
+:page-description: SpotterCode navigation
+
+[navSection]
+
+* link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
+* link:{{navprefix}}/integrate-SpotterCode[Integrating SpotterCode]
+* link:{{navprefix}}/spottercode-prompting-guide[SpotterCode prompting guide]
diff --git a/modules/ROOT/pages/common/nav-tutorials.adoc b/modules/ROOT/pages/common/nav-tutorials.adoc
new file mode 100644
index 000000000..b7933f53d
--- /dev/null
+++ b/modules/ROOT/pages/common/nav-tutorials.adoc
@@ -0,0 +1,29 @@
+
+:page-pageid: nav-tutorials
+:page-description: Tutorials navigation
+
+[navSection]
+
+* link:{{navprefix}}/tutorials/tutorials-overview[Tutorials]
+** link:{{navprefix}}/tutorials/tse-fundamentals/intro[Embedding Fundamentals]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-01[01 - Overview]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-02[02 - Set up for course]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-03[03 - Security setup]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-04[04 - Start coding]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-05[05 - Embed Search]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-06[06 - Embed Natural Language Search]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-07[07 - Embed Liveboard]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-08[08 - Embed Visualization]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-09[09 - Embed full application]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-10[10 - Style embedded app]
+*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-11[11 - Course summary]
+** link:{{navprefix}}/tutorials/style-customization/tutorial[Style customization]
+** link:{{navprefix}}/tutorials/react-components/intro[React components]
+*** link:{{navprefix}}/tutorials/react-components/lesson-01[01 - Initialize Visual Embed SDK]
+*** link:{{navprefix}}/tutorials/react-components/lesson-02[02 - ThoughtSpot component pages]
+*** link:{{navprefix}}/tutorials/react-components/lesson-03[03 - Menus and navigation elements]
+*** link:{{navprefix}}/tutorials/react-components/lesson-04[04 - Event handling]
+
+*** link:{{navprefix}}/tutorials/rest-api/lesson-04[04 - Event handling]
+** Spotter
+*** link:{{navprefix}}/tutorials/spotter/integrate-into-chatbot[Integrate Spotter into your Chatbot]
diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 1be5023d2..688f6203e 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -4,270 +4,66 @@
 
 [navSection]
 
-* link:{{navprefix}}/ask-docs[AskDocs ^Beta^]
-
 * link:{{navprefix}}/whats-new[What's New]
 ** link:{{navprefix}}/whats-new[New features]
-
-*** link:{{navprefix}}/fixed-issues[Fixed issues]
-*** link:{{navprefix}}/known-issues[Known Issues]
-
-** link:{{navprefix}}/embed-sdk-changelog[SDK changelog]
-*** link:{{navprefix}}/embed-sdk-changelog[Visual Embed changelog]
-*** link:{{navprefix}}/mobile-sdk-changelog[Mobile Embed SDK changelog]
-** link:{{navprefix}}/rest-v2-changelog[REST API changelog]
-*** link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
-*** link:{{navprefix}}/rest-v1-changelog[REST API v1 changelog]
+** link:{{navprefix}}/embed-sdk-changelog[Visual Embed SDK changelog]
+** link:{{navprefix}}/mobile-sdk-changelog[Mobile Embed SDK changelog]
+** link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
 ** link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]
 ** link:{{navprefix}}/deprecated-features[Deprecation announcements]
 
 * Live Playgrounds
 ** +++<a href="{{previewPrefix}}/playground/search" target="_blank">Visual Embed Playground</a>+++
 ** link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground]
-** link:{{navprefix}}/graphql-play-ground[GraphQL Playground]
-** +++<a href="{{previewPrefix}}/api/rest/playgroundV1" target="_blank">REST API v1 Playground</a>+++
+//** link:{{navprefix}}/graphql-play-ground[GraphQL Playground]
+//** +++<a href="{{previewPrefix}}/api/rest/playgroundV1" target="_blank">REST API v1 Playground</a>+++
 ** link:{{navprefix}}/theme-builder[Theme Builder]
 ** link:{{navprefix}}/spotdev-portal[How to use]
 *** link:{{navprefix}}/dev-playground[Visual Embed Playground]
 *** link:{{navprefix}}/graphql-playground[GraphQL Playground]
 *** link:{{navprefix}}/rest-playground[REST API Playground]
 
-* link:{{navprefix}}/tutorials/tutorials-overview[Tutorials]
-** link:{{navprefix}}/tutorials/tse-fundamentals/intro[Embedding Fundamentals]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-01[01 - Overview]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-02[02 - Set up for course]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-03[03 - Security setup]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-04[04 - Start coding]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-05[05 - Embed Search]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-06[06 - Embed Natural Language Search]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-07[07 - Embed Liveboard]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-08[08 - Embed Visualization]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-09[09 - Embed full application]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-10[10 - Style embedded app]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-11[11 - Course summary]
-** link:{{navprefix}}/tutorials/style-customization/tutorial[Style customization]
-** link:{{navprefix}}/tutorials/react-components/intro[React components]
-*** link:{{navprefix}}/tutorials/react-components/lesson-01[01 - Initialize Visual Embed SDK]
-*** link:{{navprefix}}/tutorials/react-components/lesson-02[02 - ThoughtSpot component pages]
-*** link:{{navprefix}}/tutorials/react-components/lesson-03[03 - Menus and navigation elements]
-*** link:{{navprefix}}/tutorials/react-components/lesson-04[04 - Event handling]
-** link:{{navprefix}}/tutorials/rest-api/intro[REST API]
-*** link:{{navprefix}}/tutorials/rest-api/lesson-01[01 - REST API overview]
-*** link:{{navprefix}}/tutorials/rest-api/lesson-02[02 - Simple Python implementation]
-*** link:{{navprefix}}/tutorials/rest-api/lesson-03[03 - Complex REST API workflows]
-*** link:{{navprefix}}/tutorials/rest-api/lesson-04[04 - Event handling]
-** Spotter
-*** link:{{navprefix}}/tutorials/spotter/integrate-into-chatbot[Integrate Spotter into your Chatbot]
-
-* link:{{navprefix}}/getting-started[Embed ThoughtSpot]
-** link:{{navprefix}}/getting-started[Quickstart Guide]
-** link:{{navprefix}}/tsembed[Embed ThoughtSpot in Web app]
-*** Embed analytics
-**** link:{{navprefix}}/embed-liveboard[Embed a Liveboard]
-**** link:{{navprefix}}/embed-a-viz[Embed a visualization]
-*** link:{{navprefix}}/embed-ai-search-analytics[Embed AI Search and Analytics]
-**** link:{{navprefix}}/embed-spotter[Embed Spotter experience]
-**** link:{{navprefix}}/embed-spotter-agent[Embed Spotter Agent]
-*** link:{{navprefix}}/full-embed[Embed full application]
-**** link:{{navprefix}}/full-app-customize[Customize your embed]
-**** link:{{navprefix}}/customize-nav-controls[Customize navigation panels]
-**** link:{{navprefix}}/set-default-page[Customize default page and navigation path]
-**** link:{{navprefix}}/customize-homepage-experience[Customize home page experience]
-
-*** Embed token-based Search
-**** link:{{navprefix}}/search-embed[Embed Search]
-**** link:{{navprefix}}/embed-searchbar[Embed search bar]
-*** link:{{navprefix}}/react-app-embed[Embed with React components]
-**  link:{{navprefix}}/mobile-embed[Embed ThoughtSpot in a mobile app]
-*** link:{{navprefix}}/embed-ts-mobile-react-native[React Native SDK]
-*** link:{{navprefix}}/embed-ts-flutter[Flutter embed SDK]
-*** link:{{navprefix}}/embed-ts-swift[Swift Embed SDK]
-*** link:{{navprefix}}/embed-ts-android[Android Embed SDK]
-
-** Customize and integrate
-*** link:{{navprefix}}/style-customization[Customize UI layout and styles]
-**** link:{{navprefix}}/customize-style[Customize basic styles]
-**** link:{{navprefix}}/custom-css[CSS customization framework]
-***** link:{{navprefix}}/css-variables-reference[CSS variables reference]
-***** link:{{navprefix}}/customize-icons[Customize icons]
-***** link:{{navprefix}}/customize-text[Customize text strings]
-***** link:{{navprefix}}/theme-builder-doc[Theme builder]
-
-*** link:{{navprefix}}/filters-overview[Filters overview]
-**** link:{{navprefix}}/runtime-overrides[Runtime overrides]
-**** link:{{navprefix}}/runtime-filters[Runtime filters]
-**** link:{{navprefix}}/runtime-params[Runtime Parameters]
-
-*** link:{{navprefix}}/action-config[Customize menus]
-**** link:{{navprefix}}/actions[Action IDs in the SDK]
-*** link:{{navprefix}}/events-app-integration[Events and app interactions]
-**** link:{{navprefix}}/embed-events[Using embed events]
-**** link:{{navprefix}}/host-events[Using host events]
-**** link:{{navprefix}}/context-aware-event-routing[Context-based execution of host events]
-**** link:{{navprefix}}/hostEventsV2-migration[Migrating from Host Event v1 to Host Events v2 framework]
-**** link:{{navprefix}}/api-search-intercept[API intercept and data fetch requests]
-*** link:{{navprefix}}/custom-action-intro[Custom actions]
-**** link:{{navprefix}}/customize-actions[Custom actions through the UI]
-***** link:{{navprefix}}/custom-action-url[URL actions]
-***** link:{{navprefix}}/custom-action-callback[Callback actions]
-***** link:{{navprefix}}/custom-action-payload[Callback response payload]
-***** link:{{navprefix}}/edit-custom-action[Set the position of a custom action]
-***** link:{{navprefix}}/add-action-viz[Add a local action to a visualization]
-***** link:{{navprefix}}/add-action-worksheet[Add a local action to a model]
-**** link:{{navprefix}}/code-based-custom-action[Code based custom actions]
-*** link:{{navprefix}}/customize-links[Customize links]
-*** link:{{navprefix}}/set-locale[Customize locale]
-*** link:{{navprefix}}/custom-domain-config[Custom domain configuration]
-*** link:{{navprefix}}/customize-emails[Customize onboarding settings]
-*** link:{{navprefix}}/customize-email-apis[Customize email template]
-*** link:{{navprefix}}/in-app-navigation[Create dynamic menus and navigation]
-** link:{{navprefix}}/security-settings[Security settings]
-** link:{{navprefix}}/embed-auth[Authentication]
-*** link:{{navprefix}}/trusted-auth[Trusted authentication]
-**** link:{{navprefix}}/trusted-auth-secret-key[Secret key management]
-**** link:{{navprefix}}/trusted-auth-sdk[Front-end trusted authentication integration]
-**** link:{{navprefix}}/trusted-auth-token-request-service[Token request service]
-**** link:{{navprefix}}/trusted-auth-troubleshoot[Troubleshoot trusted authentication]
-*** link:{{navprefix}}/saml-sso[SAML SSO authentication]
-*** link:{{navprefix}}/oidc-auth[OpenID Connect authentication]
-*** link:{{navprefix}}/just-in-time-provisioning[Just-in-time provisioning]
-** link:{{navprefix}}/embed-object-access[Authorization]
-*** link:{{navprefix}}/access-control-sharing[Access control and sharing]
-*** link:{{navprefix}}/privileges-and-roles[Privileges and Roles]
-*** link:{{navprefix}}/data-security[Data security]
-**** link:{{navprefix}}/rls-rules[RLS Rules]
-**** link:{{navprefix}}/abac-via-rls-variables[ABAC via RLS with variables]
-**** link:{{navprefix}}/jwt-abac-migration-guide[ABAC JWT migration guide]
-***** link:{{navprefix}}/jwt-filter-parameters-rules-migration-guide[JWT ABAC with filter rules -> ABAC via RLS]
-***** link:{{navprefix}}/jwt-abac-beta-migration-guide[JWT ABAC beta implementation -> ABAC via RLS]
-**** link:{{navprefix}}/abac-user-parameters[ABAC via JWT with filter rules and parameters]
-*** link:{{navprefix}}/selective-user-access[User access]
-** link:{{navprefix}}/best-practices[Performance optimization]
-*** link:{{navprefix}}/best-practices[Best practices]
-*** link:{{navprefix}}/prerender[Prerender components]
-*** link:{{navprefix}}/lazy-load-fullHeight[Full height and lazy loading options]
-*** link:{{navprefix}}/prefetch[Prefetch static resources]
-** link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK Reference]
-include::generated/typedoc/CustomSideNav.adoc[]
-*** Custom styles
-**** [.typedoc-Interface]#link:{{navprefix}}/Interface_CustomStyles[CustomStyles]#
-**** [.typedoc-Interface]#link:{{navprefix}}/Interface_CustomisationsInterface[CustomisationsInterface]#
-**** [.typedoc-Interface]#link:{{navprefix}}/Interface_customCssInterface[customCssInterface]#
-**** [.typedoc-Interface]#link:{{navprefix}}/Interface_CustomCssVariables[customCssVariables]#
-*** Runtime filters
-**** [.typedoc-Interface]#link:{{navprefix}}/Interface_RuntimeFilter[RuntimeFilter]#
-**** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_RuntimeFilterOp[RuntimeFilterOp]#
-*** Others
-**** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_Action[Action]#
-**** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_ContextMenuTriggerOptions[ContextMenuTriggerOptions]#
-**** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_DataSourceVisualMode[DataSourceVisualMode]#
-**** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_Page[Page]#
-**** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_PrefetchFeatures[PrefetchFeatures]#
-**** [.typedoc-Function]#link:{{navprefix}}/Function_executeTML[executeTML]#
-**** [.typedoc-Function]#link:{{navprefix}}/Function_exportTML[exportTML]#
-
-** Other embedding methods
-*** link:{{navprefix}}/embed-without-sdk[Embed without SDK]
-*** link:{{navprefix}}/custom-viz-rest-api[Create a custom visualization]
-** link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
-
-*  link:{{navprefix}}/rest-apis[REST API]
-** link:{{navprefix}}/rest-apis[Overview]
-** link:{{navprefix}}/api-user-management[Users and group privileges]
-** link:{{navprefix}}/rbac[Role-based access control]
-** link:{{navprefix}}/spotter-api[Spotter APIs ^BETA^]
-** link:{{navprefix}}/audit-logs[Audit logs]
-** link:{{navprefix}}/tml[TML]
-** link:{{navprefix}}/collections[Collections ^BETA^]
-** link:{{navprefix}}/connections[Connections]
-*** link:{{navprefix}}/connection-config[Connection configuration]
-** link:{{navprefix}}/rest-apiv2-getstarted[REST API v2.0]
-*** link:{{navprefix}}/rest-apiv2-getstarted[Get started]
-*** link:{{navprefix}}/api-authv2[REST API v2.0 authentication]
-*** link:{{navprefix}}/rest-apiv2-js[REST API v2.0 in JavaScript]
-*** link:{{navprefix}}/rest-apiv2-search[REST API v2.0 Search endpoints]
-**** link:{{navprefix}}/rest-apiv2-users-search[Search users]
-**** link:{{navprefix}}/rest-apiv2-groups-search[Search groups]
-**** link:{{navprefix}}/rest-apiv2-metadata-search[Search metadata]
-*** link:{{navprefix}}/fetch-data-and-report-apis[Data and Report APIs]
-*** link:{{navprefix}}/rest-api-sdk[REST API v2.0 SDKs]
-**** link:{{navprefix}}/rest-api-sdk-typescript[TypeScript SDK]
-**** link:{{navprefix}}/rest-api-sdk-java[Java SDK]
-
-** link:{{navprefix}}/rest-apiv2-reference[REST API v2.0 Reference]
-** link:{{navprefix}}/rest-api-getstarted[REST API v1]
-*** link:{{navprefix}}/rest-api-getstarted[Get started]
-*** link:{{navprefix}}/api-auth-session[REST API v1 authentication]
-*** link:{{navprefix}}/catalog-and-audit[Catalog and audit content]
-*** link:{{navprefix}}/rest-api-pagination[Paginate API response]
-**  link:{{navprefix}}/rest-api-reference[REST API v1 Reference]
-*** link:{{navprefix}}/orgs-api[Orgs API]
-*** link:{{navprefix}}/user-api[User API]
-*** link:{{navprefix}}/group-api[Group API]
-*** link:{{navprefix}}/role-api[Role API]
-*** link:{{navprefix}}/session-api[Session API]
-*** link:{{navprefix}}/connections-api[Data connection API]
-*** link:{{navprefix}}/metadata-api[Metadata API]
-*** link:{{navprefix}}/admin-api[Admin API]
-*** link:{{navprefix}}/tml-api[TML API]
-*** link:{{navprefix}}/dependent-objects-api[Dependent objects API]
-*** link:{{navprefix}}/search-data-api[Search data API]
-*** link:{{navprefix}}/liveboard-data-api[Liveboard data API]
-*** link:{{navprefix}}/liveboard-export-api[Liveboard export API]
-*** link:{{navprefix}}/security-api[Security API]
-*** link:{{navprefix}}/logs-api[Audit logs API]
-*** link:{{navprefix}}/materialization-api[Materialization API]
-*** link:{{navprefix}}/database-api[Database API]
-** link:{{navprefix}}/runtime-sort[Runtime sorting]
-** link:{{navprefix}}/v1v2-comparison[REST v1 and v2.0 comparison]
-** link:{{navprefix}}/graphql-guide[GraphQL API ^Beta^]
-** link:{{navprefix}}/webhooks[Webhooks]
-*** link:{{navprefix}}/webhooks-comm-channel[Configure and monitor webhook communication channels]
-*** link:{{navprefix}}/webhooks-s3-integration[Deliver Liveboard reports to AWS S3 Storage]
-*** link:{{navprefix}}/webhooks-lb-schedule[Deliver Liveboard reports to external application]
-*** link:{{navprefix}}/webhooks-lb-payload[Webhook response payload]
-*** link:{{navprefix}}/webhooks-kpi[Webhook for KPI alerts]
-
-* link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
-** link:{{navprefix}}/integrate-SpotterCode[Integrating SpotterCode]
-** link:{{navprefix}}/spottercode-prompting-guide[SpotterCode prompting guide]
-
-* MCP Servers and tools
+* Get started
+** link:{{navprefix}}/getting-started[Embedding ThoughtSpot]
 ** link:{{navprefix}}/ai-analytics-integration[ThoughtSpot AI analytics integration]
-** link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
-*** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
-*** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
-*** link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
-
-*  link:{{navprefix}}/development-and-deployment[Deployment and integration]
-** link:{{navprefix}}/development-and-deployment[Development and deployment]
-*** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
-*** link:{{navprefix}}/variables[Variables]
-*** link:{{navprefix}}/parameterze-metdata[Parameterize metadata]
-*** link:{{navprefix}}/deploy-with-tml-apis[Deploy with TML APIs]
-**** link:{{navprefix}}/git-provider-integration[Git provider integration]
-**** link:{{navprefix}}/modify-tml[TML modification]
-*** link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
-**** link:{{navprefix}}/parameterize-metadata[Parameterize metadata]
-**** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]
-*** link:{{navprefix}}/git-integration[Deploy with GitHub APIs (legacy)]
-**** link:{{navprefix}}/git-configuration[Configure GitHub integration]
-**** link:{{navprefix}}/git-api[GitHub REST APIs]
-**** link:{{navprefix}}/guid-mapping[GUID mapping]
-
-
-** link:{{navprefix}}/multi-tenancy[Multi-tenancy]
-*** link:{{navprefix}}/orgs[Multi-tenancy with Orgs]
-*** link:{{navprefix}}/multitenancy-within-an-org[Multi-tenancy within an Org]
-*** link:{{navprefix}}/single-tenant-data-models[Single-tenant data models with Orgs]
+** link:{{navprefix}}/mcp-integration[MCP Server integration]
+** link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
+** link:{{navprefix}}/rest-apis[REST APIs]
+//** link:{{navprefix}}/tutorials/tutorials-overview[Tutorials]
+** link:{{navprefix}}/VisualEmbedSdk[SDK and API reference]
+*** link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK]
+*** link:{{navprefix}}/rest-apiv2-reference[REST API]
+*** link:{{navprefix}}/mcp-tool-reference[MCP tools]
+
+* link:{{navprefix}}/development-and-deployment[Build and deploy data]
+** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
+** link:{{navprefix}}/variables[Variables]
+** link:{{navprefix}}/parameterze-metdata[Parameterize metadata]
+** link:{{navprefix}}/deploy-with-tml-apis[Deploy with TML APIs]
+*** link:{{navprefix}}/git-provider-integration[Git provider integration]
+*** link:{{navprefix}}/modify-tml[TML modification]
+** link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
+*** link:{{navprefix}}/parameterize-metadata[Parameterize metadata]
+*** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]
+** link:{{navprefix}}/git-integration[Deploy with GitHub APIs (legacy)]
+*** link:{{navprefix}}/git-configuration[Configure GitHub integration]
+*** link:{{navprefix}}/git-api[GitHub REST APIs]
+*** link:{{navprefix}}/guid-mapping[GUID mapping]
+
+* link:{{navprefix}}/multi-tenancy[Multi-tenancy]
+** link:{{navprefix}}/orgs[Multi-tenancy with Orgs]
+** link:{{navprefix}}/multitenancy-within-an-org[Multi-tenancy within an Org]
+** link:{{navprefix}}/single-tenant-data-models[Single-tenant data models with Orgs]
 *** link:{{navprefix}}/orgs-api-op[Org administration]
 ** link:{{navprefix}}/tse-cluster[Cluster maintenance and upgrade]
 
-* Integration with external tools
-** link:{{navprefix}}/external-tool-script-integration[External tools and scripts]
+* Integration guides
+** link:{{navprefix}}/external-tool-script-integration[Third-party tools and custom scripts]
 ** link:{{navprefix}}/pendo-integration[Pendo integration with embed]
 ** link:{{navprefix}}/sf-integration[Integration with Salesforce]
 ** link:{{navprefix}}/vercel-integration[Vercel integration]
+
+
 * Additional references
 ** link:{{navprefix}}/embed-ts[About ThoughtSpot embedding]
 ** link:{{navprefix}}/get-started-tse[Embed licenses]
@@ -280,11 +76,6 @@ include::generated/typedoc/CustomSideNav.adoc[]
 * Resources
 ** link:https://developers.thoughtspot.com[ThoughtSpot Developers, window=_blank]
 ** link:https://community.thoughtspot.com/customers/s/[Community, window=_blank]
-** link:https://developers.thoughtspot.com/guides[Tutorials, window=_blank]
-** link:https://developers.thoughtspot.com/codespot[CodeSpot, window=_blank]
 ** link:https://training.thoughtspot.com/page/developer[Training resources, window=_blank]
 ** link:https://docs.thoughtspot.com[Product Documentation, window=_blank]
 ** link:{{navprefix}}/abac-user-parameters-beta[ABAC via tokens (pre-10.4.0.cl) (Deprecated)]
-
-
-
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index 1b2f6dd94..d7ca3ede8 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -49,9 +49,10 @@ $line-height-result-footer: 18px;
 $font-size-x-small: 11px;
 $font-size-small: 12px;
 $font-size-home: 13px;
-$font-size-normal: 15px;
+$font-size-normal: 14px;
 $font-size-table: 14px;
 $font-size-doc: 15px;
+$font-size-sidebar: 14px;
 $font-size-code: 13px;
 $line-height-code: 1.5rem;
 $font-size-large: 36px;
@@ -192,7 +193,7 @@ $tag-color-light: $lightgrey;
     --nav-bar-color: #232F43;
     --left-nav-color: #f1f4f8;
     --secondary-header-bg: #f1f4f8;
-    --secondary-header-border: #e2e8f0;
+    --secondary-header-border: #458;
     --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
     --breadcrums-font-color: #5f6368;
@@ -245,23 +246,23 @@ $tag-color-light: $lightgrey;
 
 #wrapper[data-theme='dark'],
 #docsModal[data-theme='dark'] {
-    --body-background-color: #0d1117;
-    --header-color: #21252c;
-    --header-border-color: #21252c;
+    --body-background-color: #161b22;
+    --header-color: #0d1117;
+    --header-border-color: #cccdcd;
     --header-link-color: rgba(255, 255, 255, 0.85);
-    --nav-bar-color: #161b22;
-    --left-nav-color: #161b22;
-    --secondary-header-bg: #161b22;
-    --secondary-header-border: #30363d;
+    --nav-bar-color: #0d1117;
+    --left-nav-color: #0d1117;
+    --secondary-header-bg: #0d1117;
+    --secondary-header-border: #393939;
     --secondary-header-text: #c9d1d9;
     --secondary-header-active: #0086b3;
-    --primary-color: #f1f4f8;
-    --header-primary-color: #e6edf3;
+    --primary-color: #cccdcd;
+    --header-primary-color: #cccdcd;
     --breadcrums-font-color: #8b949e;
     --announcement-block-color: #3c4356;
     --announcement-text-color: #e6edf3;
     --admonition-background: #161b22;
-    --code-block-color: #161b22;
+    --code-block-color: #1d232f;
     --code-block-light: #21262d;
     --code-text-bg: #21262d;
     --code-text-color: #e6edf3;
diff --git a/src/components/DevDocTemplate/index.tsx b/src/components/DevDocTemplate/index.tsx
index c67ae0398..d9cd8428a 100644
--- a/src/components/DevDocTemplate/index.tsx
+++ b/src/components/DevDocTemplate/index.tsx
@@ -14,7 +14,7 @@ import { Seo } from '../Seo';
 import { queryStringParser, isPublicSite } from '../../utils/app-utils';
 import { passThroughHandler, fetchChild } from '../../utils/doc-utils';
 import Header from '../Header';
-import SecondaryHeader, { DocCategory, CATEGORY_PAGEIDS } from '../SecondaryHeader';
+import SecondaryHeader, { DocCategory, CATEGORY_PAGEIDS, CATEGORY_NAV_ID } from '../SecondaryHeader';
 import LeftSidebar from '../LeftSidebar';
 import Docmap from '../Docmap';
 import Document from '../Document';
@@ -58,7 +58,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
     const {
         data,
         location,
-        pageContext: { namePageIdMap },
+        pageContext: { namePageIdMap, navMap = {} },
     } = props;
     const isBrowser = () => typeof window !== 'undefined';
 
@@ -95,7 +95,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
     const [breadcrumsData, setBreadcrumsData] = useState(
         fetchChild(initialNavContentData) || [],
     );
-    const [activeCategory, setActiveCategory] = useState<DocCategory>('embedding');
+    const [activeCategory, setActiveCategory] = useState<DocCategory>('guides');
     const [showSearch, setShowSearch] = useState(false);
     const [leftNavOpen, setLeftNavOpen] = useState(false);
     const [keyword, updateKeyword] = useState('');
@@ -115,6 +115,25 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
     });
     const [key, setKey] = useState('');
 
+    // Pre-process all category nav HTMLs once ({{navprefix}} substitution applied to each)
+    const processedNavMap = React.useMemo(() =>
+        Object.fromEntries(
+            Object.entries(navMap as Record<string, string>).map(([cat, html]) => [
+                cat,
+                passThroughHandler(html, params) || '',
+            ]),
+        ),
+    // navMap is static (from pageContext); params is stable after mount
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+    []);
+
+    // Pick the right sidebar content for the active category
+    const activeNavContent = React.useMemo(() => {
+        const navId = CATEGORY_NAV_ID[activeCategory];
+        const mapKey = navId.startsWith('nav-') ? navId.slice(4) : null;
+        return (mapKey && processedNavMap[mapKey]) || navContent;
+    }, [activeCategory, processedNavMap, navContent]);
+
     const isCustomPage = _.values(CUSTOM_PAGE_ID).some(
         (pageId: string) => pageId === params[TS_PAGE_ID_PARAM],
     );
@@ -140,14 +159,37 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
 
     const isAskDocsPage = params[TS_PAGE_ID_PARAM] === CUSTOM_PAGE_ID.ASK_DOCS;
 
+    /* Build pageId → category map by parsing hrefs from each category's nav HTML.
+     * This means writers only need to update nav-*.adoc — no TypeScript changes needed. */
+    const pageIdToCategoryMap = React.useMemo(() => {
+        if (typeof window === 'undefined') return {};
+        const map: Record<string, DocCategory> = {};
+        Object.entries(processedNavMap).forEach(([cat, html]) => {
+            const doc = new DOMParser().parseFromString(html as string, 'text/html');
+            doc.querySelectorAll('a[href]').forEach((a) => {
+                const href = a.getAttribute('href') || '';
+                // hrefs are like /docs/pageid or /pageid — extract the last segment
+                const pageId = href.split('?')[0].split('/').filter(Boolean).pop();
+                if (pageId) map[pageId] = cat as DocCategory;
+            });
+        });
+        return map;
+    }, [processedNavMap]);
+
     /* Detect active category from current page ID */
     useEffect(() => {
         const currentPageId = curPageNode.pageAttributes.pageid;
+        // First try the auto-derived map from nav files
+        if (pageIdToCategoryMap[currentPageId]) {
+            setActiveCategory(pageIdToCategoryMap[currentPageId]);
+            return;
+        }
+        // Fall back to the static CATEGORY_PAGEIDS for any pages not yet in a nav file
         const found = (Object.entries(CATEGORY_PAGEIDS) as [DocCategory, string[]][]).find(
             ([, pageIds]) => pageIds.includes(currentPageId),
         );
         if (found) setActiveCategory(found[0]);
-    }, [curPageNode.pageAttributes.pageid]);
+    }, [curPageNode.pageAttributes.pageid, pageIdToCategoryMap]);
 
     useEffect(() => {
         // based on query params set if public site is open or not
@@ -423,7 +465,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                 <LeftSidebar
                     backLink={getParentBackButtonLink()}
                     navTitle={navTitle}
-                    navContent={navContent}
+                    navContent={activeNavContent}
                     docWidth={width}
                     location={location}
                     setLeftNavOpen={setLeftNavOpen}
diff --git a/src/components/Dropdown/index.scss b/src/components/Dropdown/index.scss
index 5e8190356..fd8a2d04b 100644
--- a/src/components/Dropdown/index.scss
+++ b/src/components/Dropdown/index.scss
@@ -12,12 +12,13 @@
 
     .dropdown .dropbtn {
         font-size: 15px;
+        font-weight: 400;
         border: none;
         outline: none;
-        color: $white;
+        color: rgba(255, 255, 255, 0.85);
         background-color: inherit;
         margin-left: 20px;
-        margin-right: 10px;
+        margin-right: 5px;
         padding: 6px 10px;
     }
 
@@ -69,8 +70,8 @@
     .versionLabel {
         padding-right: 20px;
         cursor: default;
-        font-size: $font-size-home;
-        font-weight: $font-weight-normal;
+        font-size: 15px;
+        font-weight: 400;
         user-select: none;
     }
     .dropdownContainer {
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index 41bd1fbd3..b525ebddb 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -57,11 +57,11 @@ header {
 .header-nav-link {
         display: inline-flex;
         align-items: center;
-        gap: 4px;
+        gap: 10px;
         padding: 6px 10px;
         color: rgba(255, 255, 255, 0.85);
-        font-size: 17px;
-        font-weight: 500;
+        font-size: 16px;
+        font-weight: 400;
         text-decoration: none;
         border-radius: 6px;
         border: none;
@@ -73,7 +73,7 @@ header {
 
         &:hover {
             background: rgba(255, 255, 255, 0.1);
-            color: #fff;
+            color: #A9E8FF;
         }
     }
 
@@ -186,9 +186,10 @@ header {
     .header-right {
         display: flex;
         align-items: center;
-        gap: 16px;
+        gap: 15px;
         flex-shrink: 0;
-        padding-right: 18px;
+        padding-right: 20px;
+        margin-right: 5px;
 
         /* ── Version dropdown (legacy Dropdown component) ───────────── */
         .dropdownWrapper {
@@ -207,19 +208,20 @@ header {
             .dropdown .dropbtn {
                 display: inline-flex;
                 align-items: center;
-                gap: 4px;
+                gap: 6px;
                 padding: 6px 10px;
                 margin-left: 0;
                 color: rgba(255, 255, 255, 0.85);
-                font-size: 15px;
-                font-weight: 500;
+                font-size: 16px;
+                font-weight: 400;
+                cursor: pointer;
                 font-family: 'Optimo-Plain';
                 border-radius: 6px;
                 transition: background 0.15s ease, color 0.15s ease;
 
                 &:hover {
                     background: rgba(255, 255, 255, 0.1);
-                    color: #fff;
+                    color: #A9E8FF;
                 }
             }
 
@@ -228,6 +230,11 @@ header {
                 height: 13px;
                 margin-left: 2px;
                 vertical-align: middle;
+                transition: transform 0.15s ease;
+            }
+
+            .dropdown:hover .arrowDown {
+                transform: rotate(180deg);
             }
 
             /* Version dropdown panel */
@@ -270,8 +277,8 @@ header {
         display: inline-flex;
         align-items: center;
         justify-content: center;
-        width: 32px;
-        height: 32px;
+        width: 30px;
+        height: 30px;
         border-radius: 6px;
         border: none;
         background: transparent;
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index 248d1c97e..50951b98e 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -103,8 +103,8 @@
         margin: $gutter;
         padding-bottom: $padding-sm;
         padding-left: $padding-md;
-        font-size: 11px;
-        font-weight: 700;
+        font-size: 14px;
+        font-weight: 600;
         letter-spacing: 0.07em;
         text-transform: uppercase;
         width: 100%;
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index add8b2a0a..4fefa959e 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -2,8 +2,8 @@
 
 .secondary-header {
     background: var(--nav-bar-color, #323946);
-    border-bottom: 1px solid #458;
-    border-top: 0.5px solid #458;
+    border-bottom: 0.5px solid var(--secondary-header-border);
+    border-top: 0.5px solid var(--secondary-header-border);
     position: sticky;
     top: $header-height;
     z-index: $header-zIndex - 1;
@@ -12,6 +12,46 @@
 
     &__inner {
         padding: 0 25px;
+        display: flex;
+        align-items: center;
+        justify-content: space-between;
+        height: 100%;
+    }
+
+    &__askdocs {
+        display: inline-flex;
+        align-items: center;
+        gap: 6px;
+        padding: 12px 20px 12px 0;
+        margin-right: 20px;
+        font-size: 16px;
+        font-weight: 500;
+        font-family: 'Optimo-Plain';
+        color: var(--secondary-header-text, #374151);
+        text-decoration: none;
+        border: none;
+        border-radius: 5px;
+        white-space: nowrap;
+        flex-shrink: 0;
+        transition: color 0.15s ease, border-color 0.15s ease, background 0.15s ease;
+
+        &:hover {
+            color: #A9E8FF;
+            border-color: rgba(169, 232, 255, 0.7);
+            background: rgba(169, 232, 255, 0.06);
+        }
+    }
+
+    &__beta {
+        font-size: 10px;
+        font-weight: 600;
+        letter-spacing: 0.06em;
+        text-transform: uppercase;
+        color: #A9E8FF;
+        background: rgba(169, 232, 255, 0.12);
+        border-radius: 4px;
+        padding: 1px 10px 1px 1px;
+        margin-right: 20px;
     }
 
     &__tabs {
@@ -43,6 +83,7 @@
         white-space: nowrap;
         font-family: 'Optimo-Plain';
         transition: color 0.15s ease;
+        border-radius: 8px;
         border-bottom: 1px solid transparent;
         margin-bottom: -1px;
         letter-spacing: 0.01em;
diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index 15e383b27..8f889e80b 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -6,64 +6,114 @@ export type DocCategory =
     | 'all'
     | 'guides'
     | 'embedding'
+    | 'rest-api'
     | 'mcp-server'
     | 'spottercode'
-    | 'apis-sdk'
     | 'whats-new';
 
 export const CATEGORY_LABELS: Record<DocCategory, string> = {
     all: 'All docs',
-    guides: 'Developer Guides',
-    embedding: 'Embedded analytics',
+    guides: 'Developer guides',
+    embedding: 'Embedding',
+    'rest-api': 'REST APIs',
     'mcp-server': 'MCP server',
     spottercode: 'SpotterCode',
-    'apis-sdk': 'APIs & SDK Reference',
     'whats-new': "What's new",
 };
 
 /*
  * Landing page for each category — the first page shown when a tab is clicked.
- * These are the pageid values from the AsciiDoc source.
  */
 export const CATEGORY_LANDING: Record<DocCategory, string> = {
     all: '/introduction',
     guides: '/introduction',
     embedding: '/getting-started',
+    'rest-api': '/rest-apis',
     'mcp-server': '/mcp-integration',
     spottercode: '/SpotterCode',
-    'apis-sdk': '/VisualEmbedSdk',
     'whats-new': '/whats-new',
 };
 
+/*
+ * Nav file pageid for each category — maps to the nav-*.adoc pageid queried at build time.
+ * 'guides' uses the master nav.adoc (pageid: 'nav').
+ */
+export const CATEGORY_NAV_ID: Record<DocCategory, string> = {
+    all: 'nav',
+    guides: 'nav',
+    embedding: 'nav-embedding',
+    'rest-api': 'nav-rest-api',
+    'mcp-server': 'nav-mcp-server',
+    spottercode: 'nav-spottercode',
+    'whats-new': 'nav',
+};
+
 /*
  * Page IDs that belong to each category.
  * Used to auto-highlight the active tab when navigating directly to a page.
- *
- * Sidebar filtering note:
- * The nav.adoc is a superset of all pages. To filter the sidebar per category,
- * the nav.adoc would need to be split into per-category nav files (e.g. nav-embedding.adoc,
- * nav-mcp.adoc) and the DevDocTemplate would pass the appropriate navId based on
- * the active category. Until then, the sidebar shows all content and the secondary
- * header acts as a jump-to-category navigation.
  */
 export const CATEGORY_PAGEIDS: Record<DocCategory, string[]> = {
     all: [],
-    guides: ['introduction'],
+    guides: [
+        'introduction', 'ask-docs', 'development-and-deployment', 'thoughtspot-objects',
+        'variables', 'parameterze-metdata', 'deploy-with-tml-apis', 'git-provider-integration',
+        'modify-tml', 'publish-data-overview', 'parameterize-metadata', 'publish-to-orgs',
+        'git-integration', 'git-configuration', 'git-api', 'guid-mapping',
+        'multi-tenancy', 'orgs', 'multitenancy-within-an-org', 'single-tenant-data-models',
+        'orgs-api-op', 'tse-cluster', 'external-tool-script-integration', 'pendo-integration',
+        'sf-integration', 'vercel-integration', 'embed-ts', 'get-started-tse',
+        'license-feature-matrix', 'faqs', 'code-samples',
+    ],
     embedding: [
-        'embed-sdk', 'full-embed', 'search-embed', 'liveboard-embed',
-        'viz-embed', 'app-embed', 'natural-language-search-embed', 'embed-events',
-        'custom-actions', 'authentication', 'trusted-auth', 'saml-sso', 'oidc',
-        'security-settings', 'custom-styles', 'runtime-filters', 'runtime-sort',
-        'runtime-parameters', 'embed-nav', 'page-load-optimization', 'react-components',
-        'web-components', 'pinboard-embed', 'faqs', 'migration',
+        'getting-started', 'tsembed', 'embed-liveboard', 'embed-a-viz',
+        'embed-ai-search-analytics', 'embed-spotter', 'embed-spotter-agent',
+        'full-embed', 'full-app-customize', 'customize-nav-controls', 'set-default-page',
+        'customize-homepage-experience', 'search-embed', 'embed-searchbar', 'react-app-embed',
+        'mobile-embed', 'embed-ts-mobile-react-native', 'embed-ts-flutter',
+        'embed-ts-swift', 'embed-ts-android',
+        'style-customization', 'customize-style', 'custom-css', 'css-variables-reference',
+        'customize-icons', 'customize-text', 'theme-builder-doc',
+        'filters-overview', 'runtime-overrides', 'runtime-filters', 'runtime-params',
+        'action-config', 'actions', 'events-app-integration', 'embed-events', 'host-events',
+        'context-aware-event-routing', 'hostEventsV2-migration', 'api-search-intercept',
+        'custom-action-intro', 'customize-actions', 'custom-action-url', 'custom-action-callback',
+        'custom-action-payload', 'edit-custom-action', 'add-action-viz', 'add-action-worksheet',
+        'code-based-custom-action', 'customize-links', 'set-locale', 'custom-domain-config',
+        'customize-emails', 'customize-email-apis', 'in-app-navigation',
+        'security-settings', 'embed-auth', 'trusted-auth', 'trusted-auth-secret-key',
+        'trusted-auth-sdk', 'trusted-auth-token-request-service', 'trusted-auth-troubleshoot',
+        'saml-sso', 'oidc-auth', 'just-in-time-provisioning', 'embed-object-access',
+        'access-control-sharing', 'privileges-and-roles', 'data-security', 'rls-rules',
+        'abac-via-rls-variables', 'jwt-abac-migration-guide',
+        'jwt-filter-parameters-rules-migration-guide', 'jwt-abac-beta-migration-guide',
+        'abac-user-parameters', 'selective-user-access',
+        'best-practices', 'prerender', 'lazy-load-fullHeight', 'prefetch',
+        'troubleshoot-errors', 'embed-without-sdk', 'custom-viz-rest-api',
+        'embed-sdk-changelog', 'mobile-sdk-changelog',
+    ],
+    'rest-api': [
+        'rest-apis', 'api-user-management', 'rbac', 'spotter-api', 'audit-logs', 'tml',
+        'collections', 'connections', 'connection-config',
+        'rest-apiv2-getstarted', 'api-authv2', 'rest-apiv2-js', 'rest-apiv2-search',
+        'rest-apiv2-users-search', 'rest-apiv2-groups-search', 'rest-apiv2-metadata-search',
+        'fetch-data-and-report-apis', 'rest-api-sdk', 'rest-api-sdk-typescript', 'rest-api-sdk-java',
+        'rest-api-getstarted', 'api-auth-session', 'catalog-and-audit', 'rest-api-pagination',
+        'runtime-sort', 'v1v2-comparison', 'graphql-guide',
+        'webhooks', 'webhooks-comm-channel', 'webhooks-s3-integration', 'webhooks-lb-schedule',
+        'webhooks-lb-payload', 'webhooks-kpi', 'rest-v2-changelog', 'rest-v1-changelog',
+    ],
+    'mcp-server': [
+        'mcp-integration', 'connect-mcp-server-to-clients',
+        'custom-chatbot-integration-mcp', 'mcp-tool-reference', 'mcp-server-changelog',
+    ],
+    spottercode: [
+        'SpotterCode', 'integrate-SpotterCode', 'spottercode-prompting-guide',
     ],
-    'mcp-server': ['mcp-server', 'mcp-ts-server', 'mcp-intro'],
-    spottercode: ['spottercode', 'spotter-overview', 'spotter-code', 'spotter-apis'],
-    'apis-sdk': [
-        'rest-api-v2', 'restV2-playground', 'graphql-play-ground', 'typedoc',
-        'sdk-overview', 'rest-api-v1',
+    'whats-new': [
+        'whats-new', 'fixed-issues', 'known-issues', 'deprecated-features',
+        'embed-sdk-changelog', 'mobile-sdk-changelog',
+        'rest-v2-changelog', 'rest-v1-changelog', 'mcp-server-changelog',
     ],
-    'whats-new': ['whats-new', 'changelog', 'release-notes', 'deprecations'],
 };
 
 const SecondaryHeader = (props: {
@@ -73,7 +123,7 @@ const SecondaryHeader = (props: {
     const { activeCategory, onCategoryChange } = props;
 
     const categories: DocCategory[] = [
-        'guides', 'embedding', 'mcp-server', 'spottercode', 'apis-sdk', 'whats-new',
+        'guides', 'embedding', 'rest-api', 'mcp-server', 'spottercode', 'whats-new',
     ];
 
     const handleClick = (cat: DocCategory) => {
@@ -101,6 +151,12 @@ const SecondaryHeader = (props: {
                         </li>
                     ))}
                 </ul>
+                <a
+                    href="/ask-docs"
+                    className="secondary-header__askdocs"
+                >
+                    AskDocs <span className="secondary-header__beta">Beta</span>
+                </a>
             </div>
         </nav>
     );

From 8279f0a2393ed71d5935f58c7cc59460768c6d63 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 13:42:36 +0530
Subject: [PATCH 122/161] left nav/right panel ux changes

---
 modules/ROOT/pages/common/nav-embedding.adoc  | 240 ++++++++++--------
 modules/ROOT/pages/common/nav-mcp-server.adoc |   2 +
 modules/ROOT/pages/common/nav-rest-api.adoc   |  86 ++++---
 .../ROOT/pages/common/nav-spottercode.adoc    |   3 +
 modules/ROOT/pages/common/nav.adoc            | 125 +++++----
 src/assets/styles/admonition.scss             |   4 +-
 src/assets/styles/index.scss                  |   5 +-
 src/assets/styles/variables.scss              |  18 +-
 src/components/DevDocTemplate/index.tsx       |  16 +-
 src/components/Docmap/index.scss              |  37 ++-
 src/components/Document/index.scss            |  12 +-
 src/components/Header/index.scss              |  39 ++-
 src/components/Header/index.tsx               | 125 ++++++---
 src/components/LeftSidebar/index.scss         |  65 +++--
 src/components/SecondaryHeader/index.scss     |   4 +-
 src/utils/doc-utils.ts                        |  22 +-
 16 files changed, 515 insertions(+), 288 deletions(-)

diff --git a/modules/ROOT/pages/common/nav-embedding.adoc b/modules/ROOT/pages/common/nav-embedding.adoc
index c69555fa9..e3f9a617d 100644
--- a/modules/ROOT/pages/common/nav-embedding.adoc
+++ b/modules/ROOT/pages/common/nav-embedding.adoc
@@ -4,87 +4,106 @@
 
 [navSection]
 
-* link:{{navprefix}}/tsembed[Embed ThoughtSpot]
-** link:{{navprefix}}/getting-started[Get started]
-** link:{{navprefix}}/embed-ai-search-analytics[Embed AI Search and Analytics]
-*** link:{{navprefix}}/embed-spotter[Embed Spotter experience]
-*** link:{{navprefix}}/embed-spotter-agent[Embed Spotter Agent]
-** link:{{navprefix}}/embed-liveboard[Embed Analytics]
-*** link:{{navprefix}}/embed-liveboard[Embed a Liveboard]
-*** link:{{navprefix}}/embed-a-viz[Embed a visualization]
-** link:{{navprefix}}/full-embed[Embed full application]
-*** link:{{navprefix}}/full-app-customize[Customize your embed]
-*** link:{{navprefix}}/customize-nav-controls[Customize navigation panels]
-*** link:{{navprefix}}/set-default-page[Customize default page and navigation path]
-*** link:{{navprefix}}/customize-homepage-experience[Customize home page experience]
-** Embed token-based Search
-*** link:{{navprefix}}/search-embed[Embed Search]
-*** link:{{navprefix}}/embed-searchbar[Embed search bar]
-** link:{{navprefix}}/react-app-embed[Embed with React components]
-
-** link:{{navprefix}}/mobile-embed[Embed ThoughtSpot in a mobile app]
-*** link:{{navprefix}}/embed-ts-mobile-react-native[React Native SDK]
-*** link:{{navprefix}}/embed-ts-flutter[Flutter embed SDK]
-*** link:{{navprefix}}/embed-ts-swift[Swift Embed SDK]
-*** link:{{navprefix}}/embed-ts-android[Android Embed SDK]
-
-* Customize and integrate
-** link:{{navprefix}}/style-customization[Customize UI layout and styles]
-*** link:{{navprefix}}/customize-style[Customize basic styles]
-*** link:{{navprefix}}/custom-css[CSS customization framework]
-**** link:{{navprefix}}/css-variables-reference[CSS variables reference]
-**** link:{{navprefix}}/customize-icons[Customize icons]
-**** link:{{navprefix}}/customize-text[Customize text strings]
-**** link:{{navprefix}}/theme-builder-doc[Theme builder]
-** link:{{navprefix}}/filters-overview[Filters overview]
-*** link:{{navprefix}}/runtime-overrides[Runtime overrides]
-*** link:{{navprefix}}/runtime-filters[Runtime filters]
-*** link:{{navprefix}}/runtime-params[Runtime Parameters]
-** link:{{navprefix}}/action-config[Customize menus]
-*** link:{{navprefix}}/actions[Action IDs in the SDK]
-** link:{{navprefix}}/events-app-integration[Events and app interactions]
-*** link:{{navprefix}}/embed-events[Using embed events]
-*** link:{{navprefix}}/host-events[Using host events]
-*** link:{{navprefix}}/context-aware-event-routing[Context-based execution of host events]
-*** link:{{navprefix}}/hostEventsV2-migration[Migrating from Host Event v1 to Host Events v2 framework]
-*** link:{{navprefix}}/api-search-intercept[API intercept and data fetch requests]
-** link:{{navprefix}}/custom-action-intro[Custom actions]
-*** link:{{navprefix}}/customize-actions[Custom actions through the UI]
-**** link:{{navprefix}}/custom-action-url[URL actions]
-**** link:{{navprefix}}/custom-action-callback[Callback actions]
-**** link:{{navprefix}}/custom-action-payload[Callback response payload]
-**** link:{{navprefix}}/edit-custom-action[Set the position of a custom action]
-**** link:{{navprefix}}/add-action-viz[Add a local action to a visualization]
-**** link:{{navprefix}}/add-action-worksheet[Add a local action to a model]
-*** link:{{navprefix}}/code-based-custom-action[Code based custom actions]
-** link:{{navprefix}}/customize-links[Customize links]
-** link:{{navprefix}}/set-locale[Customize locale]
-** link:{{navprefix}}/custom-domain-config[Custom domain configuration]
-** link:{{navprefix}}/customize-emails[Customize onboarding settings]
-** link:{{navprefix}}/customize-email-apis[Customize email template]
-*** link:{{navprefix}}/in-app-navigation[Create dynamic menus and navigation]
-** link:{{navprefix}}/best-practices[Performance optimization]
-*** link:{{navprefix}}/best-practices[Best practices]
-*** link:{{navprefix}}/prerender[Prerender components]
-*** link:{{navprefix}}/lazy-load-fullHeight[Full height and lazy loading options]
-*** link:{{navprefix}}/prefetch[Prefetch static resources]
-** link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
-
-* Authentication and data security
-** link:{{navprefix}}/embed-auth[Authentication]
-*** link:{{navprefix}}/trusted-auth[Trusted authentication]
-**** link:{{navprefix}}/trusted-auth-secret-key[Secret key management]
-**** link:{{navprefix}}/trusted-auth-sdk[Front-end trusted authentication integration]
-**** link:{{navprefix}}/trusted-auth-token-request-service[Token request service]
-**** link:{{navprefix}}/trusted-auth-troubleshoot[Troubleshoot trusted authentication]
-*** link:{{navprefix}}/saml-sso[SAML SSO authentication]
-*** link:{{navprefix}}/oidc-auth[OpenID Connect authentication]
-*** link:{{navprefix}}/just-in-time-provisioning[Just-in-time provisioning]
-** link:{{navprefix}}/security-settings[Security settings]
-
-** link:{{navprefix}}/embed-object-access[Authorization]
-*** link:{{navprefix}}/access-control-sharing[Access control and sharing]
-*** link:{{navprefix}}/privileges-and-roles[Privileges and Roles]
+[.sidebar-title]
+Embed ThoughtSpot in a web app
+
+* link:{{navprefix}}/getting-started[Embed with Visual Embed SDK]
+* link:{{navprefix}}/tsembed[Quickstart guide]
+* link:{{navprefix}}/embed-ai-search-analytics[Embed AI Search and Analytics]
+** link:{{navprefix}}/embed-spotter[Embed Spotter experience]
+** link:{{navprefix}}/embed-spotter-agent[Embed Spotter Agent]
+* link:{{navprefix}}/embed-liveboard[Embed Analytics]
+** link:{{navprefix}}/embed-liveboard[Embed a Liveboard]
+** link:{{navprefix}}/embed-a-viz[Embed a visualization]
+* link:{{navprefix}}/full-embed[Embed full application]
+** link:{{navprefix}}/full-app-customize[Customize your embed]
+** link:{{navprefix}}/customize-nav-controls[Customize navigation panels]
+** link:{{navprefix}}/set-default-page[Customize default page and navigation path]
+** link:{{navprefix}}/customize-homepage-experience[Customize home page experience]
+* Embed token-based Search
+** link:{{navprefix}}/search-embed[Embed Search]
+** link:{{navprefix}}/embed-searchbar[Embed search bar]
+* link:{{navprefix}}/react-app-embed[Embed with React components]
+
+[.sidebar-title]
+Embed ThoughtSpot in a mobile app
+
+* link:{{navprefix}}/mobile-embed[Overview]
+* link:{{navprefix}}/embed-ts-mobile-react-native[React Native SDK]
+* link:{{navprefix}}/embed-ts-flutter[Flutter embed SDK]
+* link:{{navprefix}}/embed-ts-swift[Swift Embed SDK]
+* link:{{navprefix}}/embed-ts-android[Android Embed SDK]
+
+[.sidebar-title]
+Embed without SDK
+
+** link:{{navprefix}}/embed-without-sdk[Embed without SDK]
+** link:{{navprefix}}/custom-viz-rest-api[Create a custom visualization]
+
+[.sidebar-title]
+Customize and integrate
+
+* link:{{navprefix}}/style-customization[Customize UI layout and styles]
+** link:{{navprefix}}/customize-style[Customize basic styles]
+** link:{{navprefix}}/custom-css[CSS customization framework]
+** link:{{navprefix}}/theme-builder-doc[Theme builder]
+** link:{{navprefix}}/customize-icons[Customize icons]
+** link:{{navprefix}}/customize-text[Customize text strings]
+** link:{{navprefix}}/css-variables-reference[CSS variables reference]
+
+* link:{{navprefix}}/filters-overview[Filters overview]
+** link:{{navprefix}}/runtime-overrides[Runtime overrides]
+** link:{{navprefix}}/runtime-filters[Runtime filters]
+** link:{{navprefix}}/runtime-params[Runtime Parameters]
+* link:{{navprefix}}/action-config[Customize menus]
+** link:{{navprefix}}/actions[Action IDs in the SDK]
+* link:{{navprefix}}/events-app-integration[Events and app interactions]
+** link:{{navprefix}}/embed-events[Using embed events]
+** link:{{navprefix}}/host-events[Using host events]
+** link:{{navprefix}}/context-aware-event-routing[Context-based execution of host events]
+** link:{{navprefix}}/hostEventsV2-migration[Migrating from Host Event v1 to Host Events v2 framework]
+** link:{{navprefix}}/api-search-intercept[API intercept and data fetch requests]
+
+* link:{{navprefix}}/custom-action-intro[Custom actions]
+** link:{{navprefix}}/customize-actions[Custom actions through the UI]
+*** link:{{navprefix}}/custom-action-url[URL actions]
+*** link:{{navprefix}}/custom-action-callback[Callback actions]
+*** link:{{navprefix}}/edit-custom-action[Set the position of a custom action]
+*** link:{{navprefix}}/add-action-viz[Add a local action to a visualization]
+*** link:{{navprefix}}/add-action-worksheet[Add a local action to a model]
+** link:{{navprefix}}/code-based-custom-action[Code based custom actions]
+** link:{{navprefix}}/custom-action-payload[Callback response payload]
+
+* link:{{navprefix}}/customize-links[Customize links]
+* link:{{navprefix}}/set-locale[Customize locale]
+* link:{{navprefix}}/custom-domain-config[Custom domain configuration]
+* link:{{navprefix}}/customize-emails[Customize onboarding settings]
+* link:{{navprefix}}/customize-email-apis[Customize email template]
+* link:{{navprefix}}/in-app-navigation[Create dynamic menus and navigation]
+* link:{{navprefix}}/best-practices[Performance optimization]
+** link:{{navprefix}}/best-practices[Best practices]
+** link:{{navprefix}}/prerender[Prerender components]
+** link:{{navprefix}}/lazy-load-fullHeight[Full height and lazy loading options]
+** link:{{navprefix}}/prefetch[Prefetch static resources]
+* link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
+
+[.sidebar-title]
+Authentication and data security
+
+* link:{{navprefix}}/embed-auth[Authentication]
+** link:{{navprefix}}/trusted-auth[Trusted authentication]
+*** link:{{navprefix}}/trusted-auth-secret-key[Secret key management]
+*** link:{{navprefix}}/trusted-auth-sdk[Front-end trusted authentication integration]
+*** link:{{navprefix}}/trusted-auth-token-request-service[Token request service]
+*** link:{{navprefix}}/trusted-auth-troubleshoot[Troubleshoot trusted authentication]
+** link:{{navprefix}}/saml-sso[SAML SSO authentication]
+** link:{{navprefix}}/oidc-auth[OpenID Connect authentication]
+** link:{{navprefix}}/just-in-time-provisioning[Just-in-time provisioning]
+* link:{{navprefix}}/security-settings[Security settings]
+
+* link:{{navprefix}}/embed-object-access[Authorization]
+** link:{{navprefix}}/access-control-sharing[Access control and sharing]
+** link:{{navprefix}}/privileges-and-roles[Privileges and Roles]
 ** link:{{navprefix}}/data-security[Data security]
 *** link:{{navprefix}}/rls-rules[RLS Rules]
 *** link:{{navprefix}}/abac-via-rls-variables[ABAC via RLS with variables]
@@ -92,35 +111,37 @@
 **** link:{{navprefix}}/jwt-filter-parameters-rules-migration-guide[JWT ABAC with filter rules -> ABAC via RLS]
 **** link:{{navprefix}}/jwt-abac-beta-migration-guide[JWT ABAC beta implementation -> ABAC via RLS]
 *** link:{{navprefix}}/abac-user-parameters[ABAC via JWT with filter rules and parameters]
-** link:{{navprefix}}/selective-user-access[User access]
-** link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
+* link:{{navprefix}}/selective-user-access[User access]
+* link:{{navprefix}}/troubleshoot-errors[Troubleshoot errors]
+
+[.sidebar-title]
+Authentication and data security
 
 * link:{{navprefix}}/tutorials/tutorials-overview[Embedding tutorials]
-** link:{{navprefix}}/tutorials/tse-fundamentals/intro[Embedding Fundamentals]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-01[01 - Overview]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-02[02 - Set up for course]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-03[03 - Security setup]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-04[04 - Start coding]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-05[05 - Embed Search]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-06[06 - Embed Natural Language Search]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-07[07 - Embed Liveboard]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-08[08 - Embed Visualization]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-09[09 - Embed full application]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-10[10 - Style embedded app]
-*** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-11[11 - Course summary]
+* link:{{navprefix}}/tutorials/tse-fundamentals/intro[Embedding Fundamentals]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-01[01 - Overview]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-02[02 - Set up for course]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-03[03 - Security setup]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-04[04 - Start coding]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-05[05 - Embed Search]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-06[06 - Embed Natural Language Search]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-07[07 - Embed Liveboard]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-08[08 - Embed Visualization]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-09[09 - Embed full application]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-10[10 - Style embedded app]
+** link:{{navprefix}}/tutorials/tse-fundamentals/lesson-11[11 - Course summary]
 ** link:{{navprefix}}/tutorials/style-customization/tutorial[Style customization]
-** link:{{navprefix}}/tutorials/react-components/intro[React components]
-*** link:{{navprefix}}/tutorials/react-components/lesson-01[01 - Initialize Visual Embed SDK]
-*** link:{{navprefix}}/tutorials/react-components/lesson-02[02 - ThoughtSpot component pages]
-*** link:{{navprefix}}/tutorials/react-components/lesson-03[03 - Menus and navigation elements]
-*** link:{{navprefix}}/tutorials/react-components/lesson-04[04 - Event handling]
+* link:{{navprefix}}/tutorials/react-components/intro[React components]
+** link:{{navprefix}}/tutorials/react-components/lesson-01[01 - Initialize Visual Embed SDK]
+** link:{{navprefix}}/tutorials/react-components/lesson-02[02 - ThoughtSpot component pages]
+** link:{{navprefix}}/tutorials/react-components/lesson-03[03 - Menus and navigation elements]
+** link:{{navprefix}}/tutorials/react-components/lesson-04[04 - Event handling]
 
-* Other embedding methods
-** link:{{navprefix}}/embed-without-sdk[Embed without SDK]
-** link:{{navprefix}}/custom-viz-rest-api[Create a custom visualization]
 
-* +++<a href="{{previewPrefix}}/playground/search" target="_blank">Visual Embed Playground</a>+++
+[.sidebar-title]
+Reference guides and changelog
 
+* +++<a href="{{previewPrefix}}/playground/search" target="_blank">Visual Embed Playground</a>+++
 * link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK Reference]
 include::generated/typedoc/CustomSideNav.adoc[]
 ** Custom styles
@@ -139,9 +160,18 @@ include::generated/typedoc/CustomSideNav.adoc[]
 *** [.typedoc-Enumeration]#link:{{navprefix}}/Enumeration_PrefetchFeatures[PrefetchFeatures]#
 *** [.typedoc-Function]#link:{{navprefix}}/Function_executeTML[executeTML]#
 *** [.typedoc-Function]#link:{{navprefix}}/Function_exportTML[exportTML]#
-
 * link:{{navprefix}}/embed-sdk-changelog[Changelog]
 ** link:{{navprefix}}/embed-sdk-changelog[Visual Embed SDK]
 ** link:{{navprefix}}/mobile-sdk-changelog[Mobile Embed SDK]
 
+[.sidebar-title]
+Additional resources
+
+* link:{{navprefix}}/embed-ts[About ThoughtSpot embedding]
+* link:{{navprefix}}/get-started-tse[Embed licenses]
+* link:{{navprefix}}/license-feature-matrix[Feature matrix]
+* link:{{navprefix}}/faqs[FAQs]
+* link:{{navprefix}}/code-samples[Code samples]
+* link:https://codesandbox.io/s/big-tse-react-demo-i4g9xi[React CodeSandbox, window=_blank]
+* link:https://codesandbox.io/s/graphqlcookieembed-wf4fk9?file=/src/App.js:418-426[GraphQL CodeSandbox, window=_blank]
 
diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index 03f821c73..c5d038de6 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -4,6 +4,8 @@
 
 [navSection]
 
+[.sidebar-title]
+MCP Server and tools
 
 * link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
 ** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
diff --git a/modules/ROOT/pages/common/nav-rest-api.adoc b/modules/ROOT/pages/common/nav-rest-api.adoc
index 1ee5db60d..2e2368039 100644
--- a/modules/ROOT/pages/common/nav-rest-api.adoc
+++ b/modules/ROOT/pages/common/nav-rest-api.adoc
@@ -4,43 +4,59 @@
 
 [navSection]
 
-* link:{{navprefix}}/rest-apis[REST APIs]
-** link:{{navprefix}}/rest-apiv2-getstarted[Get started]
-** link:{{navprefix}}/api-authv2[REST API v2.0 authentication]
-** link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
-** link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground]
-** link:{{navprefix}}/rest-apiv2-reference[REST API v2.0 Reference]
-*** link:{{navprefix}}/api-user-management[Users and group privileges]
-*** link:{{navprefix}}/rbac[Role-based access control]
-*** link:{{navprefix}}/rest-apiv2-search[Search API endpoints]
-**** link:{{navprefix}}/rest-apiv2-users-search[Search users]
-**** link:{{navprefix}}/rest-apiv2-groups-search[Search groups]
-**** link:{{navprefix}}/rest-apiv2-metadata-search[Search metadata]
-*** link:{{navprefix}}/fetch-data-and-report-apis[Data and Report APIs]
-*** link:{{navprefix}}/spotter-api[Spotter APIs ^BETA^]
-*** link:{{navprefix}}/audit-logs[Audit logs]
-*** link:{{navprefix}}/tml[TML]
-*** link:{{navprefix}}/collections[Collections ^BETA^]
-*** link:{{navprefix}}/connections[Connections]
-*** link:{{navprefix}}/connection-config[Connection configuration]
-*** link:{{navprefix}}/runtime-sort[Runtime sorting]
-
-* link:{{navprefix}}/webhooks[Webhooks]
-** link:{{navprefix}}/webhooks-comm-channel[Configure and monitor webhook communication channels]
-** link:{{navprefix}}/webhooks-s3-integration[Deliver Liveboard reports to AWS S3 Storage]
-** link:{{navprefix}}/webhooks-lb-schedule[Deliver Liveboard reports to external application]
-** link:{{navprefix}}/webhooks-lb-payload[Webhook response payload]
-** link:{{navprefix}}/webhooks-kpi[Webhook for KPI alerts]
-
-* link:{{navprefix}}/rest-api-sdk[REST API v2.0 SDKs]
-** link:{{navprefix}}/rest-api-sdk-typescript[TypeScript SDK]
-** link:{{navprefix}}/rest-api-sdk-java[Java SDK]
-** link:{{navprefix}}/rest-apiv2-js[REST API v2.0 in JavaScript]
+[.sidebar-title]
+REST APIs
+
+* link:{{navprefix}}/rest-apis[Overview]
+* link:{{navprefix}}/rest-apiv2-getstarted[Get started]
+* link:{{navprefix}}/api-authv2[REST API v2.0 authentication]
+* link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
+* link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground]
+* link:{{navprefix}}/rest-apiv2-reference[REST API v2.0 Reference]
+** link:{{navprefix}}/api-user-management[Users and group privileges]
+** link:{{navprefix}}/rbac[Role-based access control]
+** link:{{navprefix}}/rest-apiv2-search[Search API endpoints]
+*** link:{{navprefix}}/rest-apiv2-users-search[Search users]
+*** link:{{navprefix}}/rest-apiv2-groups-search[Search groups]
+*** link:{{navprefix}}/rest-apiv2-metadata-search[Search metadata]
+** link:{{navprefix}}/fetch-data-and-report-apis[Data and Report APIs]
+** link:{{navprefix}}/spotter-api[Spotter APIs ^BETA^]
+** link:{{navprefix}}/audit-logs[Audit logs]
+** link:{{navprefix}}/tml[TML]
+** link:{{navprefix}}/collections[Collections ^BETA^]
+** link:{{navprefix}}/connections[Connections]
+** link:{{navprefix}}/connection-config[Connection configuration]
+** link:{{navprefix}}/runtime-sort[Runtime sorting]
+
+
+[.sidebar-title]
+REST API SDK
+
+* link:{{navprefix}}/rest-api-sdk[Overview]
+* link:{{navprefix}}/rest-api-sdk-typescript[TypeScript SDK]
+* link:{{navprefix}}/rest-api-sdk-java[Java SDK]
+* link:{{navprefix}}/rest-apiv2-js[REST API v2.0 in JavaScript]
+
+[.sidebar-title]
+Webhooks
+
+* link:{{navprefix}}/webhooks[Overview]
+* link:{{navprefix}}/webhooks-comm-channel[Configure and monitor webhook communication channels]
+* link:{{navprefix}}/webhooks-s3-integration[Deliver Liveboard reports to AWS S3 Storage]
+* link:{{navprefix}}/webhooks-lb-schedule[Deliver Liveboard reports to external application]
+* link:{{navprefix}}/webhooks-lb-payload[Webhook response payload]
+* link:{{navprefix}}/webhooks-kpi[Webhook for KPI alerts]
+
+[.sidebar-title]
+REST API Tutorials
 
 * link:{{navprefix}}/tutorials/rest-api/intro[REST API Tutorials]
-** link:{{navprefix}}/tutorials/rest-api/lesson-01[01 - REST API overview]
-** link:{{navprefix}}/tutorials/rest-api/lesson-02[02 - Simple Python implementation]
-** link:{{navprefix}}/tutorials/rest-api/lesson-03[03 - Complex REST API workflows]
+* link:{{navprefix}}/tutorials/rest-api/lesson-01[01 - REST API overview]
+* link:{{navprefix}}/tutorials/rest-api/lesson-02[02 - Simple Python implementation]
+* link:{{navprefix}}/tutorials/rest-api/lesson-03[03 - Complex REST API workflows]
+
+[.sidebar-title]
+REST API v1 (DEPRECATED)
 
 * link:{{navprefix}}/rest-api-getstarted[REST API v1 ^DEPRECATED^]
 ** link:{{navprefix}}/rest-api-getstarted[Get started]
diff --git a/modules/ROOT/pages/common/nav-spottercode.adoc b/modules/ROOT/pages/common/nav-spottercode.adoc
index a505b8f63..b60c85c31 100644
--- a/modules/ROOT/pages/common/nav-spottercode.adoc
+++ b/modules/ROOT/pages/common/nav-spottercode.adoc
@@ -4,6 +4,9 @@
 
 [navSection]
 
+[.sidebar-title]
+SpotterCode agent
+
 * link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
 * link:{{navprefix}}/integrate-SpotterCode[Integrating SpotterCode]
 * link:{{navprefix}}/spottercode-prompting-guide[SpotterCode prompting guide]
diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 688f6203e..c637b6adc 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -4,78 +4,93 @@
 
 [navSection]
 
-* link:{{navprefix}}/whats-new[What's New]
-** link:{{navprefix}}/whats-new[New features]
+[.sidebar-title]
+Release notes and changelogs
+
+* link:{{navprefix}}/whats-new[What's new]
+* Changelog
 ** link:{{navprefix}}/embed-sdk-changelog[Visual Embed SDK changelog]
 ** link:{{navprefix}}/mobile-sdk-changelog[Mobile Embed SDK changelog]
 ** link:{{navprefix}}/rest-v2-changelog[REST API v2 changelog]
 ** link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]
-** link:{{navprefix}}/deprecated-features[Deprecation announcements]
+* link:{{navprefix}}/deprecated-features[Deprecation announcements]
+
+[.sidebar-title]
+Live Playgrounds
 
-* Live Playgrounds
-** +++<a href="{{previewPrefix}}/playground/search" target="_blank">Visual Embed Playground</a>+++
-** link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground]
+* +++<a href="{{previewPrefix}}/playground/search" target="_blank">Visual Embed Playground</a>+++
+** link:{{navprefix}}/dev-playground[How to use]
+
+* link:{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction[REST API v2 Playground]
+** link:{{navprefix}}/rest-playground[How to use]
 //** link:{{navprefix}}/graphql-play-ground[GraphQL Playground]
 //** +++<a href="{{previewPrefix}}/api/rest/playgroundV1" target="_blank">REST API v1 Playground</a>+++
-** link:{{navprefix}}/theme-builder[Theme Builder]
-** link:{{navprefix}}/spotdev-portal[How to use]
-*** link:{{navprefix}}/dev-playground[Visual Embed Playground]
-*** link:{{navprefix}}/graphql-playground[GraphQL Playground]
-*** link:{{navprefix}}/rest-playground[REST API Playground]
-
-* Get started
-** link:{{navprefix}}/getting-started[Embedding ThoughtSpot]
-** link:{{navprefix}}/ai-analytics-integration[ThoughtSpot AI analytics integration]
-** link:{{navprefix}}/mcp-integration[MCP Server integration]
-** link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
-** link:{{navprefix}}/rest-apis[REST APIs]
+* link:{{navprefix}}/theme-builder[Theme Builder]
+
+
+//*** link:{{navprefix}}/graphql-playground[GraphQL Playground]
+
+
+[.sidebar-title]
+Get started
+
+* link:{{navprefix}}/getting-started[Embed ThoughtSpot]
+* link:{{navprefix}}/ai-analytics-integration[Integrate ThoughtSpot AI analytics]
+* link:{{navprefix}}/mcp-integration[MCP Server integration]
+* link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
+* link:{{navprefix}}/rest-apis[REST APIs]
 //** link:{{navprefix}}/tutorials/tutorials-overview[Tutorials]
-** link:{{navprefix}}/VisualEmbedSdk[SDK and API reference]
-*** link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK]
-*** link:{{navprefix}}/rest-apiv2-reference[REST API]
-*** link:{{navprefix}}/mcp-tool-reference[MCP tools]
+* link:{{navprefix}}/VisualEmbedSdk[SDK and API reference]
+** link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK]
+** link:{{navprefix}}/rest-apiv2-reference[REST API]
+** link:{{navprefix}}/mcp-tool-reference[MCP tools]
+
+[.sidebar-title]
+Build and deploy
 
-* link:{{navprefix}}/development-and-deployment[Build and deploy data]
-** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects overview]
+* link:{{navprefix}}/development-and-deployment[Development and deployment]
+** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects]
 ** link:{{navprefix}}/variables[Variables]
-** link:{{navprefix}}/parameterze-metdata[Parameterize metadata]
-** link:{{navprefix}}/deploy-with-tml-apis[Deploy with TML APIs]
-*** link:{{navprefix}}/git-provider-integration[Git provider integration]
-*** link:{{navprefix}}/modify-tml[TML modification]
-** link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
-*** link:{{navprefix}}/parameterize-metadata[Parameterize metadata]
-*** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]
-** link:{{navprefix}}/git-integration[Deploy with GitHub APIs (legacy)]
-*** link:{{navprefix}}/git-configuration[Configure GitHub integration]
-*** link:{{navprefix}}/git-api[GitHub REST APIs]
-*** link:{{navprefix}}/guid-mapping[GUID mapping]
-
-* link:{{navprefix}}/multi-tenancy[Multi-tenancy]
-** link:{{navprefix}}/orgs[Multi-tenancy with Orgs]
+** link:{{navprefix}}/parameterize-metadata[Parameterize metadata]
+
+* link:{{navprefix}}/deploy-with-tml-apis[Deploy with TML APIs]
+** link:{{navprefix}}/git-provider-integration[Git provider integration]
+** link:{{navprefix}}/modify-tml[TML modification]
+* link:{{navprefix}}/publish-data-overview[Publish content to Orgs]
+** link:{{navprefix}}/publish-to-orgs[Publish objects to Orgs]
+* link:{{navprefix}}/git-integration[Deploy with GitHub APIs (legacy)]
+** link:{{navprefix}}/git-configuration[Configure GitHub integration]
+** link:{{navprefix}}/git-api[GitHub REST APIs]
+** link:{{navprefix}}/guid-mapping[GUID mapping]
+
+[.sidebar-title]
+Multi-tenancy
+
+* link:{{navprefix}}/multi-tenancy[Overview]
+* link:{{navprefix}}/orgs[Multi-tenancy with Orgs]
+** link:{{navprefix}}/orgs-api-op[Org administration]
 ** link:{{navprefix}}/multitenancy-within-an-org[Multi-tenancy within an Org]
 ** link:{{navprefix}}/single-tenant-data-models[Single-tenant data models with Orgs]
-*** link:{{navprefix}}/orgs-api-op[Org administration]
-** link:{{navprefix}}/tse-cluster[Cluster maintenance and upgrade]
+* link:{{navprefix}}/tse-cluster[Cluster maintenance and upgrade]
+
+[.sidebar-title]
+Integration guides
 
-* Integration guides
 ** link:{{navprefix}}/external-tool-script-integration[Third-party tools and custom scripts]
 ** link:{{navprefix}}/pendo-integration[Pendo integration with embed]
 ** link:{{navprefix}}/sf-integration[Integration with Salesforce]
 ** link:{{navprefix}}/vercel-integration[Vercel integration]
 
+[.sidebar-title]
+Additional resources
+
+* link:{{navprefix}}/faqs[FAQs]
+* link:https://codesandbox.io/s/big-tse-react-demo-i4g9xi[React CodeSandbox, window=_blank]
+//** link:https://codesandbox.io/s/graphqlcookieembed-wf4fk9?file=/src/App.js:418-426[GraphQL CodeSandbox, window=_blank]
 
-* Additional references
-** link:{{navprefix}}/embed-ts[About ThoughtSpot embedding]
-** link:{{navprefix}}/get-started-tse[Embed licenses]
-** link:{{navprefix}}/license-feature-matrix[Feature matrix]
-** link:{{navprefix}}/faqs[FAQs]
-** link:{{navprefix}}/code-samples[Code samples]
-** link:https://codesandbox.io/s/big-tse-react-demo-i4g9xi[React CodeSandbox, window=_blank]
-** link:https://codesandbox.io/s/graphqlcookieembed-wf4fk9?file=/src/App.js:418-426[GraphQL CodeSandbox, window=_blank]
-
-* Resources
-** link:https://developers.thoughtspot.com[ThoughtSpot Developers, window=_blank]
-** link:https://community.thoughtspot.com/customers/s/[Community, window=_blank]
-** link:https://training.thoughtspot.com/page/developer[Training resources, window=_blank]
-** link:https://docs.thoughtspot.com[Product Documentation, window=_blank]
+* link:https://community.thoughtspot.com/customers/s/[Community, window=_blank]
+* link:https://training.thoughtspot.com/page/developer[Training resources, window=_blank]
+* link:https://docs.thoughtspot.com[Product Documentation, window=_blank]
+* link:https://developers.thoughtspot.com[ThoughtSpot Developers, window=_blank]
+* Deprecated feature docs
 ** link:{{navprefix}}/abac-user-parameters-beta[ABAC via tokens (pre-10.4.0.cl) (Deprecated)]
diff --git a/src/assets/styles/admonition.scss b/src/assets/styles/admonition.scss
index 2e1ea68d8..80bfb29b0 100644
--- a/src/assets/styles/admonition.scss
+++ b/src/assets/styles/admonition.scss
@@ -5,11 +5,11 @@
     line-height: $admonition-content-line-height;
 
     p {
-        font-size: calc((#{$admonition-font-factor-p} / #{$rem-base}) * 1rem);
+        font-size: 14px;
     }
 
     td.content {
-        font-size: calc((#{$admonition-font-factor-p} / #{$rem-base}) * 1rem);
+        font-size: 14px;
         padding: 2rem 1rem 0 0.75rem;
         background: var(--admonition-background);
         width: 100%;
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index 0628704ca..0d34d1e61 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -145,7 +145,8 @@ a {
 .docmapWrapper {
     height: calc(100lvh - $document-padding);
     padding: 10px $padding-md 80px $padding-md;
-    width: 25%;
+    width: 260px;
+    flex-shrink: 0;
     overflow-y: auto;
 }
 
@@ -750,7 +751,7 @@ a.anchor {
 
 @media screen and (min-width: 1024px) and (max-width: 1300px) {
     .docmapWrapper {
-        width: 35%;
+        width: 220px;
     }
 }
 
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index d7ca3ede8..0bd0a401c 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -40,6 +40,7 @@ $header-zIndex: 10;
 $header-logo-width: 273px;
 $header-link-margin: 45px;
 $font-weight-normal: 300;
+$font-weight-heading: 460;
 $font-weight-bold: 600;
 $line-height-normal: 31px;
 $line-height-button: 16px;
@@ -55,7 +56,7 @@ $font-size-doc: 15px;
 $font-size-sidebar: 14px;
 $font-size-code: 13px;
 $line-height-code: 1.5rem;
-$font-size-large: 36px;
+$font-size-large: 30px;
 $font-size-404: 1.25rem;
 $padding-md: 24px;
 $margin-lg: 35px;
@@ -67,7 +68,7 @@ $padding-sm: 10px;
 $padding-lg: 28px;
 $document-margin-top: 88px;
 $document-padding: 20px;
-$padding-nested-ul: 20px;
+$padding-nested-ul: 5px;
 $margin-links: 12px;
 $docmap-width-desktop: 250px;
 $docmap-width-tablet: 180px;
@@ -97,12 +98,13 @@ $arrow-icon-width: 12px;
 $title-margin: 10px;
 $sub-title-margin: 30px;
 $sub-title-margin-h5: 10px;
-$font-size-h2: 26px;
-$font-size-h3: 23px;
+$font-size-h1: 30px;
+$font-size-h2: 25px;
+$font-size-h3: 22px;
 $font-size-h4: 20px;
 $font-size-h5: 16px;
 $font-size-summ-title: 17px;
-$font-size-breadcrums: 13px;
+$font-size-breadcrums: 12px;
 $font-size-breadcrums-mobile: 10px;
 $icon-width: 30px;
 $icon-height: 30px;
@@ -190,7 +192,7 @@ $tag-color-light: $lightgrey;
     --header-color: #1D232F;
     --header-border-color: #08072C;
     --header-link-color: rgba(255, 255, 255, 0.85);
-    --nav-bar-color: #232F43;
+    --nav-bar-color: #1D232F;
     --left-nav-color: #f1f4f8;
     --secondary-header-bg: #f1f4f8;
     --secondary-header-border: #458;
@@ -206,6 +208,7 @@ $tag-color-light: $lightgrey;
     --code-text-color: #e6edf3;
     --code-text-bg: #f6f8fa;
     --side-nav-text: #374151;
+    --sidebar-title: #5f6368;
     --side-nav-active-bg: rgba(5, 104, 250, 0.08);
     --side-nav-active-text: #0568fa;
     --text-color-code-lang: #8b949e;
@@ -266,6 +269,7 @@ $tag-color-light: $lightgrey;
     --code-block-light: #21262d;
     --code-text-bg: #21262d;
     --code-text-color: #e6edf3;
+    --sidebar-title: #5f6368;
     --side-nav-text: #c9d1d9;
     --side-nav-active-bg: rgba(116, 218, 255, 0.12);
     --side-nav-active-text: #74daff;
@@ -305,4 +309,4 @@ $tag-color-light: $lightgrey;
         0 2px 4px -1px rgba(0, 0, 0, 0.3);
 }
 
-$header-height: 65px;
+$header-height: 60px;
diff --git a/src/components/DevDocTemplate/index.tsx b/src/components/DevDocTemplate/index.tsx
index d9cd8428a..0c69a09d2 100644
--- a/src/components/DevDocTemplate/index.tsx
+++ b/src/components/DevDocTemplate/index.tsx
@@ -92,9 +92,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
 
     const initialNavContentData = passThroughHandler(navNode.html, params);
     const [navContent, setNavContent] = useState(initialNavContentData || '');
-    const [breadcrumsData, setBreadcrumsData] = useState(
-        fetchChild(initialNavContentData) || [],
-    );
+    // breadcrumsData is derived after processedNavMap is built (see useMemo below)
     const [activeCategory, setActiveCategory] = useState<DocCategory>('guides');
     const [showSearch, setShowSearch] = useState(false);
     const [leftNavOpen, setLeftNavOpen] = useState(false);
@@ -127,6 +125,16 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
     // eslint-disable-next-line react-hooks/exhaustive-deps
     []);
 
+    // Breadcrumb data built from master nav + all category navs for full coverage
+    const breadcrumsData = React.useMemo(() => {
+        if (typeof window === 'undefined') return [];
+        const allHtmls = [
+            initialNavContentData,
+            ...Object.values(processedNavMap as Record<string, string>),
+        ];
+        return allHtmls.flatMap((html) => fetchChild(html));
+    }, [processedNavMap]);
+
     // Pick the right sidebar content for the active category
     const activeNavContent = React.useMemo(() => {
         const navId = CATEGORY_NAV_ID[activeCategory];
@@ -671,7 +679,7 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                     className="headerPlaceholder"
                     style={
                         isPublicSiteOpen
-                            ? { height: '65px' }
+                            ? { height: '60px' }
                             : { height: '0px' }
                     }
                 ></div>
diff --git a/src/components/Docmap/index.scss b/src/components/Docmap/index.scss
index 353529a9e..f72a79d98 100644
--- a/src/components/Docmap/index.scss
+++ b/src/components/Docmap/index.scss
@@ -2,7 +2,7 @@
 
 .docmapLinks {
     width: -webkit-fill-available;
-    font-size: 14px;
+    font-size: 13px;
     height: 100lvh;
 
     .tocTitle {
@@ -40,7 +40,7 @@
             li {
                 display: flex;
                 flex-wrap: wrap;
-                padding-bottom: 15px;
+                padding-bottom: 12px;
 
                 a {
                     color: var(--primary-color);
@@ -48,18 +48,41 @@
                     display: flex;
                     flex-grow: 1;
                     width: 80%;
-                    margin: -2px 0 0 7px;
+                    margin: -2px 0 0 5px;
                 }
 
                 a:hover {
                     color: var(--secondary-color);
                 }
 
+                /* Level 2 (H3) */
                 ul {
-                    padding-left: $padding-nested-ul;
-                    padding-top: 5px;
-                    li a{
-                        color: var(--var-docmap-nested-color);
+                    padding-left: 16px;
+                    padding-top: 4px;
+
+                    li {
+                        padding-bottom: 8px;
+
+                        a {
+                            color: var(--var-docmap-nested-color);
+                            font-size: 12px;
+                        }
+                    }
+
+                    /* Level 3 (H4) */
+                    ul {
+                        padding-left: 16px;
+                        padding-top: 2px;
+
+                        li {
+                            padding-bottom: 6px;
+
+                            a {
+                                font-size: 12px;
+                                color: var(--var-docmap-nested-color);
+                                opacity: 0.8;
+                            }
+                        }
                     }
                 }
             }
diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index a72319f52..253c9c485 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -234,7 +234,7 @@
 
         th {
             border-bottom: 1px solid var(--border-color);
-            font-size: $font-size-doc;
+            font-size: 13.5px;
             text-align: left;
             padding: 20px $padding-sm 20px $padding-sm;
             background-color: var(--table-header-color);
@@ -244,14 +244,14 @@
         }
 
         td {
-            font-size: $font-size-table;
+            font-size: 13.5px;
             border-bottom: 1px solid var(--border-color-tr);
             padding: 5px $padding-md $padding-sm $padding-sm;
             font-weight: $font-weight-normal;
             vertical-align: top;
 
             p {
-                font-size: $font-size-table;
+                font-size: 13.5px;
                 margin: 3px 0;
             }
         }
@@ -376,16 +376,16 @@
         }
 
         td {
-            font-size: $font-size-doc;
+            font-size: 13.5px;
 
             p {
-                font-size: $font-size-doc;
+                font-size: 13.5px;
             }
         }
     }
 
     .hdlist1 {
-        font-size: $font-size-doc;
+        font-size: 13.5px;
         font-weight: $font-weight-bold;
     }
 
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index b525ebddb..846b576c1 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -118,7 +118,7 @@ header {
         border: 1px solid #458;
         box-shadow: 0 8px 24px rgba(68, 85, 136, 0.35);
         border-radius: 10px;
-        min-width: 280px;
+        min-width: 400px;
         padding: 6px;
         animation: dropdownFadeIn 0.15s ease;
     }
@@ -182,6 +182,43 @@ header {
         }
     }
 
+    /* ── header-nav-link icon size (for GitHub, etc.) ──────────────── */
+    .header-nav-icon {
+        width: 16px;
+        height: 16px;
+    }
+
+    /* ── Resources dropdown — two-column horizontal layout ──────────── */
+    .header-dropdown-menu-panel {
+        display: flex;
+        flex-direction: row;
+        align-items: flex-start;
+        gap: 0;
+    }
+
+    .header-dropdown-section {
+        flex: 1;
+        min-width: 180px;
+    }
+
+    .header-dropdown-section-label {
+        font-size: 10px;
+        font-weight: 700;
+        letter-spacing: 0.1em;
+        text-transform: uppercase;
+        color: rgba(255, 255, 255, 0.35);
+        padding: 8px 12px 3px;
+        white-space: nowrap;
+    }
+
+    .header-dropdown-col-divider {
+        width: 1px;
+        background: rgba(255, 255, 255, 0.08);
+        align-self: stretch;
+        margin: 6px 4px;
+        flex-shrink: 0;
+    }
+
     /* ── Right side ─────────────────────────────────────────────────── */
     .header-right {
         display: flex;
diff --git a/src/components/Header/index.tsx b/src/components/Header/index.tsx
index 9e7cadb32..e0acd6fa2 100644
--- a/src/components/Header/index.tsx
+++ b/src/components/Header/index.tsx
@@ -10,6 +10,7 @@ import { FiUsers } from '@react-icons/all-files/fi/FiUsers';
 import { FiHelpCircle } from '@react-icons/all-files/fi/FiHelpCircle';
 import { FiExternalLink } from '@react-icons/all-files/fi/FiExternalLink';
 import { FiBook } from '@react-icons/all-files/fi/FiBook';
+import { FiBookOpen } from '@react-icons/all-files/fi/FiBookOpen';
 
 import TSLogo from '../../assets/svg/ts-logo-white-developer.svg';
 import t from '../../utils/lang-utils';
@@ -33,7 +34,7 @@ const Header = (props: {
         localStorage.setItem('themeMode', newDark ? 'dark' : 'light');
     };
 
-    const resourceLinks = [
+    const learnLinks = [
         {
             name: 'Docs',
             sub: 'ThoughtSpot Analytics product documentation',
@@ -41,11 +42,14 @@ const Header = (props: {
             icon: FiBook,
         },
         {
-            name: 'GitHub',
-            sub: 'Visual Embed SDK source code',
-            link: 'https://github.com/thoughtspot/visual-embed-sdk',
-            icon: FiGithub,
+            name: 'Training',
+            sub: 'ThoughtSpot Embedded learning paths',
+            link: 'https://training.thoughtspot.com/path/thoughtspot-embedded',
+            icon: FiBookOpen,
         },
+    ];
+
+    const connectLinks = [
         {
             name: 'Discord',
             sub: 'Chat with the dev community',
@@ -64,7 +68,6 @@ const Header = (props: {
             link: 'https://www.thoughtspot.com/support',
             icon: FiHelpCircle,
         },
-
     ];
 
     return (
@@ -91,8 +94,15 @@ const Header = (props: {
                         </h2>
                     </div>
 
-                    {/* Right side: Resources | Version | Toggle */}
+
+                    {/* Right side: Version |  Resources | GitHub | Toggle */}
                     <div className="header-right">
+                        {/* Version dropdown */}
+                        <Dropdown
+                            location={props.location}
+                            isMobile={isMaxMobileResolution}
+                        />
+
                         {/* Resources — hover-driven (CSS), consistent with Version dropdown */}
                         {isMaxMobileResolution && (
                             <div className="header-dropdown">
@@ -104,40 +114,83 @@ const Header = (props: {
                                 </button>
                                 <div className="header-dropdown-menu">
                                     <div className="header-dropdown-menu-panel" role="menu">
-                                        {resourceLinks.map((item) => {
-                                            const Icon = item.icon;
-                                            return (
-                                                <a
-                                                    key={item.name}
-                                                    href={item.link}
-                                                    target="_blank"
-                                                    rel="noopener noreferrer"
-                                                    className="header-dropdown-item"
-                                                    role="menuitem"
-                                                >
-                                                    <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
-                                                        <Icon />
-                                                    </IconContext.Provider>
-                                                    <span className="dropdown-item-text">
-                                                        <span className="dropdown-item-name">{item.name}</span>
-                                                        <span className="dropdown-item-sub">{item.sub}</span>
-                                                    </span>
-                                                    <IconContext.Provider value={{ className: 'external-link-icon' }}>
-                                                        <FiExternalLink />
-                                                    </IconContext.Provider>
-                                                </a>
-                                            );
-                                        })}
+                                        <div className="header-dropdown-section">
+                                            <div className="header-dropdown-section-label">Learn</div>
+                                            {learnLinks.map((item) => {
+                                                const Icon = item.icon;
+                                                return (
+                                                    <a
+                                                        key={item.name}
+                                                        href={item.link}
+                                                        target="_blank"
+                                                        rel="noopener noreferrer"
+                                                        className="header-dropdown-item"
+                                                        role="menuitem"
+                                                    >
+                                                        <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
+                                                            <Icon />
+                                                        </IconContext.Provider>
+                                                        <span className="dropdown-item-text">
+                                                            <span className="dropdown-item-name">{item.name}</span>
+                                                            <span className="dropdown-item-sub">{item.sub}</span>
+                                                        </span>
+                                                        <IconContext.Provider value={{ className: 'external-link-icon' }}>
+                                                            <FiExternalLink />
+                                                        </IconContext.Provider>
+                                                    </a>
+                                                );
+                                            })}
+                                        </div>
+                                        <div className="header-dropdown-col-divider" />
+                                        <div className="header-dropdown-section">
+                                            <div className="header-dropdown-section-label">Connect</div>
+                                            {connectLinks.map((item) => {
+                                                const Icon = item.icon;
+                                                return (
+                                                    <a
+                                                        key={item.name}
+                                                        href={item.link}
+                                                        target="_blank"
+                                                        rel="noopener noreferrer"
+                                                        className="header-dropdown-item"
+                                                        role="menuitem"
+                                                    >
+                                                        <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
+                                                            <Icon />
+                                                        </IconContext.Provider>
+                                                        <span className="dropdown-item-text">
+                                                            <span className="dropdown-item-name">{item.name}</span>
+                                                            <span className="dropdown-item-sub">{item.sub}</span>
+                                                        </span>
+                                                        <IconContext.Provider value={{ className: 'external-link-icon' }}>
+                                                            <FiExternalLink />
+                                                        </IconContext.Provider>
+                                                    </a>
+                                                );
+                                            })}
+                                        </div>
                                     </div>
                                 </div>
                             </div>
                         )}
 
-                        {/* Version dropdown */}
-                        <Dropdown
-                            location={props.location}
-                            isMobile={isMaxMobileResolution}
-                        />
+
+                        {/* GitHub nav link */}
+                        {isMaxMobileResolution && (
+                            <a
+                                href="https://github.com/thoughtspot/visual-embed-sdk"
+                                target="_blank"
+                                rel="noopener noreferrer"
+                                className="header-nav-link"
+                                title="Visual Embed SDK on GitHub"
+                            >
+                                <IconContext.Provider value={{ className: 'header-nav-icon' }}>
+                                    <FiGithub />
+                                </IconContext.Provider>
+                                GitHub
+                            </a>
+                        )}
+
 
                         {/* Theme toggle */}
                         {isMaxMobileResolution && (
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index 50951b98e..26bfcdbbb 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -98,6 +98,7 @@
     height: 100%;
     overflow-y: auto;
     background: var(--left-nav-color);
+    font-size: 13px;
 
     .subHeading {
         margin: $gutter;
@@ -111,10 +112,27 @@
         color: var(--icon-color, #6b7280);
     }
 
+    /* Sidebar group title: add [.sidebar-title] role to a paragraph in nav adoc files */
+    .paragraph.sidebar-title {
+        padding-left: 0;
+        margin: 2px 0 5px 0;
+        padding-top: 15px;
+
+
+        p {
+            font-size: 12px;
+            font-weight: 700;
+            text-transform: uppercase;
+            color: var(--sidebar-title);
+            padding-right: $padding-xs;
+            margin: 0;
+        }
+    }
+
     ul {
         list-style-type: none;
-        margin: $gutter;
-        padding-left: 20px;
+        margin-left: $margin-sm;
+        padding: 0 5px 0 10px;
         color: var(--side-nav-text);
     }
 
@@ -124,16 +142,17 @@
 
         & > .ulist {
             & > ul > li {
-                margin-bottom: $margin-md;
+                margin: 0 0 2px 2px;
                 & > p {
                     padding-right: $padding-xs;
+                    padding-left: 10px;
                     color: var(--sidebar-text-color);
-                    font-weight: $font-weight-bold;
+                    font-weight: 500;
                     cursor: pointer;
                     display: flex;
                     & > a {
                         color: var(--side-nav-text);
-                        font-weight: $font-weight-bold;
+                        font-weight: 500;
                         padding-right: $padding-xs;
                     }
                 }
@@ -142,7 +161,7 @@
                     ul {
                         padding-left: $padding-nested-ul;
                         li {
-                            margin: $margin-links 0;
+                            margin: 3px 0;
                             p {
                                 font-weight: $font-weight-normal;
                                 color: var(--primary-color);
@@ -177,21 +196,10 @@
 
             p {
                 padding-right: $padding-xs;
-                margin: $margin-xs 0;
+                margin: 2px 0;
             }
         }
 
-        .iconSpan {
-            position: relative;
-            right: 8px;
-            top: 0px;
-            img {
-                width: $icon-width;
-                position: relative;
-                top: 2px;
-                float: right;
-            }
-          }
        }
 
     .navWrapper.withHeaderFooter {
@@ -200,7 +208,7 @@
     }
 
     a {
-        font-size: 14px;
+        font-size: 13px;
         font-weight: $font-weight-normal;
         width: 100%;
         display: inline-block;
@@ -222,8 +230,21 @@
         display: flex;
         cursor: pointer;
         align-items: center;
-        flex-direction: row-reverse;
-        justify-content: flex-end;
+        justify-content: space-between;
+        gap: 4px;
+
+        > a {
+            flex: 1 1 0%;
+            min-width: 0;
+            width: 0;
+        }
+
+        > .iconSpan {
+            flex: 0 0 auto;
+            display: flex;
+            align-items: center;
+            padding-right: 8px;
+        }
     }
 
     .externalLinkIcon {
@@ -252,7 +273,7 @@
     }
 
     .node-child {
-        padding-left: 15px;
+        padding-left: 0;
     }
 }
 
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index 4fefa959e..95e764c12 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -22,8 +22,8 @@
         display: inline-flex;
         align-items: center;
         gap: 6px;
-        padding: 12px 20px 12px 0;
-        margin-right: 20px;
+        padding: 12px 20px 12px 20px;
+        margin: 0 20px 0 20px;
         font-size: 16px;
         font-weight: 500;
         font-family: 'Optimo-Plain';
diff --git a/src/utils/doc-utils.ts b/src/utils/doc-utils.ts
index 675efe97a..ae07d4524 100644
--- a/src/utils/doc-utils.ts
+++ b/src/utils/doc-utils.ts
@@ -33,11 +33,25 @@ export const fetchChild = (html: string) => {
     }
     const divElement = document.createElement('div');
     divElement.innerHTML = html;
-    const data = Array.from(
-        divElement.querySelectorAll('ul.navSection > li'),
-    ).map((element) => buildJSON(element));
 
-    return data;
+    // Prefer explicitly marked navSection ul (backward compat with tests)
+    const navSectionUl = divElement.querySelector('ul.navSection');
+    if (navSectionUl) {
+        return Array.from(navSectionUl.children)
+            .filter((el) => el.tagName === 'LI')
+            .map((el) => buildJSON(el));
+    }
+
+    // AsciiDoc wraps lists as <div class="ulist"><ul>. Find top-level ulists
+    // (not nested inside a li) and collect their direct li children.
+    const topLevelItems: Element[] = [];
+    divElement.querySelectorAll('.ulist > ul').forEach((ul) => {
+        if (!ul.parentElement?.closest('li')) {
+            ul.querySelectorAll(':scope > li').forEach((li) => topLevelItems.push(li));
+        }
+    });
+
+    return topLevelItems.map((el) => buildJSON(el));
 };
 
 // Not being used anywhere

From fb1aaf0ca14b79a2531dd766a6dab5d85f168692 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 13:45:05 +0530
Subject: [PATCH 123/161] font size update

---
 src/components/Header/index.scss | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index 846b576c1..24dd6289e 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -60,7 +60,7 @@ header {
         gap: 10px;
         padding: 6px 10px;
         color: rgba(255, 255, 255, 0.85);
-        font-size: 16px;
+        font-size: 15px;
         font-weight: 400;
         text-decoration: none;
         border-radius: 6px;

From c0d8e77093eb630ef05c20f1e2abf21f51e90d01 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 15:52:33 +0530
Subject: [PATCH 124/161] edits

---
 src/assets/styles/admonition.scss     |  5 +++--
 src/assets/styles/variables.scss      | 10 ++++++----
 src/components/LeftSidebar/index.scss |  1 +
 src/components/Search/index.scss      |  2 +-
 4 files changed, 11 insertions(+), 7 deletions(-)

diff --git a/src/assets/styles/admonition.scss b/src/assets/styles/admonition.scss
index 80bfb29b0..e7dd3e6f4 100644
--- a/src/assets/styles/admonition.scss
+++ b/src/assets/styles/admonition.scss
@@ -5,11 +5,11 @@
     line-height: $admonition-content-line-height;
 
     p {
-        font-size: 14px;
+        font-size: 13px;
     }
 
     td.content {
-        font-size: 14px;
+        font-size: 13px;
         padding: 2rem 1rem 0 0.75rem;
         background: var(--admonition-background);
         width: 100%;
@@ -36,6 +36,7 @@
         top: 0;
         left: 0;
         padding: 0.5rem 0;
+        margin: 2px 0 0 0;
         height: 1.25rem;
         font-weight: $font-weight-bold;
         text-transform: uppercase;
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index 0bd0a401c..aa4a99707 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -52,7 +52,7 @@ $font-size-small: 12px;
 $font-size-home: 13px;
 $font-size-normal: 14px;
 $font-size-table: 14px;
-$font-size-doc: 15px;
+$font-size-doc: 14px;
 $font-size-sidebar: 14px;
 $font-size-code: 13px;
 $line-height-code: 1.5rem;
@@ -194,12 +194,13 @@ $tag-color-light: $lightgrey;
     --header-link-color: rgba(255, 255, 255, 0.85);
     --nav-bar-color: #1D232F;
     --left-nav-color: #f1f4f8;
+    --panel-bg-color: #f1f4f8;
     --secondary-header-bg: #f1f4f8;
     --secondary-header-border: #458;
     --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
     --breadcrums-font-color: #5f6368;
-     --border-color-home-search: #a5acb9;
+    --border-color-home-search: #a5acb9;
     --announcement-block-color: #e1e1e1;
     --announcement-text-color: #1d232f;
     --admonition-background: #f1f4f8;
@@ -208,7 +209,7 @@ $tag-color-light: $lightgrey;
     --code-text-color: #e6edf3;
     --code-text-bg: #f6f8fa;
     --side-nav-text: #374151;
-    --sidebar-title: #5f6368;
+    --sidebar-title: #393939;
     --side-nav-active-bg: rgba(5, 104, 250, 0.08);
     --side-nav-active-text: #0568fa;
     --text-color-code-lang: #8b949e;
@@ -232,7 +233,7 @@ $tag-color-light: $lightgrey;
     --highlight-darkred: #900;
     --highlight-lilac: #d7aefb;
     --highlight-violet: #990073;
-    --secondary-color: #0568fa;
+    --secondary-color: #393939;
     --header-background-color: #012676;
     --var-note-color: #0568fa;
     --var-important-color: #E22B3D;
@@ -255,6 +256,7 @@ $tag-color-light: $lightgrey;
     --header-link-color: rgba(255, 255, 255, 0.85);
     --nav-bar-color: #0d1117;
     --left-nav-color: #0d1117;
+    --panel-bg-color: #0d1117;
     --secondary-header-bg: #0d1117;
     --secondary-header-border: #393939;
     --secondary-header-text: #c9d1d9;
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index 26bfcdbbb..8dc65aae4 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -123,6 +123,7 @@
             font-size: 12px;
             font-weight: 700;
             text-transform: uppercase;
+            letter-spacing: 0.001rem;
             color: var(--sidebar-title);
             padding-right: $padding-xs;
             margin: 0;
diff --git a/src/components/Search/index.scss b/src/components/Search/index.scss
index 4a9d38cf2..be0d8fc8e 100644
--- a/src/components/Search/index.scss
+++ b/src/components/Search/index.scss
@@ -17,7 +17,7 @@
 }
 .search-hint {
     padding: 10px 20px;
-    background: var(--nav-bar-color);
+    background: var(--panel-bg-color);
     color: var(--primary-color);
     display: flex;
     z-index: 1;

From 0a14b25fe2e111c9e914b72ca7566ef511ee13f7 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 16:47:08 +0530
Subject: [PATCH 125/161] edits

---
 modules/ROOT/pages/common/nav-mcp-server.adoc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index c5d038de6..b2f0e1fa8 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -8,7 +8,7 @@
 MCP Server and tools
 
 * link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
-** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
-** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
+* link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
+* link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
 * link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
 * link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]

From b847d3a83b3ccc3a8bb1299a0310afbbbad9c1d4 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 18:08:25 +0530
Subject: [PATCH 126/161] Snyk check fix

---
 src/components/CopyPageDropdown/index.tsx | 12 ++----------
 1 file changed, 2 insertions(+), 10 deletions(-)

diff --git a/src/components/CopyPageDropdown/index.tsx b/src/components/CopyPageDropdown/index.tsx
index cb9fa794d..2653d39d1 100644
--- a/src/components/CopyPageDropdown/index.tsx
+++ b/src/components/CopyPageDropdown/index.tsx
@@ -55,16 +55,8 @@ const CopyPageDropdown = (props: CopyPageDropdownProps) => {
             await navigator.clipboard.writeText(md);
             setCopied(true);
             setTimeout(() => setCopied(false), 2000);
-        } catch {
-            /* Fallback */
-            const ta = document.createElement('textarea');
-            ta.value = getPageMarkdown();
-            document.body.appendChild(ta);
-            ta.select();
-            document.execCommand('copy');
-            document.body.removeChild(ta);
-            setCopied(true);
-            setTimeout(() => setCopied(false), 2000);
+        } catch (err) {
+            console.warn('Clipboard write failed:', err);
         }
         setOpen(false);
     };

From e816fe956565d50547ef636b8ff5669f273691b2 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 27 Apr 2026 22:36:54 +0530
Subject: [PATCH 127/161] css edits for left and right sidebar

---
 modules/ROOT/pages/webhooks-s3-storage.adoc |  2 +-
 src/assets/styles/index.scss                |  8 +-
 src/assets/styles/variables.scss            |  5 +-
 src/components/Docmap/index.scss            | 96 ++++++++++++---------
 src/components/Docmap/index.tsx             | 82 +++++++++++++-----
 src/components/LeftSidebar/index.scss       | 12 ++-
 src/components/LeftSidebar/index.tsx        |  8 +-
 7 files changed, 137 insertions(+), 76 deletions(-)

diff --git a/modules/ROOT/pages/webhooks-s3-storage.adoc b/modules/ROOT/pages/webhooks-s3-storage.adoc
index 66be263e3..bc581e52e 100644
--- a/modules/ROOT/pages/webhooks-s3-storage.adoc
+++ b/modules/ROOT/pages/webhooks-s3-storage.adoc
@@ -1,4 +1,4 @@
-= Deliver Liveboard reports to AWS S3 Storage]
+= Deliver Liveboard reports to AWS S3 Storage
 :toc: true
 :toclevels: 3
 
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index 0d34d1e61..7ed6a52bf 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -98,8 +98,8 @@ a {
 /*active class with background*/
 
 .activelink {
-    background: $hovercolor;
-    color: var(--secondary-color);
+    background: var(--side-nav-active-bg);
+    color: var(--var-note-color);
 }
 
 /*end active class with background*/
@@ -107,7 +107,7 @@ a {
 /*active class without background*/
 /*to override document component style used important*/
 .active {
-    color: var(--secondary-color) !important;
+    color: var(--var-note-color) !important;
 }
 
 /*active class without background*/
@@ -593,7 +593,7 @@ button {
 /* Admonition */
 
 .admonitionblock.note {
-    border-left: 5px solid var(--var-note-color);
+    border-left: 3px solid var(--var-note-color);
     td.content {
         border: 0 !important;
         border-radius: 0.5 !important;
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index aa4a99707..aeef2fb21 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -200,6 +200,7 @@ $tag-color-light: $lightgrey;
     --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
     --breadcrums-font-color: #5f6368;
+    --docmap-border-color: #d9d9d9;
     --border-color-home-search: #a5acb9;
     --announcement-block-color: #e1e1e1;
     --announcement-text-color: #1d232f;
@@ -221,6 +222,7 @@ $tag-color-light: $lightgrey;
     --table-header-color: #fff;
     --border-color-tr: #e5e7eb;
     --scrollbar-color: #a5acb9;
+    --docmap-scrollbar-color: #0568fa;
     --color-jet-70: #d14;
     --highlight-purple: #9334e6;
     --highlight-green: #188038;
@@ -255,7 +257,7 @@ $tag-color-light: $lightgrey;
     --header-border-color: #cccdcd;
     --header-link-color: rgba(255, 255, 255, 0.85);
     --nav-bar-color: #0d1117;
-    --left-nav-color: #0d1117;
+    --left-nav-color: #161b22;
     --panel-bg-color: #0d1117;
     --secondary-header-bg: #0d1117;
     --secondary-header-border: #393939;
@@ -264,6 +266,7 @@ $tag-color-light: $lightgrey;
     --primary-color: #cccdcd;
     --header-primary-color: #cccdcd;
     --breadcrums-font-color: #8b949e;
+    --docmap-border-color: #30363d;
     --announcement-block-color: #3c4356;
     --announcement-text-color: #e6edf3;
     --admonition-background: #161b22;
diff --git a/src/components/Docmap/index.scss b/src/components/Docmap/index.scss
index f72a79d98..d28015f90 100644
--- a/src/components/Docmap/index.scss
+++ b/src/components/Docmap/index.scss
@@ -5,82 +5,96 @@
     font-size: 13px;
     height: 100lvh;
 
+
     .tocTitle {
         margin: 0;
         color: $disabledcolor;
         line-height: $line-height-normal;
         padding-left: 0;
     }
-    div > ul > {
-        li {
-            border-left: 2px solid #d9d9d9;
-            padding-bottom: 25px !important;
-        }
-        li::before {
-            content: '';
-            border-radius: 50%;
-            padding: 2px 6px;
-            background: #d9d9d9;
-            position: relative;
-            left: -7px;
-            height: 7px;
-        }
-        .active::before {
-            background: var(--secondary-color) !important;
-        }
-    }
 
     div {
         ul {
             margin-top: 10px;
             list-style-type: none;
             padding-left: 0;
-            background-color: var(--border-color) solid;
+            border-left: 1px solid var(--docmap-border-color);
 
             li {
                 display: flex;
                 flex-wrap: wrap;
-                padding-bottom: 12px;
+                position: relative;
+                padding: 2px 0 20px 12px;
+                border: none;
 
-                a {
+                > a {
                     color: var(--primary-color);
                     font-weight: $font-weight-normal;
                     display: flex;
                     flex-grow: 1;
                     width: 80%;
-                    margin: -2px 0 0 5px;
                 }
 
-                a:hover {
-                    color: var(--secondary-color);
+                > a:hover {
+                    color: var(--var-note-color);
+                }
+
+                &.activeTag {
+                    &::before {
+                        content: '';
+                        position: absolute;
+                        left: -1px;
+                        top: 0;
+                        bottom: 10px;
+                        width: 1px;
+                        background: var(--var-note-color);
+                    }
+
+                    > a {
+                        color: var(--var-note-color) !important;
+                        font-weight: 500;
+                    }
                 }
 
                 /* Level 2 (H3) */
                 ul {
-                    padding-left: 16px;
+                    width: 100%;
+                    padding-left: 5px;
                     padding-top: 4px;
+                    border: none;
 
                     li {
-                        padding-bottom: 8px;
+                        padding-bottom: 12px;
 
                         a {
                             color: var(--var-docmap-nested-color);
-                            font-size: 12px;
+                            font-size: 13px;
                         }
-                    }
 
-                    /* Level 3 (H4) */
-                    ul {
-                        padding-left: 16px;
-                        padding-top: 2px;
-
-                        li {
-                            padding-bottom: 6px;
+                        &.activeTag > a {
+                            color: var(--var-note-color) !important;
+                            font-weight: 500;
+                        }
 
-                            a {
-                                font-size: 12px;
-                                color: var(--var-docmap-nested-color);
-                                opacity: 0.8;
+                        /* Level 3 (H4) */
+                        ul {
+                            padding-left: 10px;
+                            padding-top: 2px;
+
+                            li {
+                                padding-bottom: 6px;
+
+                                a {
+                                    font-size: 13px;
+                                    color: var(--var-docmap-nested-color);
+                                    opacity: 0.8;
+                                }
+
+                                &.activeTag > a {
+                                    color: var(--var-note-color) !important;
+                                    font-weight: 500;
+                                    opacity: 1;
+                                }
                             }
                         }
                     }
@@ -101,7 +115,7 @@
 }
 
 .activeTag {
-    color: var(--secondary-color) !important;
+    color: var(--var-note-color) !important;
 }
 
 @media screen and (min-width: $tablet-resolution-min) and (max-width: $tablet-resolution-max) {
@@ -120,4 +134,4 @@
     .docmapLinks {
         display: none;
     }
-}
\ No newline at end of file
+}
diff --git a/src/components/Docmap/index.tsx b/src/components/Docmap/index.tsx
index 4e5c3931c..b1d0b2481 100644
--- a/src/components/Docmap/index.tsx
+++ b/src/components/Docmap/index.tsx
@@ -1,5 +1,4 @@
-import React, { useEffect, useState } from 'react';
-import { INTRO_WRAPPER_MARGIN_TOP } from '../../constants/uiConstants';
+import React, { useEffect, useRef, useState } from 'react';
 import t from '../../utils/lang-utils';
 import './index.scss';
 
@@ -9,10 +8,11 @@ const Docmap = (props: {
     location: Location;
 }) => {
     const [toc, setToc] = useState('');
+    const [activeId, setActiveId] = useState('');
+    const tocRef = useRef<HTMLDivElement>(null);
+    const visibleHeadings = useRef<Set<string>>(new Set());
+
     useEffect(() => {
-        // GraphQL doesn't provide any separate html for Table of Content. It is included in the document itself.
-        // To extract the TOC from document, we first create a temporary element to set the document as it's innerHTML.
-        // Them we search for TOC using querySelector on the temporary element and then set the obtained TOC to display in the UI.
         const doc = document.createElement('div');
         doc.innerHTML = props.docContent;
         const tocEl = doc.querySelector('#toc');
@@ -22,11 +22,7 @@ const Docmap = (props: {
             if (hash) {
                 const ele = document.querySelector(hash);
                 if (ele) {
-                    ele.scrollIntoView({
-                        block: 'start',
-                    });
-
-                    // Apply offset to keep header visible
+                    ele.scrollIntoView({ block: 'start' });
                     window.scrollBy(0, -70);
                 }
             }
@@ -35,25 +31,65 @@ const Docmap = (props: {
         }
     }, [props.docContent, props.location.hash]);
 
-    // Currently not using
-    // const toggleActiveClass = (toc: Element, href: string) => {
-    //     toc.querySelectorAll('a').forEach((tag, index) => {
-    //         const temp = tag;
-    //         if (tag.getAttribute('href') === href) {
-    //             temp.classList.add('activeTag');
-    //         } else if (tag.classList.contains('activeTag')) {
-    //             temp.classList.remove('activeTag');
-    //         }
-    //         toc.querySelectorAll('a')[index].innerHTML = temp.innerHTML;
-    //     });
-    //     return toc;
-    // };
+    // Track which heading is currently near the top of the viewport
+    useEffect(() => {
+        if (!toc) return;
+        visibleHeadings.current.clear();
+
+        const headings = document.querySelectorAll(
+            '.documentView h2[id], .documentView h3[id], .documentView h4[id]',
+        );
+        if (!headings.length) return;
+
+        const headingIds = Array.from(headings).map((h) => h.id);
+
+        const observer = new IntersectionObserver(
+            (entries) => {
+                entries.forEach((entry) => {
+                    if (entry.isIntersecting) {
+                        visibleHeadings.current.add(entry.target.id);
+                    } else {
+                        visibleHeadings.current.delete(entry.target.id);
+                    }
+                });
+                // Pick the topmost visible heading in document order
+                const topVisible = headingIds.find((id) =>
+                    visibleHeadings.current.has(id),
+                );
+                if (topVisible) setActiveId(topVisible);
+            },
+            { rootMargin: '-60px 0% -40% 0%', threshold: 0 },
+        );
+
+        headings.forEach((h) => observer.observe(h));
+        return () => {
+            observer.disconnect();
+            visibleHeadings.current.clear();
+        };
+    }, [toc]);
+
+    // Apply activeTag class to the li containing the active TOC link
+    useEffect(() => {
+        if (!tocRef.current) return;
+        tocRef.current
+            .querySelectorAll('li.activeTag')
+            .forEach((li) => li.classList.remove('activeTag'));
+        if (activeId) {
+            const link = tocRef.current.querySelector(
+                `a[href="#${activeId}"]`,
+            );
+            if (link?.parentElement?.tagName === 'LI') {
+                link.parentElement.classList.add('activeTag');
+            }
+        }
+    }, [activeId, toc]);
 
     return (
         toc !== '' && (
             <div className="docmapLinks">
                 <p className="tocTitle">{t('RIGHT_NAV_SIDERBAR_TITLE')}</p>
                 <div
+                    ref={tocRef}
                     data-testid="toc"
                     dangerouslySetInnerHTML={{ __html: toc }}
                 />
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index 8dc65aae4..fbc5d8ef1 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -84,7 +84,7 @@
         }
 
         &:focus {
-            border-color: var(--secondary-color, #0568fa);
+            border-color: var(--secondary-color);
             box-shadow: 0 0 0 2px rgba(5, 104, 250, 0.12);
         }
     }
@@ -155,6 +155,10 @@
                         color: var(--side-nav-text);
                         font-weight: 500;
                         padding-right: $padding-xs;
+
+                        &:hover {
+                            color: var(--var-note-color);
+                        }
                     }
                 }
 
@@ -169,7 +173,7 @@
                                 padding-right: $padding-xs;
 
                                 a {
-                                    color: var(--primary-color);
+                                    color: var(--note-color);
                                     padding-right: $padding-xs;
                                     // word-break: break-all;
                                     // overflow: hidden;
@@ -177,12 +181,12 @@
                                     // width: 95%;
 
                                     &:hover {
-                                        color: var(--secondary-color);
+                                        color: var(--var-note-color);
                                     }
                                 }
 
                                 &:hover {
-                                    color: var(--secondary-color);
+                                    color: var(--var-note-color);
                                 }
                             }
                         }
diff --git a/src/components/LeftSidebar/index.tsx b/src/components/LeftSidebar/index.tsx
index 54e0ac5e1..627c1e3c7 100644
--- a/src/components/LeftSidebar/index.tsx
+++ b/src/components/LeftSidebar/index.tsx
@@ -56,7 +56,11 @@ const LeftSideBar = (props: {
         const pageid =
             removeTrailingSlash(props.location.pathname).replace(/^\/*/, '') ||
             getPageIdFromUrl(props.location.href);
-        const tag = divElement.querySelector(`a[href='/${pageid}']`);
+        const allLinks = divElement.querySelectorAll('a');
+        const tag = Array.from(allLinks).find((a) => {
+            const href = a.getAttribute('href');
+            return href === `/${pageid}` || href?.endsWith(`/${pageid}`);
+        });
         if (tag) {
             tag.classList.add('active');
         }
@@ -67,7 +71,7 @@ const LeftSideBar = (props: {
             expandedTabsRef.current,
         );
         setNavContent(updatedHTML);
-    }, [params[NAV_PREFIX], params[TS_PAGE_ID_PARAM], props.navContent]);
+    }, [params[NAV_PREFIX], params[TS_PAGE_ID_PARAM], props.navContent, props.location.pathname]);
 
     const toggleExpandOnTab = (text: string) => {
         const allTabsRef = { ...expandedTabsRef.current };

From 8520178c639a0b7692ea62ae4f1899f1da6c321d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Wed, 29 Apr 2026 22:00:29 +0530
Subject: [PATCH 128/161] review comments update

---
 modules/ROOT/pages/common/nav.adoc            |   8 +-
 .../pages/mcp-connect-custom-chatbot.adoc     |   9 +-
 modules/ROOT/pages/mcp-integration.adoc       | 138 ++----------------
 modules/ROOT/pages/mcp-server-changelog.adoc  |  20 +--
 modules/ROOT/pages/mcp-server-legacy.adoc     |  61 ++++++++
 modules/ROOT/pages/mcp-server-spotter3.adoc   |  94 ++++++++++++
 .../ROOT/pages/mcp-tool-reference-guide.adoc  |  64 ++++++--
 7 files changed, 239 insertions(+), 155 deletions(-)
 create mode 100644 modules/ROOT/pages/mcp-server-legacy.adoc
 create mode 100644 modules/ROOT/pages/mcp-server-spotter3.adoc

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 1be5023d2..b323e2589 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -235,9 +235,11 @@ include::generated/typedoc/CustomSideNav.adoc[]
 * MCP Servers and tools
 ** link:{{navprefix}}/ai-analytics-integration[ThoughtSpot AI analytics integration]
 ** link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
-*** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
-*** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
-*** link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
+*** link:{{navprefix}}/mcp-server-spotter3[MCP Server with Spotter 3]
+*** link:{{navprefix}}/mcp-server-legacy[Legacy MCP Server architecture and tools]
+** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
+** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
+** link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
 
 *  link:{{navprefix}}/development-and-deployment[Deployment and integration]
 ** link:{{navprefix}}/development-and-deployment[Development and deployment]
diff --git a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
index 1bcb12cae..fbc60144b 100644
--- a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
+++ b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
@@ -159,9 +159,15 @@ To verify the integration:
 
 . Start a chat session by asking a question and verify whether your chatbot's LLM is calling the ThoughtSpot MCP tools to generate a response. +
 . Verify the tool calls. For information about tool calls and responses, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
-. Verify the Livebaord creation workflow and check whether a Liveboard is created in ThoughtSpot.
+. Verify the Liveboard creation workflow and check whether a Liveboard is created in ThoughtSpot.
 . Verify whether the metadata in the output includes the URL to embed a visualization in an iframe or HTML snippet.
 
+== Displaying visualization in iframe
+Visualizations are returned as ThoughtSpot Answers via iframes. Use the xref:generated/typedoc/Function/startAutoMCPFrameRenderer.adoc[startAutoMCPFrameRenderer] function to display the iframe.
+
+An example project showing how this is used in the `app.jsx` file with a code sample is available in the link:https://github.com/thoughtspot/developer-examples/blob/main/mcp/python-react-agent-simple-ui/client/src/App.jsx[developer-examples GitHub repository, window=_blank].
+
+
 == Troubleshooting errors
 
 Cannot connect to MCP Server::
@@ -179,6 +185,7 @@ Authentication failure::
 == MCP tools and response
 For information about tool calls and responses, refer to the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
+
 == Additional resources
 
 * To view the MCP Server code, go to the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index d8fcda9a6..d81f1668f 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -34,7 +34,6 @@ If your application already has an AI chat interface or agentic experience, you
 
 **When to use**:
 Use this option if your organization requires a custom conversation flow, backend orchestration, and a tailored analytics experience for your users.
-||
 |===
 
 Regardless of integration mode, ThoughtSpot’s semantic layer, data context, and security features ensure trusted and governed analytics for all users.
@@ -47,7 +46,6 @@ ThoughtSpot MCP Server is available as an add-on with the following link:https:/
 
 To learn more about subscription options, contact your ThoughtSpot sales representative.
 
-
 == Core components and roles
 The MCP Server integration and orchestration layers include the following core components:
 
@@ -61,7 +59,7 @@ The MCP Server integration and orchestration layers include the following core c
 |*MCP client*
 a|The MCP client discovers available tools, manages the MCP connection to the server, and passes tool calls between the LLM and the MCP Server.
 
-|*ThoughtSpot MCP Server*  a|
+|*ThoughtSpot MCP Server* a|
 The remote MCP server hosted by ThoughtSpot.
 
 - Acts as a gateway between the MCP client and ThoughtSpot.
@@ -82,55 +80,18 @@ The following figure illustrates the interaction between the user, agent, and MC
 [.widthAuto]
 image::./images/agents-mcp-server-arch.png[MCP integration]
 
-== MCP Server architecture
-ThoughtSpot MCP Server supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank], which enables advanced analytics, forecasting, multi-step reasoning and analysis, and deep research capabilities.
-The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, richer interactions, and direct embedding of visualizations.
-
-[cols="2,4,4", options="header"]
-|====
-||Legacy MCP Server setup|MCP Server with Spotter 3
-|**Functional differences**
-|Limited capabilities for complex analysis and context integration.
-a|* Supports advanced analytics, forecasting, and deep research capabilities.
-* Supports asynchronous streaming, session-based conversations, and context integration.
-* The new version uses a different MCP Server URL and supports new MCP tools.
-
-
-|**Recommended for**
-|Maintaining existing integrations only.
-|All new integrations
-
-|**Integration pattern +
-Session model +
-Response processing**
-|Synchronous and stateless integration pattern. Each tool call is independent. Does not support persistent sessions and requires prior context to be injected manually on every follow-up call.
-
-|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications. Context is retained automatically across all follow-up questions within the session.
-
-|**Data source selection**
-|Requires a separate tool call (`getDataSourceSuggestions`) to retrieve source suggestions.
-|Built into session creation. If the `data_source_id` is not explicitly specified in the query, the most relevant source is automatically selected based on user's query.
+== MCP Server architecture and tools
+For more information about MCP tools, resources and workflow processing, see the following documentation:
 
-|**Response delivery**
-|Returns full response in a single synchronous call.
-|Responses are streamed incrementally; updates are accumulated via polling.
+* xref:mcp-server-spotter3.adoc[MCP Server with Spotter 3]
+* xref:mcp-server-legacy.adoc[Legacy MCP Server architecture and tools].
 
-|**Follow-up questions**
-|Requires prior context on every follow-up call.
-|The session retains context automatically. +
-Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question/message.
+////
 
 |**Embedded visualizations**
 |Not supported in turnkey platforms; requires additional development work in custom apps.
 |Supports direct embedding of charts in MCP clients and via `iframe_url` in custom apps. Every answer includes an `iframe_url` that renders as an interactive ThoughtSpot visualization.
 
-|**API versioning support**
-|Not available.
-|Supports date-based API versioning, which is identified in the MCP Server URL as `?api-version=YYYY-MM-DD`.
-|||
-|====
-
-////
 === MCP tools and resources
 The following table
 [cols="2,2,4", options="header"]
@@ -181,88 +142,7 @@ Creates a dashboard from `answer_id` values collected from the session update ty
 |`send_session_message` with the same `analytical_session_id`. The session retains context automatically. The `additional_context` parameter can be included to inject new context for each follow-up question or message.
 ||
 |===
-
-
 ////
-=== MCP Server version with Spotter 3
-The new version introduces Spotter 3 capabilities, advanced reasoning,
-forecasting, and deep research, with a set of MCP tools built around an asynchronous, session-based architecture. In this version, the full response is streamed incrementally across multiple polling calls.
-
-The following figure illustrates the MCP architecture, tool calls, and workflow in the new MCP Server version:
-
-[.widthAuto]
-image::./images/mcp-architecture-new.png[MCP architecture new]
-
-==== Tool calls and workflow processing
-The workflow in the new MCP Server version typically includes the following stages:
-
-1. *User asks a question* +
-A user sends a query in the chat interface to get data insights. For
-example, _What were the total sales of Jackets and Bags in the Northeast
-last year?_
-
-2. *Agent calls `create_analysis_session`* +
-The agent calls `create_analysis_session` to establish a stateful analytical session with ThoughtSpot's Spotter 3 engine. ThoughtSpot returns an `analytical_session_id` that identifies the session for all subsequent calls. +
-If the user specified a data source, the agent passes it as the optional `data_source_id` parameter. If not specified, ThoughtSpot automatically selects the most relevant data source based on the question.
-
-3. *Agent calls `send_session_message`* +
-The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April`  or `The user is a manager of the West region`. +
-ThoughtSpot confirms receipt with a `success` response and begins processing the question asynchronously. The answer is not returned in this call.
-
-4. *Agent polls `get_session_updates` for results* +
-The agent calls `get_session_updates` repeatedly in a loop until `is_done` is `true`. ThoughtSpot streams updates incrementally across multiple polls. The agent must accumulate updates from every poll. ThoughtSpot returns the following update types:
-
-* `text-chunk` - real-time thinking narration from Spotter describing what it is doing, streamed in fragments. Concatenate chunks in order to form the complete narration.
-* `text` - complete standalone messages representing clarifications, caveats, or assumptions Spotter made during analysis.
-* `answer` - a final analytical result containing:
-** `answer_title` - a human-readable description of what the answer shows.
-** `answer_query` - the ThoughtSpot search query used to generate the answer.
-** `iframe_url` - an embeddable URL for rendering an interactive ThoughtSpot visualization.
-** `answer_id` - a unique identifier for the answer, used as input for creating a dashboard.
-
-5. *A dashboard is generated from the results (optional)* +
-The user can choose to save answers from the conversation as a ThoughtSpot dashboard. For this workflow, the agent extracts the `answer_id` and `answer_title` from each `answer` type update collected during polling and calls `create_dashboard`. +
-ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
-`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI.
-
-6. *User asks a follow-up question (optional)* +
-The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the `same analytical_session_id`. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
-
-For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
-
-=== Legacy MCP server setup
-The legacy MCP server setup uses synchronous architecture. Every tool call returns its result immediately in a single response. There is no session state, polling loop, or streaming, and the full answer is always returned inline.
-
-[.widthAuto]
-image::./images/mcp-architecture-legacy.png[MCP architecture legacy]
-
-==== Tool calls and workflow processing
-The workflow in the legacy MCP Server setup typically includes the following stages:
-
-. *User asks a question* +
-A user sends a query in the chat interface to get data. For example, `What were the total sales of Jackets and Bags in the Northeast last year?` +
-Optionally, the user can specify the data context to generate a response.
-
-. *Agent calls `getDataSourceSuggestions` (optional)* +
-If the user’s question doesn’t specify a data source, the agent can call `getDataSourceSuggestions` to retrieve a list of relevant ThoughtSpot data sources.
-ThoughtSpot returns candidate data sources (models) with confidence scores and reasoning.
-
-. *User's query is decomposed into sub-questions* +
-To break the user’s query into sub-questions, the agent calls `getRelevantQuestions`. ThoughtSpot returns the AI-suggested, schema-aware questions that are easier to execute analytically.
-
-. *The query is processed for generating answers* +
-For each suggested or chosen question, the agent calls `getAnswer`. ThoughtSpot returns the following: +
-* Preview data for LLM reasoning.
-* Visualization metadata, including an embeddable `frame_url`.
-* `session_identifier` and `generation_number` for charts that are used as input for creating a Liveboard.
-
-. *A Liveboard is generated from the results* (optional) +
-To save answers from the conversation sessions in a ThoughtSpot Liveboard, the agent extracts the `question`, `session_identifier`, and `generation_number` from each `getAnswer` response and calls `createLiveboard`. +
-ThoughtSpot creates a persistent Liveboard from the session's answers and returns identifiers and a `frame_url` for the Liveboard.
-
-In the legacy MCP Server setup, to ask a follow-up question, the agent calls the `getRelevantQuestions` again, because the server doesn't retain context. For follow-up questions, the agent must pass the context explicitly via `additionalContext`.
-
-For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
 == MCP Server versions
 
@@ -284,18 +164,18 @@ To automatically receive every new version of the MCP tools as ThoughtSpot relea
 (Plug-and-play integration)  a| * `\https://agent.thoughtspot.app/mcp` +
 Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future.
 *  `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` (Recommended) +
-Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-22`
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-30`
 
 |**Bearer token apps**  a| * `\https://agent.thoughtspot.app/token/mcp` +
 Always points to the latest version.
 * `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` +
-Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-22`
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-30`
 |====
 
 [IMPORTANT]
 ====
 The `\https://agent.thoughtspot.app/openai/mcp` and `\https://agent.thoughtspot.app/bearer/mcp` are deprecated and point to the version with legacy MCP tools only.
-ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_april_22_2026[MCP server changelog].
+ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_april_30_2026[MCP server changelog].
 ====
 
 == Next steps
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index 7709819e1..b9c58bafb 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -24,17 +24,17 @@ This changelog lists the new features, enhancements, and other changes introduce
 // *Affects:* Developers, Administrators, End Users
 // ============================================================
 
-== April 22, 2026
+== April 30, 2026
 [div announcementBlock]
 --
-*API version string:* `?api-version=2026-04-22`. +
+*API version string:* `?api-version=2026-04-30`. +
 *Status:* Now available for upgrades. +
 *Upgrade recommendation*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. Refer to the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
 --
 
 === Support for Spotter 3 [.version-badge.new]#New#
 ThoughtSpot MCP Server now supports Spotter 3, enabling advanced analytics, forecasting, multi-step reasoning, and deep research. The new MCP tools support real-time streaming, session-based conversations, richer interactions, and direct embedding of visualizations in MCP-aware apps. +
-For more information, see xref:mcp-integration.adoc#_mcp_server_architecture[MCP Server] documentation.
+For more information, see xref:mcp-integration.adoc#_mcp_server_architecture_and_tools[MCP Server architecture and tools] documentation.
 
 === MCP tools and processing model [.version-badge.breaking]##Breaking change##
 The new Spotter 3-powered MCP tools are available at a separate MCP Server URL. +
@@ -71,7 +71,7 @@ The `send_session_message` does not return an answer. Integrations must now impl
 ====
 
 === MCP server URL changes and API versioning [.version-badge.breaking]##Breaking change##
-All MCP Server URLs now support date-based version, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
+All MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
 
 [cols="6,4", options="header"]
 |====
@@ -87,7 +87,7 @@ a|**URL with the API version**:  +
 `\https://agent.thoughtspot.app/token/mcp`. Always points to the latest version.
 
 |`\https://agent.thoughtspot.app/mcp` +
-Supports legacy MCP tools only. It will point to the latest version in an upcoming release. If your integration uses this URL without api-version, it will silently switch to the new tool set when migrated. To prevent unintended changes, add  `?api-version` to the URL.
+Supports legacy MCP tools only. It will point to the latest version in an upcoming release. If your integration uses this URL without api-version, it will silently switch to the new tool set when migrated. To prevent unintended changes, add `?api-version` to the URL.
 
 |`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
 
@@ -100,7 +100,7 @@ For OAuth apps, you can use `\https://agent.thoughtspot.app/mcp?api-version={YYY
 
 [IMPORTANT]
 ====
-* The MCP Server URLs without the API version always point to the latest version and may introduce changes. Pin your integration to a tested version using `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-22`.
+* The MCP Server URLs without the API version always point to the latest version and may introduce changes. Pin your integration to a tested version using `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-30`.
 * If the API version is set to a future date, the server returns the latest API version released before the date specified in the URL.
 
 * To pin your integration to a specific version, append the `?api-version={YYYY-MM-DD}` parameter to the MCP Server URL and specify the date string.
@@ -117,12 +117,12 @@ To update your integration to use Spotter 3 features and the new MCP tools, foll
 . Test your integration end-to-end.
 . Roll out to production environments after validation.
 
-== April 21, 2026
+== April 29, 2026
 [div announcementBlock]
 --
-*API version string:* `?api-version=2026-04-21` or an earlier date string +
+*API version string:* `?api-version=2026-04-29` or an earlier date string +
 **Status**: Supported +
-**Upgrade recommendation**: Supports the legacy MCP tools and URLs only. Migrate your integrations to 2026-04-22 or a later version. +
+**Upgrade recommendation**: Supports the legacy MCP tools and URLs only. Migrate your integrations to 2026-04-30 or a later version. +
 --
 
 === MCP tools, processing model, and answer retrieval
@@ -142,5 +142,5 @@ Supports the following URLs:
 * `\https://agent.thoughtspot.app/bearer/mcp` (Bearer Token Apps)
 * `\https://agent.thoughtspot.app/openai/mcp` (OpenAI-compatible clients)
 
-These URLs are deprecated in the MCP Server 2026-04-22 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
+These URLs are deprecated in the MCP Server 2026-04-30 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
 
diff --git a/modules/ROOT/pages/mcp-server-legacy.adoc b/modules/ROOT/pages/mcp-server-legacy.adoc
new file mode 100644
index 000000000..d10e0fbfd
--- /dev/null
+++ b/modules/ROOT/pages/mcp-server-legacy.adoc
@@ -0,0 +1,61 @@
+= Legacy MCP Server architecture and tools
+:toc: true
+:toclevels: 3
+
+:page-title: Legacy MCP Server architecture and tools
+:page-pageid: mcp-server-legacy
+:page-description: Learn about the legacy MCP Server architecture and how it fits into your AI and analytics architecture.
+
+The legacy MCP server setup uses synchronous architecture. It does not support advanced analytics, session context retention, automatic data source selection, streaming responses, and the full answer is always returned inline. All context and data source management must be handled by the client on every request.
+
+Functional capabilities::
+Limited capabilities for complex analysis and context integration.
+When to use::
+It is recommended only for maintaining existing integrations, not for new development or advanced use cases.
+Integration pattern and session model::
+The integration pattern is synchronous and stateless. Each tool call is independent and there is no persistent session. Any required context must be manually injected with every follow-up call, as the server does not retain context between requests.
+
+Data source selection::
+Data source suggestions are not built-in. A separate tool call (`getDataSourceSuggestions`) is required to retrieve possible data sources for each query.
+
+Response delivery::
+The server returns the full response in a single, synchronous call. There is no support for streaming or incremental updates.
+
+Follow-up questions::
+Every follow-up call requires the prior context to be manually included, as the server does not maintain conversational state.
+
+[.widthAuto]
+image::./images/mcp-architecture-legacy.png[MCP architecture legacy]
+
+== Tool calls and workflow processing
+The workflow in the legacy MCP Server setup typically includes the following stages:
+
+. *User asks a question* +
+A user sends a query in the chat interface to get data. For example, `What were the total sales of Jackets and Bags in the Northeast last year?` +
+Optionally, the user can specify the data context to generate a response.
+
+. *Agent calls `getDataSourceSuggestions` (optional)* +
+If the user’s question doesn’t specify a data source, the agent can call `getDataSourceSuggestions` to retrieve a list of relevant ThoughtSpot data sources.
+ThoughtSpot returns candidate data sources (models) with confidence scores and reasoning.
+
+. *User's query is decomposed into sub-questions* +
+To break the user’s query into sub-questions, the agent calls `getRelevantQuestions`. ThoughtSpot returns the AI-suggested, schema-aware questions that are easier to execute analytically.
+
+. *The query is processed for generating answers* +
+For each suggested or chosen question, the agent calls `getAnswer`. ThoughtSpot returns the following: +
+* Preview data for LLM reasoning.
+* Visualization metadata, including an embeddable `frame_url`.
+* `session_identifier` and `generation_number` for charts that are used as input for creating a Liveboard.
+
+. *A Liveboard is generated from the results* (optional) +
+To save answers from the conversation sessions in a ThoughtSpot Liveboard, the agent extracts the `question`, `session_identifier`, and `generation_number` from each `getAnswer` response and calls `createLiveboard`. +
+ThoughtSpot creates a persistent Liveboard from the session's answers and returns identifiers and a `frame_url` for the Liveboard.
+
+In the legacy MCP Server setup, to ask a follow-up question, the agent calls the `getRelevantQuestions` again, because the server doesn't retain context. For follow-up questions, the agent must pass the context explicitly via `additionalContext`.
+
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP tool reference guide].
+
+
+== Additional resources
+* For information about MCP, see the link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].
+* For implementation details, see the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-server-spotter3.adoc b/modules/ROOT/pages/mcp-server-spotter3.adoc
new file mode 100644
index 000000000..d49fe5496
--- /dev/null
+++ b/modules/ROOT/pages/mcp-server-spotter3.adoc
@@ -0,0 +1,94 @@
+= MCP server with Spotter 3 capabilities
+:toc: true
+:toclevels: 3
+
+:page-title: MCP Server with Spotter 3 capabilities
+:page-pageid: mcp-server-spotter3
+:page-description: Learn about the MCP Server with Spotter 3 capabilities, including advanced analytics, streaming responses, and session-based conversations.
+
+ThoughtSpot MCP Server supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank], which enables advanced analytics, forecasting, multi-step reasoning and analysis, and deep research capabilities.
+The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, richer interactions, and direct embedding of visualizations.
+
+[cols="2,4,4", options="header"]
+|====
+||Legacy MCP Server setup|MCP Server with Spotter 3
+|**Functional differences**
+|Limited capabilities for complex analysis and context integration.
+a|* Supports advanced analytics, forecasting, and deep research capabilities.
+* Supports asynchronous streaming, session-based conversations, and context integration.
+
+|**Recommended for**
+|Maintaining existing integrations only.
+|All new integrations
+
+|**Integration pattern +
+Session model +
+Response processing**
+|Synchronous and stateless integration pattern. Each tool call is independent. Does not support persistent sessions and requires prior context to be injected manually on every follow-up call.
+
+|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications. Context is retained automatically across all follow-up questions within the session.
+
+|**Data source selection**
+|Requires a separate tool call (`getDataSourceSuggestions`) to retrieve source suggestions.
+|Built into session creation. If the `data_source_id` is not explicitly specified in the query, the most relevant source is automatically selected based on the user's query.
+
+|**Response delivery**
+|Returns full response in a single synchronous call.
+|Responses are streamed incrementally; updates are accumulated via polling.
+
+|**Follow-up questions**
+|Requires prior context on every follow-up call.
+|The session retains context automatically. +
+Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question/message.
+
+|**API versioning support**
+|Not available.
+|Supports date-based API versioning, which is identified in the MCP Server URL as `?api-version=YYYY-MM-DD`.
+|||
+|====
+
+The following figure illustrates the MCP architecture, tool calls, and workflow in the new MCP Server version:
+
+[.widthAuto]
+image::./images/mcp-architecture-new.png[MCP architecture new]
+
+== Tool calls and workflow processing
+The workflow in the MCP Server with Spotter 3 typically includes the following stages:
+
+1. *User asks a question* +
+A user sends a query in the chat interface to get data insights. For
+example, _What were the total sales of Jackets and Bags in the Northeast
+last year?_
+
+2. *Agent calls `create_analysis_session`* +
+The agent calls `create_analysis_session` to establish a stateful analytical session with ThoughtSpot's Spotter 3 engine. ThoughtSpot returns an `analytical_session_id` that identifies the session for all subsequent calls. +
+If the user specified a data source, the agent passes it as the optional `data_source_id` parameter. If not specified, ThoughtSpot automatically selects the most relevant data source based on the question.
+
+3. *Agent calls `send_session_message`* +
+The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April`  or `The user is a manager of the West region`. +
+ThoughtSpot confirms receipt with a `success` response and begins processing the question asynchronously. The answer is not returned in this call.
+
+4. *Agent polls `get_session_updates` for results* +
+The agent calls `get_session_updates` repeatedly in a loop until `is_done` is `true`. ThoughtSpot streams updates incrementally across multiple polls. The agent must accumulate updates from every poll. ThoughtSpot returns the following update types:
+
+* `text-chunk` - real-time thinking narration from Spotter describing what it is doing, streamed in fragments. Concatenate chunks in order to form the complete narration.
+* `text` - complete standalone messages representing clarifications, caveats, or assumptions Spotter made during analysis.
+* `answer` - a final analytical result containing:
+** `answer_title` - a human-readable description of what the answer shows.
+** `answer_query` - the ThoughtSpot search query used to generate the answer.
+** `iframe_url` - an embeddable URL for rendering an interactive ThoughtSpot visualization.
+** `answer_id` - a unique identifier for the answer, used as input for creating a dashboard.
+
+5. *A dashboard is generated from the results (optional)* +
+The user can choose to save answers from the conversation as a ThoughtSpot dashboard. For this workflow, the agent extracts the `answer_id` and `answer_title` from each `answer` type update collected during polling and calls `create_dashboard`. +
+ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
+`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI.
+
+6. *User asks a follow-up question (optional)* +
+The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the same `analytical_session_id`. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
+
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP tool reference guide].
+
+== Additional resources
+* For information about MCP, see the link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].
+* For implementation details, see the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
index ffa8090c1..64e04a3be 100644
--- a/modules/ROOT/pages/mcp-tool-reference-guide.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -6,7 +6,7 @@
 :page-pageid: mcp-tool-reference
 :page-description: Refer to this guide to learn which MCP tools are supported, input parameters used for tool calls, and the response format.
 
-ThoughtSpot MCP Server provides specialized tools that enables the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
+ThoughtSpot MCP Server provides specialized tools that enable the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
 
 * xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP Server version with Spotter 3] [.version-badge.new]#New#
 * xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP Server with legacy tools]
@@ -55,7 +55,7 @@ call_mcp_tool(
 * Always capture the returned `analytical_session_id`. It is required for all subsequent calls.
 
 === send_session_message
-Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly, use `get_session_updates` to retrieve the response.
+Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly; use `get_session_updates` to retrieve the response.
 
 ==== Input parameters
 
@@ -63,7 +63,7 @@ Send a natural language analytical question or follow-up to an existing session.
 |====
 |Field|Description
 
-|`analytical_session_id` | The session to send the message to. Obtained from the  `create_analysis_session` call.
+|`analytical_session_id` | The session to send the message to. Obtained from the `create_analysis_session` call.
 |`message`|A natural language analytical question or follow-up to send to the ThoughtSpot agent.
 |`additional_context` +
 __Optional__|Can be used to provide external information relating to the question. For example, “The user’s fiscal year starts in April”, or “The user is a manager of the West region”.
@@ -186,14 +186,14 @@ Poll returning final updates:
 ==== Handling streamed responses
 Spotter queries are processed asynchronously and streamed in real time. This means the full response is never contained in a single `get_session_updates` call.
 
-Each call to `get_session_updates` returns only the updates produced since the previous call. On any given poll, `session_updates` might be empty (when Spotter is still thinking), contain a few chunks, or contain several updates at once. These arrive as +text+ or +text-chunk+ updates before the final +answer+ update appears. This intermediate content gives insight into how Spotter arrived at its result and should be preserved and presented to the user. As it works through a question, it emits intermediate content that reflects its reasoning process. A typical response sequence might look like:
+Each call to `get_session_updates` returns only the updates produced since the previous call. On any given poll, `session_updates` might be empty (when Spotter is still thinking), contain a few chunks, or contain several updates at once. These arrive as `text` or `text-chunk` updates before the final `answer` update appears. This intermediate content gives insight into how Spotter arrived at its result and should be preserved and presented to the user. As it works through a question, it emits intermediate content that reflects its reasoning process. A typical response sequence might look like:
 
 . Thinking narration: `text-chunk` updates describing what Spotter is doing. For example, "Let me look at your sales data broken down by region..."
 . Clarifications or caveats: `text` updates explaining assumptions, filters applied, or potential ambiguities in the question.
 . Intermediate conclusions: partial results or contextual notes before the final answer.
 . The final answer: one or more `answer` updates containing the visualization title, the underlying query, and the embeddable iframe URL.
 
-This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content, the thinking, narration, and the final answer, should be accumulated and presented together to give the user the full picture.
+This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content — the thinking, the narration, and the final answer — should be accumulated and presented together to give the user the full picture.
 
 ==== Type definition: session_update
 
@@ -296,13 +296,52 @@ dashboard = call_mcp_tool(
 === Visualizations embedded in iframe
 When displaying the embedded visualization using the `iframe_url` property, the following user interaction features will be included by default:
 
-* Hover on data points to view details
-* Switch between chart and table mode
-* Click on table/axis headers to sort the visualization
-* Hover on search tokens to view details about the column or keyword
-* Make a copy (open Answer/Visualization page)
-* Download data (PNG, CSV, etc.)
-* Custom actions configured via Visual Embed SDK.
+
+[cols="2,2,2", options="header"]
+|===
+| Area
+| Option
+| Visibility
+.5+| Primary actions and actions in the More (`...`) options menu
+| **Pin**
+| Visible
+
+| **Save**
+| Visible
+| **Download**
+| Visible
+
+| **Edit**
+| Not visible
+| **Add to Coaching**
+| Not visible
+.8+| Context menu actions
+| **Aggregate**
+| Visible
+| **Filter**
+| Visible
+| **Sort**
+| Visible
+| **Position**
+| Visible
+| **Conditional formatting**
+| Not visible
+| **Rename**
+| Not visible
+| **Edit**
+| Not visible
+| **Remove**
+| Not visible
+.4+| Axis menu
+| **Exclude**
+| Visible
+| **Only include**
+| Visible
+| **Drill down**
+| Visible
+| **Show underlying data**
+| Visible
+|===
 
 The following features are not supported directly. However, you can use the *Make a Copy* option to get access to these capabilities:
 
@@ -312,6 +351,7 @@ The following features are not supported directly. However, you can use the *Mak
 * Show underlying data, view query SQL or query visualizer
 * SpotIQ analysis
 
+
 == Legacy MCP Server setup
 The following sections outline the MCP request input schema and data structure of the response.
 

From 0de0e73f7a572934b39b0fdfb6ba156e196f1265 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 07:20:25 +0530
Subject: [PATCH 129/161] 26.5.0.cl content

---
 modules/ROOT/pages/api-changelog.adoc         |  103 +-
 modules/ROOT/pages/common/nav-rest-api.adoc   |    5 +-
 modules/ROOT/pages/data-report-v2-api.adoc    |   49 +-
 modules/ROOT/pages/deprecated-features.adoc   |   14 +
 modules/ROOT/pages/embed-spotter.adoc         |    5 +-
 modules/ROOT/pages/rest-api-v2-reference.adoc |  210 +-
 modules/ROOT/pages/rest-apiv2-changelog.adoc  |   67 +-
 modules/ROOT/pages/security-api.adoc          |  580 ----
 modules/ROOT/pages/spotter-agent-apis.adoc    | 1231 +++++++
 modules/ROOT/pages/spotter-apis.adoc          | 1357 +-------
 modules/ROOT/pages/spotter-classic-apis.adoc  |  264 ++
 .../ROOT/pages/spotter-nl-instructions.adoc   |  211 ++
 .../ROOT/pages/spottercode-integration.adoc   |   28 +-
 modules/ROOT/pages/variables.adoc             |   19 +-
 .../ROOT/pages/whats-new-prev-history.adoc    | 2599 +++++++++++++++
 modules/ROOT/pages/whats-new.adoc             | 2814 ++---------------
 src/assets/styles/index.scss                  |  232 ++
 src/assets/styles/variables.scss              |    8 +
 src/components/DevDocTemplate/index.tsx       |    1 +
 src/components/Docmap/index.tsx               |    4 +-
 src/components/Document/index.scss            |    2 +-
 src/components/Menu/index.tsx                 |   11 +-
 src/components/Search/index.tsx               |    6 +-
 src/configs/doc-configs.js                    |   12 +-
 24 files changed, 5163 insertions(+), 4669 deletions(-)
 delete mode 100644 modules/ROOT/pages/security-api.adoc
 create mode 100644 modules/ROOT/pages/spotter-agent-apis.adoc
 create mode 100644 modules/ROOT/pages/spotter-classic-apis.adoc
 create mode 100644 modules/ROOT/pages/spotter-nl-instructions.adoc
 create mode 100644 modules/ROOT/pages/whats-new-prev-history.adoc

diff --git a/modules/ROOT/pages/api-changelog.adoc b/modules/ROOT/pages/api-changelog.adoc
index 22cb4c719..3b2ddfdb9 100644
--- a/modules/ROOT/pages/api-changelog.adoc
+++ b/modules/ROOT/pages/api-changelog.adoc
@@ -8,6 +8,105 @@
 
 This changelog lists only the changes introduced in the Visual Embed SDK. For information about new features and enhancements available for embedded analytics, see xref:whats-new.adoc[What's New].
 
+== Version 1.48.x, May 2026
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a|
+[discrete]
+===== Liveboard embedding
+
+The SDK includes the following new features and enhancements in Liveboard embedding.
+
+Continuous Liveboard layout in PDF downloads [beta betaBackground]^Beta^::
+
+
+When set to `true`, the `isContinuousLiveboardPDFEnabled` enables the Liveboard tab to render on a single page that matches the exact UI layout you see in ThoughtSpot. This update addresses the issue where visualizations for PDF downloads were split across multiple A4 pages regardless of how they appear on screen. This feature is in beta and can be enabled by setting `isContinuousLiveboardPDFEnabled` to `true`.
+
+New events and action IDs;;
+
+* `EmbedEvent.DownloadLiveboardAsContinuousPDF` +
+Emits when the download action is triggered.
+* `HostEvent.DownloadLiveboardAsContinuousPDF` +
+Programmatically triggers the download action to export the PDF with a continuous Liveboard layout.
+* `Action.DownloadLiveboardAsContinuousPDF` +
+Action ID to control the visibility of download action that exports continuous PDFs.
+
+Liveboard download actions::
+
+The following action IDs are introduced in the SDK for the download buttons at the Liveboard level:
+
+* `Action.DownloadLiveboard` +
+* `Action.DownloadLiveboardAsXlsx` +
+* `Action.DownloadLiveboardAsCsv`
+
+Test email for Liveboard scheduled jobs::
+
+The SDK introduces the `isSendNowLiveboardSchedulingEnabled` to enable the **Send now** option for the Liveboard scheduled jobs. This option allows Liveboard users to send a test email notification to either themselves or the intended recipients of the Liveboard scheduled alerts.
+
+New events and action IDs;;
+
+* `EmbedEvent.SendTestScheduleEmail` +
+Emits when *Send now* button is clicked.
+* `HostEvent.SendTestScheduleEmail` +
+Programmatically triggers the Send now action to send a test email notification for a Liveboard scheduled job.
+* `Action.SendTestScheduleEmail` +
+Action ID to disable, show, or hide the **Send now** button on the Liveboard schedule page.
+
+|[tag greenBackground]#NEW FEATURE# a|
+
+[discrete]
+===== Spotter embedding
+
+The SDK introduces the following action IDs to control the visibility of specific UI components in chat panel of the embedded Spotter interface:
+
+* `Action.SpotterChatConnectorResources` +
+For the connector resources section in the Spotter chat interface.
+* `Action.SpotterChatConnectors` +
+For the connectors panel section in the Spotter chat interface.
+* `Action.SpotterChatModeSwitcher` +
+For the mode switcher in the Spotter chat interface.
+
+|[tag greenBackground]#NEW FEATURE# a|
+
+[discrete]
+===== Event handling
+Note the following changes:
+
+EmbedEvent::
+
+* `EmbedEvent.Subscribed` +
+The SDK introduces the `EmbedEvent.Subscribed` to emit an event when a HostEvent listener is registered. You can use this event to safely dispatch host events during the initial load without race conditions.
+* `EmbedEvent.Error` +
+The `EmbedEvent.Error` now fires on HostEvent payload validation failures.
+* `EmbedEvent.ChangePersonalizedView` +
+Emits when a user selects a different Personalized View or resets to default.
+
+HostEvent::
+* `HostEvent.GetExportRequestForCurrentPinboard` [.version-badge.breaking]#Breaking# +
+The response payload of the `GetExportRequestForCurrentPinboard` passthrough
+host event has been updated to include a `type` discriminator field, making it
+consistent with the shape of other host event responses. It now returns `{ data: { v2Content }, type }` instead of `{ v2Content }` directly. This enhancement introduces a breaking change for any code that reads `result.v2Content` directly. Update your integration workflows to use `result.data.v2Content`.
+
+* `HostEvent.SelectPersonalizedView` +
+Triggers the selection of a specific Personalized View and resets the default view on a Liveboard.
+
+|[tag redBackground]#DEPRECATED# a|
+
+[discrete]
+=====  Deprecated events and action IDs️
+
+The following events are deprecated and replaced with new event IDs.
+
+** `EmbedEvent.UpdatePersonalisedView`. Use `EmbedEvent.UpdatePersonalizedView`.
+** `EmbedEvent.SavePersonalisedView`. Use `EmbedEvent.SavePersonalizedView`.
+** `EmbedEvent.DeletePersonalisedView`. Use `EmbedEvent.DeletePersonalizedView`.
+** `HostEvent.ResetLiveboardPersonalisedView`. Use `HostEvent.ResetLiveboardPersonalizedView`.
+** `Action.PersonalisedViewsDropdown`. Use `Action.PersonalizedViewsDropdown`.
+** `Action.OrganiseFavourites`. Use `Action.OrganizeFavorites`.
+
+|====
+
+
 == Version 1.47.x, April 2026
 [width="100%" cols="1,4"]
 |====
@@ -147,7 +246,7 @@ Is emitted when a saved chat is deleted.
 * `EmbedEvent.SpotterConversationSelected` +
 Is emitted when a saved chat is selected in the chat history sidebar.
 
-|[tag greenBackground]#NEW FEATURE# | `enableLinkOverridesV2`  +
+|[tag greenBackground]#NEW FEATURE# | `enableLinkOverridesV2` +
 
 Use this configuration setting to override ThoughtSpot URLs on hover or when opening in a new tab. This is recommended over the earlier `linkOverride` flag for a better user experience.
 
@@ -619,7 +718,7 @@ For more information about Spotter customization, see xref:embed-spotter.adoc#Sp
 |[tag greenBackground]#NEW FEATURE# a|
 
 
-Configurations attributes::
+Configuration attributes::
 
 * `hideIrrelevantChipsInLiveboardTabs` +
 Hides filter chips on a Liveboard when set to `true`.
diff --git a/modules/ROOT/pages/common/nav-rest-api.adoc b/modules/ROOT/pages/common/nav-rest-api.adoc
index 2e2368039..a83c6dfaa 100644
--- a/modules/ROOT/pages/common/nav-rest-api.adoc
+++ b/modules/ROOT/pages/common/nav-rest-api.adoc
@@ -20,7 +20,10 @@ REST APIs
 *** link:{{navprefix}}/rest-apiv2-groups-search[Search groups]
 *** link:{{navprefix}}/rest-apiv2-metadata-search[Search metadata]
 ** link:{{navprefix}}/fetch-data-and-report-apis[Data and Report APIs]
-** link:{{navprefix}}/spotter-api[Spotter APIs ^BETA^]
+** link:{{navprefix}}/spotter-api[Spotter APIs]
+*** link:{{navprefix}}/spotter-agent-apis[AI APIs (Spotter Agent and Spotter 3)]
+*** link:{{navprefix}}/spotter-apis-classic[AI APIs (Spotter Classic) ^BETA^]
+*** link:{{navprefix}}/spotter-coaching-apis[Spotter coaching APIs ^BETA^]
 ** link:{{navprefix}}/audit-logs[Audit logs]
 ** link:{{navprefix}}/tml[TML]
 ** link:{{navprefix}}/collections[Collections ^BETA^]
diff --git a/modules/ROOT/pages/data-report-v2-api.adoc b/modules/ROOT/pages/data-report-v2-api.adoc
index 2e76d4253..17daad593 100644
--- a/modules/ROOT/pages/data-report-v2-api.adoc
+++ b/modules/ROOT/pages/data-report-v2-api.adoc
@@ -272,7 +272,7 @@ For *XLSX* downloads [earlyAccess eaBackground]#Early Access#,
 * A maximum of 255 tabs per .xlsx workbook are allowed.
 * It does not support any additional parameters to customize the page orientation and `include_cover_page`, `include_filter_page`, logo, footer text, and page numbers.
 * Charts are exported as tabular data. Downloaded reports may include columns not seen in the visualization if they were used as tokens in the underlying search query.
-* Pivot tables generated in .xlsx workbooks using this API endpoint retain their complete visual formatting and structural integrity. To enable this on your ThoughtSpot instance, contact ThoughtSpot Support.
+* New pivot tables generated in .xlsx workbooks using this API endpoint retain their complete visual formatting and structural integrity. To enable this on your ThoughtSpot instance, contact ThoughtSpot Support.
 
 ===== Sample API payload for XLSX downloads
 
@@ -293,28 +293,39 @@ curl -X POST \
 
 For *PDF* downloads, you can specify additional parameters to customize the page orientation and include or exclude the cover page, logo, footer text, and page numbers.
 
-===== Sample API payload for XLSX downloads
+You can now also download continuous pdfs which matches the full length of your Liveboard, without breaking them into multiple A4 pages.
+
+* `page_size = CONTINUOUS` [beta betaBackground]^Beta^ Unlike the A4 format, which introduces forced page breaks between visualizations, this continuous flow maintains your exact design and intended layout.
++
+When `page_size = CONTINUOUS`, the `include_filter_page` option works to show/hide the filter section in the PDF page (in a continuous PDF, there is no separate filter page, but the filters are included on the same page at the top).
+* `zoom_level` [beta betaBackground]^Beta^ offers various download size options to suit the viewer's screen dimensions, thereby enhancing legibility. This can be set only when `page_size = CONTINUOUS`. Valid values are integers in the range of 45 and 175.
+
+To enable this on your ThoughtSpot instance, contact ThoughtSpot Support.
+
+===== Sample API payload for PDF downloads
 
 [source,cURL]
 ----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/report/liveboard' \
-  -H 'Authorization: Bearer {access-token}'\
-  -H 'Content-Type: application/json' \
+curl -X POST 'https://{ThoughtSpot-Host}/api/rest/2.0/report/liveboard' \
+--header 'Authorization: Bearer {access-token}' \
+--header 'Content-Type: application/json' \
 --data-raw '{
-"metadata_identifier": "416052fd-ad22-4d48-be0a-e43b53109957",
-"file_format": "PDF",
-"visualization_identifiers": [
-"254c6e30-680c-41ea-aa4d-bb059f745462"
-],
-"pdf_options": {
-"include_cover_page": true,
-"include_custom_logo": true,
-"include_filter_page": true,
-"include_page_number": true,
-"page_orientation": "LANDSCAPE",
-"page_footer_text": "Sample footer text"
-}
+  "metadata_identifier": "416052fd-ad22-4d48-be0a-e43b53109957",
+  "file_format": "PDF",
+  "visualization_identifiers": [
+    "254c6e30-680c-41ea-aa4d-bb059f745462"
+  ],
+  "pdf_options": {
+    "page_size": "CONTINUOUS",
+    "zoom_level": 105,
+    "include_cover_page": true,
+    "include_custom_logo": true,
+    "include_filter_page": true,
+    "include_page_number": true,
+    "page_orientation": "PORTRAIT",
+    "truncate_table": false,
+    "page_footer_text": "Sample footer text"
+  }
 }'
 ----
 
diff --git a/modules/ROOT/pages/deprecated-features.adoc b/modules/ROOT/pages/deprecated-features.adoc
index 4c977b11e..06089a22d 100644
--- a/modules/ROOT/pages/deprecated-features.adoc
+++ b/modules/ROOT/pages/deprecated-features.adoc
@@ -14,6 +14,8 @@ As ThoughtSpot applications evolve, some existing features will be deprecated an
 [options='header']
 |=====
 |Feature|Impacted interface and release versions|Deprecation date |End of Support / removal from the product
+a|xref:deprecated-features.adoc#hostEventv1[HostEvent v1 framework]
+|ThoughtSpot Cloud 26.10.0.cl and later | October 2026 | March 2027
 a|xref:deprecated-features.adoc#v1-v2-exp-fullApp-embed[V1 and V2 UI experience in full application embedding]|ThoughtSpot Cloud 26.8.0.cl and later | February 2026 | August 2026
 a|xref:deprecated-features.adoc#PNGFlowDeprecation[Select PNG export options] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | August 2026
 a|xref:deprecated-features.adoc#variableApis[Variable APIs] a|ThoughtSpot Cloud 26.4.0.cl and later | April 2026 | October 2026
@@ -85,6 +87,18 @@ a|xref:deprecated-features.adoc#_deprecated_parameter_in_rest_api_v2_0_authentic
 ||||
 |=====
 
+[#hostEventv1]
+== HostEvent v1 framework in Visual Embed SDK
+The HostEvent v1 framework will be deprecated in the ThoughtSpot Cloud 26.10.0.cl release version. The default behavior of host events and application workflows with the HostEvent v1 framework will be replaced with the HostEvent v2 framework. 
+
+Impact on your instance::
+Embedding applications with integrations and workflows that use HostEvent objects to trigger actions will benefit from enhanced event handling, routing behavior, and payload validation. If your embedded interface includes multi-layered interactions, event routing will be context-aware and deterministic.
+Embedding applications with integrations and workflows that use HostEvent objects to trigger actions will experience improved event handling, routing behavior, and payload validation. If your embedded interface includes multi-layered interactions, event routing will be context-aware and deterministic. For more information, see xref:events-context-aware-routing.adoc[Context-based execution of host events].
+
+Recommended actions::
+If you are using the HostEvent v1 framework in your embed, ThoughtSpot recommends migrating to the HostEvent v2 framework in your development environment and evaluating the event behavior and impact on custom workflows and integrations. +
+For migration and feature rollout guidelines, refer to the xref:hosteventsv2-migration.adoc[HostEvent v2 migration guide]. 
+
 [#v1-v2-exp-fullApp-embed]
 == V1 and V2 navigation and home page experience in full app embed
 Starting with ThoughtSpot 26.8.0.cl, the V3 navigation and home page experience will be set as the default UI experience in full application embedding. The V1 and V2 navigation and home page experience will be deprecated and will no longer be supported.
diff --git a/modules/ROOT/pages/embed-spotter.adoc b/modules/ROOT/pages/embed-spotter.adoc
index 506a04e32..d9221e1f8 100644
--- a/modules/ROOT/pages/embed-spotter.adoc
+++ b/modules/ROOT/pages/embed-spotter.adoc
@@ -18,9 +18,8 @@ To embed Spotter, you need the following access and setup:
 
 [NOTE]
 ====
-For Spotter embedding that uses cookieless authentication, use the Visual Embed SDK v1.45.0 or later with ThoughtSpot Cloud 26.2.0.cl or a later version. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`.
-
-Spotter workflows can run longer, so we recommend setting the authentication token expiry to at least 10 minutes to avoid authorization errors.
+For Spotter embedding that uses cookieless authentication, use Visual Embed SDK version 1.45.0 or later with ThoughtSpot Cloud version 26.2.0.cl or later. To enable proactive token refresh, set the `refreshAuthTokenOnNearExpiry` parameter to `true`. +
+Spotter workflows may run longer at times. To prevent authorization errors, set the authentication token expiration to at least 10 minutes.
 ====
 
 == Import the SDK package
diff --git a/modules/ROOT/pages/rest-api-v2-reference.adoc b/modules/ROOT/pages/rest-api-v2-reference.adoc
index f8153b523..00170609a 100644
--- a/modules/ROOT/pages/rest-api-v2-reference.adoc
+++ b/modules/ROOT/pages/rest-api-v2-reference.adoc
@@ -16,7 +16,7 @@ Access to ThoughtSpot data is controlled based on xref:api-user-management.adoc#
 
 [div boxAuto]
 --
-[width="100%" cols="6,6,>~"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -24,52 +24,52 @@ Access to ThoughtSpot data is controlled based on xref:api-user-management.adoc#
 a|`POST /api/rest/2.0/ai/agent/conversation/create`  +
 Creates a conversation session with ThoughtSpot's Spotter agent.
 |ThoughtSpot Cloud: __10.13.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fcreate-agent-conversation" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fcreate-agent-conversation" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/ai/conversation/create`  +
 Creates a conversation session with ThoughtSpot Spotter
 |ThoughtSpot Cloud: __10.4.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fcreate-conversation" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fcreate-conversation" id="preview-in-playground" >Try it out</a>+++
 
 //a|`POST /api/rest/2.0/ai/data-source-suggestions` +
 //Gets data source recommendations for a given query.
 //|ThoughtSpot Cloud: __10.15.0.cl or later__ +
-//|+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fget-data-source-suggestions" id="preview-in-playground" target="_blank">Try it out</a>+++
+//|+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fget-data-source-suggestions" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/ai/relevant-questions/` +
 Breaks down a user submitted query into relevant questions
 |ThoughtSpot Cloud: __10.13.0.cl or later__ +
-|+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fget-relevant-questions" id="preview-in-playground" target="_blank">Try it out</a>+++
+|+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fget-relevant-questions" id="preview-in-playground" >Try it out</a>+++
 
 a| `POST /api/rest/2.0/ai/agent/converse/sse` +
 Allows sending a natural language query or a follow-up question to an ongoing conversation session and returns the AI agent's response, including answers, tokens, and visualization details.
 |ThoughtSpot Cloud: __10.13.0.cl or later__
-| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsend-agent-message-streaming" id="preview-in-playground" target="_blank">Try it out</a>+++
+| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsend-agent-message-streaming" id="preview-in-playground" >Try it out</a>+++
 
 a| `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse` +
 Generates responses to user queries and follow-up questions sent in the specified conversation session.
 |ThoughtSpot Cloud: __10.4.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsend-message" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsend-message" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/ai/answer/create` +
 Generates an Answer for a Natural Language Search query.
 |ThoughtSpot Cloud: __10.4.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsingle-answer" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsingle-answer" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/ai/agent/{conversation_identifier}/converse` +
 Allows sending a query to an ongoing conversation session with Spotter agent and generate response.
 |ThoughtSpot Cloud: __10.15.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsend-agent-message" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fsend-agent-message" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/ai/instructions/set` +
 Sets NL instructions on a data model.
 |ThoughtSpot Cloud: __10.15.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fset-nl-instructions" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fset-nl-instructions" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/ai/instructions/get` +
 Retrieves NL instructions from a data model.
 |ThoughtSpot Cloud: __10.15.0.cl or later__ +
-ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fget-nl-instructions" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fai%2Fget-nl-instructions" id="preview-in-playground" >Try it out</a>+++
 |=====
 --
 
@@ -77,7 +77,7 @@ ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-pla
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -136,7 +136,7 @@ ThoughtSpot Software: __10.7.0.sw or later__ a| +++<a href="{{navprefix}}/restV2
 == Collections [beta betaBackground]^Beta^
 [div boxAuto]
 --
-[width="100%" cols="6,4,>~"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -144,25 +144,29 @@ a|`POST /api/rest/2.0/collections/create` +
 
 Creates a new Collection.
 
-|ThoughtSpot Cloud: __26.4.0.cl or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fcreate-collection" id="preview-in-playground">Try it out</a>+++
+|ThoughtSpot Cloud: __26.4.0.cl or later__ +
+ThoughtSpot Software: __Not available__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fcreate-collection" id="preview-in-playground">Try it out</a>+++
 
 a|`POST /api/rest/2.0/collections/search`
 
 Gets a list of Collections available in ThoughtSpot.
 
-|ThoughtSpot Cloud: __26.4.0.cl or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fsearch-collections" id="preview-in-playground">Try it out</a>+++
+|ThoughtSpot Cloud: __26.4.0.cl or later__ +
+ThoughtSpot Software: __Not available__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fsearch-collections" id="preview-in-playground">Try it out</a>+++
 
 a|`POST /api/rest/2.0/collections/{collection_identifier}/update` +
 
 Updates an existing Collection.
 
-|ThoughtSpot Cloud: __26.4.0.cl or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fupdate-collection" id="preview-in-playground">Try it out </a>+++
+|ThoughtSpot Cloud: __26.4.0.cl or later__ +
+ThoughtSpot Software: __Not available__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fupdate-collection" id="preview-in-playground">Try it out </a>+++
 
 a|`POST /api/rest/2.0/collections/delete` +
 
 Deletes one or more Collections.
 
-|ThoughtSpot Cloud: __26.4.0.cl or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fdelete-collection" id="preview-in-playground">Try it out </a>+++
+|ThoughtSpot Cloud: __26.4.0.cl or later__ +
+ThoughtSpot Software: __Not available__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcollections%2Fdelete-collection" id="preview-in-playground">Try it out </a>+++
 
 |=====
 --
@@ -171,7 +175,7 @@ Deletes one or more Collections.
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,>~"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -239,7 +243,7 @@ a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -247,67 +251,39 @@ a|`POST /api/rest/2.0/connection-configurations/create`
 
 Creates a connection configuration to the connection object specified in the API request.
 
-|ThoughtSpot Cloud: __10.12.0.cl or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fconnection-configurations%2Fcreate-connection-configuration" id="preview-in-playground">Try it out</a>+++
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fconnection-configurations%2Fcreate-connection-configuration" id="preview-in-playground">Try it out</a>+++
 
 a|`POST /api/rest/2.0/connection-configurations/search` +
 
 Gets the connection configuration for the specified connection object.
 
-|ThoughtSpot Cloud: __10.12.0.cl or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fconnection-configurations%2Fconnection-configuration-search" id="preview-in-playground">Try it out</a>+++
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__ + a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fconnection-configurations%2Fconnection-configuration-search" id="preview-in-playground">Try it out</a>+++
 
 
 a|`POST /api/rest/2.0/connection-configurations/{configuration_identifier}/update` +
 
 Updates the connection configuration object.
 
-|ThoughtSpot Cloud: __10.12.0.cl or later__ + a|
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__ + a|
 +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fconnection-configurations%2Fdelete-connection-configuration" id="preview-in-playground">Try it out </a>+++
 
 
 a| `POST /api/rest/2.0/connection-configurations/delete` +
 Deletes the connection configuration object.
-a|ThoughtSpot Cloud: __10.12.0.cl or later__ + a|
+a|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__ + a|
 +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fconnection-configurations%2Fdelete-connection-configuration" id="preview-in-playground">Try it out </a>+++
 |=====
 --
 
-== Custom calendars
-
-[div boxAuto]
---
-[width="100%" cols="6,4,2"]
-[options='header']
-|=====
-|API endpoint| Release version | Playground link
-a| `POST /api/rest/2.0/calendars/create` +
-Creates a custom calendar.
-
-|ThoughtSpot Cloud: __10.12.0.cl or later__ +
-a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fcreate-calendar" id="preview-in-playground">Try it out</a>+++
-| `POST /api/rest/2.0/calendars/{calendar_identifier}/delete` +
-Deletes a custom calendar.
-|ThoughtSpot Cloud: __10.12.0.cl or later__ +
-a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fdelete-calendar" id="preview-in-playground">Try it out</a>+++
-| `POST /api/rest/2.0/calendars/generate-csv` +
-Exports a custom calendar in the CSV format.
-|ThoughtSpot Cloud: __10.12.0.cl or later__ +
-a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fgenerate-csv" id="preview-in-playground">Try it out</a>+++
-|`POST /api/rest/2.0/calendars/search` +
-Gets custom calendars for the connection ID specified in the API request.
-|ThoughtSpot Cloud: __10.12.0.cl or later__ +
-a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fsearch-calendars" id="preview-in-playground">Try it out</a>+++
-|`POST /api/rest/2.0/calendars/{calendar_identifier}/update` +
-Updates a custom calendar.
-|ThoughtSpot Cloud: __10.12.0.cl or later__ +
-a|+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fupdate-calendar" id="preview-in-playground">Try it out</a>+++
-|====
---
-
 == Custom actions
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -347,52 +323,44 @@ ThoughtSpot Software: __9.8.0.sw or later__   a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
-a|`POST /api/rest/2.0/calendars/create` +
-
+a| `POST /api/rest/2.0/calendars/create` +
 Creates a custom calendar.
 
 |ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__
 a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fcreate-calendar" id="preview-in-playground">Try it out</a>+++
-
-a|`POST /api/rest/2.0/calendars/{calendar_identifier}/update`
-
-Allows updating a custom calendar.
-
-|ThoughtSpot Cloud: __10.12.0.cl or later__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fupdate-calendar" id="preview-in-playground">Try it out</a>+++
-
-a|`POST /api/rest/2.0/calendars/search` +
-
-Gets custom calendars for a given connection.
-
-|ThoughtSpot Cloud: __10.12.0.cl or later__  a|
-+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fsearch-calendars" id="preview-in-playground">Try it out </a>+++
-
-a|`POST /api/rest/2.0/calendars/{calendar_identifier}/delete` +
-
-Allows deleting a custom calendar.
-
-|ThoughtSpot Cloud: __10.12.0.cl or later__  a|
-+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fdelete-calendar" id="preview-in-playground">Try it out </a>+++
-
-a|`POST /api/rest/2.0/calendars/generate-csv` +
-
-Allows exporting a custom calendar in CSV format.
-
-|ThoughtSpot Cloud: __10.12.0.cl or later__  a|
-+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fgenerate-csv" id="preview-in-playground">Try it out </a>+++
-
-|=====
+| `POST /api/rest/2.0/calendars/{calendar_identifier}/delete` +
+Deletes a custom calendar.
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__
+a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fdelete-calendar" id="preview-in-playground">Try it out</a>+++
+| `POST /api/rest/2.0/calendars/generate-csv` +
+Exports a custom calendar in the CSV format.
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__
+a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fgenerate-csv" id="preview-in-playground">Try it out</a>+++
+|`POST /api/rest/2.0/calendars/search` +
+Gets custom calendars for the connection ID specified in the API request.
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__
+a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fsearch-calendars" id="preview-in-playground">Try it out</a>+++
+|`POST /api/rest/2.0/calendars/{calendar_identifier}/update` +
+Updates a custom calendar.
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__
+a|+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fcustom-calendars%2Fupdate-calendar" id="preview-in-playground">Try it out</a>+++
+|====
 --
 
 == Data
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -424,7 +392,7 @@ ThoughtSpot Software: __9.0.1.sw or later__  a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -475,7 +443,7 @@ ThoughtSpot Software: __10.0.0.sw or later__  a| +++<a href="{{navprefix}}/restV
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -483,33 +451,38 @@ a|`POST /api/rest/2.0/customization/email` +
 
 Creates the customized configuration for the notification emails.
 
-|ThoughtSpot Cloud: __10.10.0.cl or later__   a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fcreate-email-customization" id="preview-in-playground">Try it out</a>+++
+|ThoughtSpot Cloud: __10.10.0.cl or later__ +
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fcreate-email-customization" id="preview-in-playground">Try it out</a>+++
 
 a|`POST /api/rest/2.0/customization/email/delete`
 
 Deletes the existing customized configuration set for the notification emails.
 
-|ThoughtSpot Cloud: __10.10.0.cl or later__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fdelete-org-email-customization" id="preview-in-playground">Try it out</a>+++
+|ThoughtSpot Cloud: __10.10.0.cl or later__ +
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fdelete-org-email-customization" id="preview-in-playground">Try it out</a>+++
 
 a|`POST /api/rest/2.0/customization/email/search` +
 
 Searches the customized configuration set for the notification emails.
 
-|ThoughtSpot Cloud: __10.10.0.cl or later__  a|
+|ThoughtSpot Cloud: __10.10.0.cl or later__ +
+ThoughtSpot Software: __Not available__ a|
 +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fsearch-email-customization" id="preview-in-playground">Try it out </a>+++
 
 a|`POST /api/rest/2.0/customization/email/update` +
 
 Updates an existing email customization set for the notification emails.
 
-|ThoughtSpot Cloud: __10.12.0.cl or later__  a|
+|ThoughtSpot Cloud: __10.12.0.cl or later__ +
+ThoughtSpot Software: __Not available__  a|
 +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fupdate-email-customization" id="preview-in-playground">Try it out </a>+++
 
 a|`POST /api/rest/2.0/customization/email/validate` +
 
 Validates the customized configuration set for the notification emails.
 
-|ThoughtSpot Cloud: __10.10.0.cl or later__    a|
+|ThoughtSpot Cloud: __10.10.0.cl or later__ +
+ThoughtSpot Software: __Not available__   a|
 +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Femail-customization%2Fvalidate-email-customization" id="preview-in-playground">Try it out </a>+++
 |=====
 --
@@ -518,7 +491,7 @@ Validates the customized configuration set for the notification emails.
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -564,13 +537,14 @@ ThoughtSpot Software: __9.0.1.sw or later__  a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
 a|`POST /api/rest/2.0/jobs/history/communication-channels/search` +
 Gets information about the execution and delivery status for scheduled jobs such as webhook delivery.
 |ThoughtSpot Cloud: __26.4.0.cl or later__
+ThoughtSpot Software: __Not available__
  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fjobs%2Fsearch-channel-history" id="preview-in-playground">Try it out</a>+++
 |=====
 --
@@ -579,7 +553,7 @@ Gets information about the execution and delivery status for scheduled jobs such
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -588,7 +562,7 @@ a|`POST /api/rest/2.0/logs/fetch` +
 Gets security audit logs from the ThoughtSpot system.
 
 |ThoughtSpot Cloud: __9.0.0.cl or later__ +
-ThoughtSpot Software: __Not applicable__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Flog%2Ffetch-logs" id="preview-in-playground">Try it out</a>+++
+ThoughtSpot Software: __Not available__  a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Flog%2Ffetch-logs" id="preview-in-playground">Try it out</a>+++
 
 |=====
 --
@@ -597,7 +571,7 @@ ThoughtSpot Software: __Not applicable__  a| +++<a href="{{navprefix}}/restV2-pl
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -710,7 +684,7 @@ a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -747,7 +721,7 @@ ThoughtSpot Software: __Not Applicable__ a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -771,7 +745,7 @@ ThoughtSpot Software: __9.0.1.sw or later__ a| +++<a href="{{navprefix}}/restV2-
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -813,7 +787,7 @@ ThoughtSpot Software: __Not applicable__   a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -855,7 +829,7 @@ ThoughtSpot Software: __9.5.0.sw or later__ a| +++<a href="{{navprefix}}/restV2-
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -928,7 +902,7 @@ Adds or updates column security rules applied on the Table specified in the API
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version| Playground link
@@ -973,11 +947,13 @@ a|ThoughtSpot Cloud: __10.14.0.cl or later__ a| +++<a href="{{navprefix}}/restV2
 
 a|`POST /api/rest/2.0/system/security-settings/configure` +
 Allows configuring security settings.
-a|ThoughtSpot Cloud: __26.2.0.cl or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsystem%2Fconfigure-security-settings" id="preview-in-playground">Try it out </a>+++
+a|ThoughtSpot Cloud: __26.2.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsystem%2Fconfigure-security-settings" id="preview-in-playground">Try it out </a>+++
 
 a|`POST /api/rest/2.0/system/security-settings/search` +
 Allows fetching security settings.
-a|ThoughtSpot Cloud: __26.2.0.cl or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsystem%2Fsearch-security-settings" id="preview-in-playground">Try it out </a>+++
+a|ThoughtSpot Cloud: __26.2.0.cl or later__ +
+ThoughtSpot Software: __26.3.0.sw or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fsystem%2Fsearch-security-settings" id="preview-in-playground">Try it out </a>+++
 
 |=====
 
@@ -988,7 +964,7 @@ a|ThoughtSpot Cloud: __26.2.0.cl or later__ a| +++<a href="{{navprefix}}/restV2-
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -1041,7 +1017,7 @@ ThoughtSpot Software: __9.0.1.sw or later__  a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -1049,13 +1025,13 @@ a|`POST /api/rest/2.0/users/search` +
 Gets details of one or several ThoughtSpot users.
 
 |ThoughtSpot Cloud: __9.0.0.cl or later__ +
-ThoughtSpot Software: __9.0.1.sw or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fsearch-users" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __9.0.1.sw or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fsearch-users" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/users/create` +
 Creates a user.
 
 |ThoughtSpot Cloud: __9.0.0.cl or later__ +
-ThoughtSpot Software: __9.0.1.sw or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user" id="preview-in-playground" target="_blank">Try it out</a>+++
+ThoughtSpot Software: __9.0.1.sw or later__ a| +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fusers%2Fcreate-user" id="preview-in-playground" >Try it out</a>+++
 
 a|`POST /api/rest/2.0/users/{user_identifier}/update` +
 Updates the properties of a user object.
@@ -1117,7 +1093,7 @@ ThoughtSpot Software: __9.8.0.sw or later__ a| +++<a href="{{navprefix}}/restV2-
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -1195,7 +1171,7 @@ ThoughtSpot Software: __9.5.0.sw or later__  a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
@@ -1216,7 +1192,7 @@ Allows you to add, remove, or replace properties of one or several template vari
 a|ThoughtSpot Cloud: __10.9.0.cl or later__ a| Not available in the Playground
 
 | `POST /api/rest/2.0/template/variables/{identifier}/update`  +
-Allows updating properties of a template variable.
+Allows updating properties of a variable.
 
 a|ThoughtSpot Cloud: __10.9.0.cl or later__ a|
 +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fvariable%2Fupdate-variable" id="preview-in-playground">Try it out </a>+++
@@ -1249,7 +1225,7 @@ a|ThoughtSpot Cloud: __10.9.0.cl or later__ a|
 
 [div boxAuto]
 --
-[width="100%" cols="6,4,2"]
+[width="100%" cols="8,5,3"]
 [options='header']
 |=====
 |API endpoint| Release version | Playground link
diff --git a/modules/ROOT/pages/rest-apiv2-changelog.adoc b/modules/ROOT/pages/rest-apiv2-changelog.adoc
index 77512158a..720af01df 100644
--- a/modules/ROOT/pages/rest-apiv2-changelog.adoc
+++ b/modules/ROOT/pages/rest-apiv2-changelog.adoc
@@ -8,6 +8,71 @@
 
 This changelog lists the features and enhancements introduced in REST API v2.0. For information about new features and enhancements available for embedded analytics, see xref:whats-new.adoc[What's New].
 
+== Version 26.5.0.cl, May 2026
+
+=== Sync connection metadata attributes
+You can now synchronize connection metadata attributes from your Cloud Data Warehouse (CDW) with ThoughtSpot by sending a request to `POST /api/rest/2.0/connections/{connection_identifier}/resync-metadata` API endpoint.
+
+=== Spotter APIs
+
+==== New API endpoints
+
+The following new endpoints allow sending messages to an active conversation
+session with a Spotter agent.
+
+* `POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send` +
+Allows sending a message to an active Spotter AI conversation and returns a synchronous response.
+* `POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream` +
+Allows sending to an active Spotter AI conversation and returns the response as a real-time Server-Sent Events (SSE) stream.
+
+These new endpoints replace the legacy agent conversation and SSE streaming APIs.
+
+==== Deprecated endpoints [.version-badge.deprecated]#Deprecated#
+
+* `POST /api/rest/2.0/ai/agent/{conversation_identifier}/converse`  +
+Replaced by `POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send`.
+
+* `POST /api/rest/2.0/ai/agent/converse/sse` +
+Replaced by `POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream`
+
+These endpoints are deprecated and will be removed
+in a future release. Embedding applications and integrations using these APIs are advised to migrate to the new API endpoints for improved experience.
+
+==== Enhancements to conversation creation API [.version-badge.breaking]#Breaking#
+
+The following enhancements have been introduced for the conversation creation operation workflow with the `POST /api/rest/2.0/ai/agent/conversation/create` API endpoint:
+
+metadata_context::
+To define the conversation context, the API request must include the `metadata_context` parameter with one of the following values:
+
+* `AUTO_MODE`: Automatically discovers and selects the most relevant datasets for the user's queries.
+* `DATA_SOURCE`: Sets the target context as the data source. You must specify at least one data source ID.
+** To set a single data source object metadata context, specify a `data_source_identifier`.
+** For multi-data source context, specify the `data_source_identifiers`.
++
+[IMPORTANT]
+====
+The `data_source` and `guid` attributes are deprecated in the 26.5.0.cl release version. Integrations using these parameters in ThoughtSpot versions 26.2.0.cl through 26.4.0.cl will continue to work until further notice. However, ThoughtSpot recommends using either `AUTO_MODE` or `DATA_SOURCE` with `data_source_identifier` or `data_source_identifiers` for the metadata context.
+====
+
+Other context options::
+The `answer_context` and `liveboard_context` are removed and no longer supported. Any existing integration or embedding application passing `answer_context` or `liveboard_context` in the request body must update their workflows to use the `AUTO_MODE` or `DATA_SOURCE` option.
+
+Enable save chat::
+The `enable_save_chat` parameter, when set to `true`, saves the conversation.
+
+API response::
+The API response now returns the `conversation_identifier`, which is used in all
+subsequent send message or SSE streaming calls.
+
+=== Liveboard report API enhancements [beta betaBackground]^Beta^
+The `POST /api/rest/2.0/report/liveboard` API endpoint enhances the pdf downloads by introducing the following parameters:
+
+* `"page_size": "CONTINUOUS"` for a seamless PDF export that matches the full length of your Liveboard. Unlike the A4 format, which introduces forced page breaks between visualizations, this continuous flow maintains your exact design and intended layout.
+* `zoom_level` offers various download size options to suit the viewer's screen dimensions, thereby enhancing legibility. This can be set only when `page_size` is specified as `CONTINUOUS`.
+
+For more information, see xref:data-report-v2-api.adoc#_liveboard_report_api[Liveboard Report API documentation].
+
 == Version 26.4.0.cl, April 2026
 
 === Variable API endpoints
@@ -390,7 +455,7 @@ For more information, see xref:rest-api-java-sdk.adoc#_import_the_sdk_to_your_ap
 
 == Version 10.10.0.cl, July 2025
 
-=== Email template customization APIs:
+=== Email template customization APIs
 This release introduces the following new endpoints for email template customization:
 
 * `POST /api/rest/2.0/customization/email` +
diff --git a/modules/ROOT/pages/security-api.adoc b/modules/ROOT/pages/security-api.adoc
deleted file mode 100644
index b703b5852..000000000
--- a/modules/ROOT/pages/security-api.adoc
+++ /dev/null
@@ -1,580 +0,0 @@
-= Security APIs
-:toc: true
-:toclevels: 1
-
-:page-title: Security API
-:page-pageid: security-api
-:page-description: security API
-
-The Security APIs allow you to share ThoughtSpot objects, such as Liveboards and visualizations, with another user or a user group. Any ThoughtSpot user can share objects with another user or user group.
-
-== Supported operations
-
-include::{path}/security-api-list.adoc[]
-
-=== Required permissions
-
-* To query object permissions, you must have administrator access.
-* To share an object or visualization with another user, you must have edit access to the object.
-
-[#share-object]
-== Share objects with another user
-
-To programmatically share ThoughtSpot objects with another user or user group, use the `/tspublic/v1/security/share` API.
-
-When you share an object like a Liveboard or visualization, a notification with a live link is sent to the user. When the users access this object, they can view the last saved version of the object.
-
-=== Resource URL
-----
-POST /tspublic/v1/security/share
-----
-
-=== Request parameters
-
-[div tableContainer]
---
-[width="100%" cols="1,4"]
-[options='header']
-|====
-|Form parameter|Description
-|`type` a|__String__. Type of metadata object. Specify one of the following values as a metadata object type:
-
-* `QUESTION_ANSWER_BOOK` to share answers.
-* `PINBOARD_ANSWER_BOOK` to share Liveboards.
-* `LOGICAL_TABLE` to share a data object such as a Table, Model, or View.
-* `LOGICAL_COLUMN` to share a column of any data object such as Tables, Models, or Views.
-
-|`id`|__String__. A JSON array of the GUIDs of the objects to be shared.
-|`permission`  a|_String__. A string with the GUIDs of the user or user group, and the type of access privilege.
-
-* The format of the permission string is `{"permissions":{"<GUID of the user or user group>":{"shareMode":"<type-of-access>"}}}`.
-* You can provide `READ_ONLY` or `MODIFY` access to the objects. With `READ_ONLY` access, the user or user group can view the shared object, whereas `MODIFY` access enables users to modify the object.
-
-For example, to provide read-only access to a user with a GUID of `7a9a6715-e154-431b-baaf-7b58246c13dd`, specify the string as shown here:
-
-[source,JSON]
-----
-{"permissions":{"7a9a6715-e154-431b-baaf-7b58246c13dd":{"shareMode":"READ_ONLY"}}}
-----
-
-The following example shows how to set the permission string to provide read-only access to multiple users:
-
-[source,JSON]
-----
-{"permissions": {"e7040a64-7ff1-4ab9-a1b0-f1acac596866": {"shareMode": "READ_ONLY"}, "f7b8f511-317c-485d-8131-26cf084ef47b": {"shareMode": "READ_ONLY"}}}
-----
-
-Similarly, to share objects with one or several user groups, specify the GUIDs and access permission type in the following format:
-
-[source,JSON]
-----
-{"permissions":{"59481331-ee53-42be-a548-bd87be6ddd4a":{"shareMode":"READ_ONLY"}}}
-----
-
-[source,JSON]
-----
-{"permissions": {"0f7af46f-e48c-4cca-b60f-d63d5ddbe59f": {"shareMode": "MODIFY"}, "e5fc80ce-db65-4921-8ece-c7bb44fceca1": {"shareMode": "READ_ONLY"}}}
-----
-
-[IMPORTANT]
-====
-To remove a user or user group's access to a shared object, you can set the `shareMode` in the permission string to `NO_ACCESS`. For example, if you send a POST request with the permission string as  `{"permissions":{"7a9a6715-e154-431b-baaf-7b58246c13dd":{"shareMode":"NO_ACCESS"}}}`, the user with a GUID of `7a9a6715-e154-431b-baaf-7b58246c13dd` cannot access the shared object.
-====
-
-|`emailshares`|__Array of Strings__. Email addresses to notify when the object is shared.
-|`notify` __Optional__|__Boolean__. If set to `true`, an object share notification is sent to the specified email addresses.
-|`message` __Optional__|__String__. The message text to send in the object share notification email.
-|`useCustomEmbedUrls`|__Boolean__.  When set to `true`, ThoughtSpot sends a customized link with the host application URL in the object share notification.  You can use this attribute to generate links for embedded ThoughtSpot objects. 
-|====
---
-
-=== Example request
-
-.cURL
-
-[source, cURL]
-----
-curl -X POST  \
---header 'Content-Type: application/x-www-form-urlencoded'  \
---header 'Accept: application/json' --header 'X-Requested-By: ThoughtSpot' \
--d 'type=PINBOARD_ANSWER_BOOK&id=["237921cc-ebf5-445a-8b7b-15c301f8456e"]&permission={"permissions":{"237921cc-ebf5-445a-8b7b-15c301f8456e":{"shareMode":"READ_ONLY"}}}&emailshares=["tsuser@thoughtspot.com"]&notify=false&useCustomEmbedUrls=true' \
-'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/share'
-----
-
-.Request URL
-----
-https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/share
-----
-
-=== Example response
-----
-Response code
-
-204
-----
-
-=== Response codes
-
-[options="header", cols=".^2a,.^14a"]
-|====
-|HTTP status code|Description
-|**204**|Successful operation
-|**400**|Invalid parameter value
-|====
-
-
-[#shareviz]
-== Share a visualization with another user or user group
-If you want to share a specific visualization from a Liveboard with another user or user group, use the `/tspublic/v1/security/shareviz` API.
-
-[IMPORTANT]
-====
-* Sharing a visualization implicitly shares the entire Liveboard with the recipient.
-* If email notifications for object sharing are enabled, a notification with a link to the shared visualization will be sent to the recipient’s email address. Although this link opens the shared visualization, recipients can also access other visualizations in the Liveboard.
-* The `/tspublic/v1/security/shareviz` API endpoint provides only read-only access to the shared visualization.
-====
-
-
-
-=== Resource URL
-----
-POST /tspublic/v1/security/shareviz
-----
-=== Request parameters
-
-[width="100%" cols="1,4"]
-[options='header']
-|====
-|Form parameter|Description
-|`type`|__String__. Type of the metadata object. The valid value is `PINBOARD_ANSWER_BOOK`.
-|`pinboardId`|__String__. The GUID of the Liveboard to which the visualization belongs.
-|`principalids`|__String__. The GUID of the users and groups to which you want to share the visualization.
-|`vizid`|__String__. The GUID of visualization.
-|`emailshares`|__Sring__. Email addresses to notify when the object is shared.
-|`notify` __Optional__|__Boolean__. If set to `true`, an object share notification is sent to the specified email addresses.
-|`message` __Optional__|__String__. The message text to send in the notification email.
-|`useCustomEmbedUrls`|__Boolean__. When set to `true`, ThoughtSpot sends a customized link with the host application URL in the object share notification.  You can use this attribute to generate links for embedded ThoughtSpot objects. 
-|====
-
-=== Example request
-
-.cURL
-[source, cURL]
-----
-curl -X POST \
---header 'Content-Type: application/x-www-form-urlencoded' \
---header 'Accept: application/json' --header 'X-Requested-By: ThoughtSpot' \
--d 'type=PINBOARD_ANSWER_BOOK&pinboardId=7a9a6715-e154-431b-baaf-7b58246c13dd&principalids=%5B%2259481331-ee53-42be-a548-bd87be6ddd4a%22%5D&vizid=e9753523-5de5-41ef-8d8c-b840f0260ea0&emailshares=%5Btsuser%40thoughtspot.com%5D&notify=true&useCustomEmbedUrls=false' 'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/shareviz'
-----
-
-.Request URL
-----
-https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/shareviz
-----
-
-=== Example response
-----
-Response code
-
-204
-----
-
-=== Response codes
-
-[options="header", cols=".^2a,.^14a"]
-|===
-|HTTP status code|Description
-|**204**|Successful operation
-|**400**|Invalid parameter value
-|===
-
-
-[#obj-permission-all]
-== Get object permission details for a specific object type
-
-ThoughtSpot users can get access to objects through the privileges assigned to the groups to which they belong. This type of object permission is referred to as `EFFECTIVE`.
-
-Users can also access objects when another user shares a Liveboard or Answer directly with them or the user group to which they belong. This type of object permission is referred to as `DEFINED`.
-
-To get permission details for a specific metadata type and ID, send a `GET` request to the `/tspublic/v1/security/metadata/permissions` endpoint.
-
-=== Resource URL
-----
-GET /tspublic/v1/security/metadata/permissions
-----
-
-=== Request parameters
-[width="100%" cols="1,1,4"]
-[options='header']
-|====
-|Parameter Name|Parameter Type|Description
-|`type`|Query parameter  a|__String__. Type of the object. Valid values are:
-
-* `QUESTION_ANSWER_BOOK` for answers.
-* `PINBOARD_ANSWER_BOOK` for Liveboards.
-* `LOGICAL_TABLE` for any data object such as a Table, Model, or View.
-* `LOGICAL_COLUMN` for a column of any data object such as tables, models, or views.
-
-|`id`| Query parameter|__String__. A JSON array of the GUIDs of the objects.
-|`dependentshare` __Optional__|Query parameter|__Boolean__. Object permission details for the dependent objects. When set to `true`, the API returns the permission details for the dependent objects for the specified GUIDs.
-|`permissiontype`|Query parameter  a|__String__. Valid values are:
-
-* `EFFECTIVE` for object permissions inherited from group privileges. 
-* `DEFINED` for the explicitly defined permissions that a user may have assigned when sharing the specified objects.
-|====
-
-=== Example request
-
-.cURL
-
-[source, cURL]
-----
-curl -X GET \
---header 'Accept: application/json' \
---header 'X-Requested-By: ThoughtSpot' \
-'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/permissions?type=PINBOARD_ANSWER_BOOK&id=%5B%22d084c256-e284-4fc4-b80c-111cb606449a%22%2C%20%2241a39422-2da0-4601-9d4a-59c27181c5f5%22%5D&dependentshare=false&permissiontype=EFFECTIVE'
-----
-
-.Request URL
-----
-https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/permissions?type=PINBOARD_ANSWER_BOOK&id=%5B%22d084c256-e284-4fc4-b80c-111cb606449a%22%2C%20%2241a39422-2da0-4601-9d4a-59c27181c5f5%22%5D&dependentshare=false&permissiontype=EFFECTIVE
-----
-
-=== Example response
-
-If the `GET` operation is successful, the API returns a response with the permission details for the specified object IDs. 
-
-* Note that the `shareMode` property indicates the object-level permission assigned to a given user. 
-
-** `READ_ONLY` indicates view permissions to an object
-** `MODIFY` indicates edit permissions to an object
-
-* If the user doesn't have access to the specified objects, the API returns a `403 unauthorized` error. 
-* If the user doesn't have access to one of the specified objects, the API returns only those objects to which a user has `READ_ONLY` or `MODIFY` permissions.
-
-[source, JSON]
-----
-{
-  "41a39422-2da0-4601-9d4a-59c27181c5f5": {
-    "permissions": {
-      "59481331-ee53-42be-a548-bd87be6ddd4a": {
-        "topLevelObjectId": "41a39422-2da0-4601-9d4a-59c27181c5f5",
-        "shareMode": "READ_ONLY",
-        "dependents": [
-          {
-            "id": "160e1259-5838-4688-a30a-2442b6d5281e",
-            "name": "Credit Consumption & Usage, Top 10 Users, This Month",
-            "author": "41a39422-2da0-4601-9d4a-59c27181c5f5",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "41a39422-2da0-4601-9d4a-59c27181c5f5"
-          },
-          {
-            "id": "835ffe9d-78de-4817-a201-4a35385df18c",
-            "name": "Monthly Credits Consumed, with Unique Users",
-            "author": "41a39422-2da0-4601-9d4a-59c27181c5f5",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "41a39422-2da0-4601-9d4a-59c27181c5f5"
-          }
-        ]
-      }
-    }
-  },
-  "d084c256-e284-4fc4-b80c-111cb606449a": {
-    "permissions": {
-      "59481331-ee53-42be-a548-bd87be6ddd4a": {
-        "topLevelObjectId": "d084c256-e284-4fc4-b80c-111cb606449a",
-        "shareMode": "READ_ONLY",
-        "dependents": [
-          {
-            "id": "a9466299-4e89-4a2f-a1b2-d87337a4afc6",
-            "name": "Total Sales by Store",
-            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-          },
-          {
-            "id": "d766e0da-2fa6-4af5-ab44-d86f28326c3a",
-            "name": "Total Sales by Product Type",
-            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-          }
-        ]
-      }
-    }
-  }
-}
-----
-
-=== Response codes
-
-[options="header", cols=".^2a,.^14a"]
-|===
-|HTTP status code|Description
-|**200**|Successful operation
-|**400**|Invalid parameter value
-|**403**|Unauthorized request
-|===
-
-[#obj-permission-id]
-== Get permission details for a specific object ID
-
-To get permission details for a specific object, send a `GET` request to the `/tspublic/v1/security/metadata/permissions` endpoint.
-
-=== Resource URL
-----
-GET /tspublic/v1/security/metadata/{id}/permissions
-----
-
-=== Request parameters
-[width="100%" cols="1,1,4"]
-[options='header']
-|====
-|Parameter Name|Parameter Type|Description
-|`type`|Query parameter  a|__String__. Type of the object. Valid values are:
-
-* `QUESTION_ANSWER_BOOK` for answers.
-* `PINBOARD_ANSWER_BOOK` for Liveboards.
-* `LOGICAL_TABLE` for any data object such as a Table, Model, or View.
-* `LOGICAL_COLUMN` for a column of any data object such as Tables, Models, or Views.
-
-|`id`| Path parameter|__String__. The GUID of the object to query.
-|`dependentshare` __Optional__|Query parameter|__Boolean__. Object permission details for the dependent objects. When set to `true`, the API returns the permission details for the dependent objects for the specified GUID.
-|`permissiontype`|Query parameter  a|__String__. Valid values are:
-
-* `EFFECTIVE` for object permissions inherited from group privileges.
-* `DEFINED` for the explicitly defined permissions that a user may have assigned when sharing the specified object.
-|====
-
-=== Example request
-
-.cURL
-
-[source, cURL]
-----
-curl -X GET \
---header 'Accept: application/json' \
---header 'X-Requested-By: ThoughtSpot' \
-'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/d084c256-e284-4fc4-b80c-111cb606449a/permissions?type=PINBOARD_ANSWER_BOOK&dependentshare=false&permissiontype=EFFECTIVE'
-----
-
-.Request URL
-----
-https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/d084c256-e284-4fc4-b80c-111cb606449a/permissions?type=PINBOARD_ANSWER_BOOK&dependentshare=false&permissiontype=EFFECTIVE'
-----
-
-=== Example response
-
-If the `GET` operation is successful, the API returns a response with the permission details for the specified object.
-
-* Note that the `shareMode` property indicates the object-level permission assigned to a given user. 
-
-** `READ_ONLY` indicates view permissions to an object
-** `MODIFY` indicates edit permissions to an object
-
-* If the user doesn't have access to the specified object, the API returns a `403 unauthorized` error. 
-
-
-[source, JSON]
-----
-{
-  "d084c256-e284-4fc4-b80c-111cb606449a": {
-    "permissions": {
-      "59481331-ee53-42be-a548-bd87be6ddd4a": {
-        "topLevelObjectId": "d084c256-e284-4fc4-b80c-111cb606449a",
-        "shareMode": "READ_ONLY",
-        "dependents": [
-          {
-            "id": "d0f39bd0-47ae-45af-a214-bea2286e220a",
-            "name": "Total Quantity Purchased by Product",
-            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-          },
-          {
-            "id": "a9466299-4e89-4a2f-a1b2-d87337a4afc6",
-            "name": "Total Sales by Store",
-            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-          },
-          {
-            "id": "d766e0da-2fa6-4af5-ab44-d86f28326c3a",
-            "name": "Total Sales by Product Type",
-            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-            "type": "QUESTION_ANSWER_BOOK",
-            "shareMode": "READ_ONLY",
-            "isHidden": true,
-            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-          }
-        ]
-      }
-    }
-  }
-}
-----
-
-=== Response codes
-
-[options="header", cols="2,4"]
-|====
-|HTTP status code|Description
-|**200**|Successful operation
-|**400**|Invalid parameter value
-|**403**|Unauthorized request
-|====
-
-[#get-obj-perm-bulk]
-== Get object permission details for multiple object types
-
-To query object permission details for multiple object types and IDs, send a `POST` request to the `/tspublic/v1/security/effectivepermissionbulk` endpoint.
-
-=== Resource URL
-
-----
-POST /tspublic/v1/security/effectivepermissionbulk
-----
-
-=== Request parameters
-
-[width="100%" cols="1,4"]
-[options='header']
-|====
-|Form parameter|Description
-|`idsbytype`  a|__Array of Strings__. A JSON array of the object IDs for each object type. Valid object types are:
-
-* `QUESTION_ANSWER_BOOK` for answers.
-* `PINBOARD_ANSWER_BOOK` for Liveboards.
-* `LOGICAL_TABLE` for any data object such as a Table, Model, or View.
-* `LOGICAL_COLUMN` for a column of any data object such as Tables, Models, or Views.
-
-For example, to get permission details for specific Liveboards and answers, specify the value of `idsbytype` as shown here:
-----
-{"PINBOARD_ANSWER_BOOK": ["d084c256-e284-4fc4-b80c-111cb606449a"], 	"QUESTION_ANSWER_BOOK": ["92f48c07-9c62-4bfa-81ac-55f3049165b4"]}
-----
-|`dependentshare` __Optional__|__Boolean__. Object permission details for the dependent objects. When set to `true`, the API returns the permission details for the dependent objects of the specified object types and IDs.
-|====
-
-=== Example request
-
-.cURL
-
-[source, cURL]
-----
-curl -X POST \
---header 'Content-Type: application/x-www-form-urlencoded' \
---header 'Accept: application/json' \
---header 'X-Requested-By: ThoughtSpot' \
--d 'idsbytype=%7B%20%09%22PINBOARD_ANSWER_BOOK%22%3A%20%5B%22d084c256-e284-4fc4-b80c-111cb606449a%22%5D%2C%20%09%22QUESTION_ANSWER_BOOK%22%3A%20%5B%2292f48c07-9c62-4bfa-81ac-55f3049165b4%22%5D%20%7D&dependentshare=true' \
-'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/effectivepermissionbulk'
-----
-
-.Request URL
-----
-https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/effectivepermissionbulk
-----
-
-=== Example response
-
-If the data query operation is successful, the API returns the object permission details for the specified object IDs and types.
-
-* Note that the `shareMode` property indicates the object-level permission assigned to a given user. 
-
-** `READ_ONLY` indicates view permissions to an object
-** `MODIFY` indicates edit permissions to an object
-
-* If the user doesn't have access to the specified objects, the API returns a `403 unauthorized` error. 
-* If the user doesn't have access to one of the specified objects, the API returns only those objects to which a user has `READ_ONLY` or `MODIFY` permissions.
-
-
-[source, JSON]
-----
-{
-  "QUESTION_ANSWER_BOOK": {
-    "92f48c07-9c62-4bfa-81ac-55f3049165b4": {
-      "permissions": {
-        "59481331-ee53-42be-a548-bd87be6ddd4a": {
-          "topLevelObjectId": "92f48c07-9c62-4bfa-81ac-55f3049165b4",
-          "shareMode": "READ_ONLY",
-          "dependents": [
-            {
-              "id": "44cb25f9-9032-4d45-9d74-bbf66e1502f0",
-              "name": "Username",
-              "author": "965b5f46-7162-4c16-8aac-7ab26f313b25",
-              "type": "LOGICAL_COLUMN",
-              "shareMode": "READ_ONLY",
-              "isHidden": false,
-              "owner": "965b5f46-7162-4c16-8aac-7ab26f313b25",
-              "ownerName": "Credit Usage Worksheet"
-            },
-            {
-              "id": "5ff6043f-a340-46e0-98f1-84b4b3a96f1b",
-              "name": "Credit Window ID",
-              "author": "965b5f46-7162-4c16-8aac-7ab26f313b25",
-              "type": "LOGICAL_COLUMN",
-              "shareMode": "READ_ONLY",
-              "isHidden": false,
-              "owner": "965b5f46-7162-4c16-8aac-7ab26f313b25",
-              "ownerName": "Credit Usage Worksheet"
-            }
-          ],
-          "answerBookQueryEditable": true
-        }
-      }
-    }
-  },
-  "PINBOARD_ANSWER_BOOK": {
-    "d084c256-e284-4fc4-b80c-111cb606449a": {
-      "permissions": {
-        "59481331-ee53-42be-a548-bd87be6ddd4a": {
-          "topLevelObjectId": "d084c256-e284-4fc4-b80c-111cb606449a",
-          "shareMode": "READ_ONLY",
-          "dependents": [
-            {
-              "id": "d0f39bd0-47ae-45af-a214-bea2286e220a",
-              "name": "Total Quantity Purchased by Product",
-              "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-              "type": "QUESTION_ANSWER_BOOK",
-              "shareMode": "READ_ONLY",
-              "isHidden": true,
-              "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-            },
-            {
-              "id": "d766e0da-2fa6-4af5-ab44-d86f28326c3a",
-              "name": "Total Sales by Product Type",
-              "author": "d084c256-e284-4fc4-b80c-111cb606449a",
-              "type": "QUESTION_ANSWER_BOOK",
-              "shareMode": "READ_ONLY",
-              "isHidden": true,
-              "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
-            }
-          ]
-        }
-      }
-    }
-  }
-}
-----
-
-=== Response codes
-
-[options="header", cols=".^2a,.^14a"]
-|===
-|HTTP status code|Description
-|**200**|Successful operation
-|**400**|Invalid parameter value
-|**403**|Unauthorized request
-|===
-
diff --git a/modules/ROOT/pages/spotter-agent-apis.adoc b/modules/ROOT/pages/spotter-agent-apis.adoc
new file mode 100644
index 000000000..701e2297d
--- /dev/null
+++ b/modules/ROOT/pages/spotter-agent-apis.adoc
@@ -0,0 +1,1231 @@
+= AI APIs (Spotter Agent and Spotter 3)
+:toc: true
+:toclevels: 2
+
+:page-title: Spotter Agent APIs
+:page-pageid: spotter-agent-apis
+:page-description: You can use Spotter REST APIs to receive Answers for your analytical queries sent through the conversational experience with ThoughtSpot.
+
+ThoughtSpot's Spotter Agent APIs allow users to start a conversation session with Spotter Agent and send queries to explore data and receive responses synchronously or as a real-time Server-Sent Events (SSE) stream.
+
+== Overview
+Spotter Agent APIs support conversation sessions with natural language query strings, provide context-aware and guided data analysis, and allow integration with other agentic systems.
+
+The key capabilities of the Spotter APIs include the following:
+
+* Initiating and managing conversational sessions
+* Processing natural-language queries
+* Generating analytical responses, insights, and visualizations
+* Recommending relevant datasets or data sources
+* Decomposing complex user queries
+
+== API endpoints
+Each of the Spotter AI APIs serves a specific function:
+
+[width="100%" cols="1"]
+|=====
+a|`POST /api/rest/2.0/ai/agent/conversation/create` +
+xref:spotter-agent-apis.adoc#_create_a_conversation_session_with_spotter_agent[Creates a conversation session with the Spotter agent] to generate Answers for the specified data context.
+__Available on ThoughtSpot Cloud instances from 10.13.0.cl onwards. Includes breaking changes in 26.5.0.cl__.
+
+a| `POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send` [.version-badge.new]#New# +
+xref:spotter-agent-apis.adoc#_send_queries_to_a_conversation_session[Sends natural language messages] to an existing Spotter agent conversation and returns the complete response synchronously.
+__Replaces /api/rest/2.0/ai/agent/{conversation_identifier}/converse__.
+
+a|`POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream` [.version-badge.new]#New# +
+xref:spotter-agent-apis.adoc#_send_a_query_to_agent_and_get_streaming_responses[Sends one or more natural language messages] to an existing Spotter agent conversation and returns the response as a real-time Server-Sent Events (SSE) stream.
+__Replaces /api/rest/2.0/ai/agent/{conversation_identifier}/converse__.
+
+a| `POST /api/rest/2.0/ai/data-source-suggestions` [beta betaBackground]^Beta^ +
+xref:spotter-agent-apis.adoc#_get_data_source_suggestions[Returns a list of relevant data sources], such as Models, based on a query and thus helping users and agents choose the most appropriate data source for analytics. +
+__Available on ThoughtSpot Cloud instances from 10.15.0.cl onwards__.
+
+| `POST /api/rest/2.0/ai/relevant-questions/` [beta betaBackground]^Beta^ +
+xref:spotter-agent-apis.adoc#_get_relevant_questions[Decomposes a user query] into relevant sub-questions. Guides users to explore data more deeply for a comprehensive analysis. +
+__Available on ThoughtSpot Cloud instances from 10.13.0.cl onwards__.
+
+a| `POST /api/rest/2.0/ai/agent/converse/sse` [.version-badge.deprecated]#Deprecated# +
+Legacy API endpoint for streaming responses, including tokens and visualizations, for a specific conversation context.
+__Deprecated in 26.5.0.cl__.
+
+a| `POST /api/rest/2.0/ai/agent/{conversation_identifier}/converse` [.version-badge.deprecated]#Deprecated# +
+Legacy API endpoint to send natural language queries to a conversation session with Spotter agent. +
+__Deprecated in 26.5.0.cl__.
+|=====
+
+== Create a conversation session with Spotter Agent
+
+The `/api/rest/2.0/ai/agent/conversation/create` API endpoint allows creating a new conversation session with Spotter Agent for specific or multi-data context and returns a conversation ID in response.
+
+=== Request parameters
+The request body must include the `metadata_context`. REST API clients must have at least view access to the data source objects specified in the API request to create a conversation session and use it for subsequent queries.
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Form parameter| Description
+|`metadata_context` a| Defines the data context for the conversation.
+
+* `type` +
+Metadata context type. The context type is mandatory. Select one of the following values:
+
+** `AUTO_MODE` to allow Spotter Agent to automatically discover and select the most relevant datasets for user's queries.
+** `DATA_SOURCE` to set a specific data source as the data context. You must specify  `data_source_context` and data source IDs. +
+To set a specific data source object, use `data_source_identifier`. +
+To set multi-data context, use `data_source_identifiers`.
+** `data_source` [.version-badge.deprecated]#Deprecated# +
+This option is deprecated in 26.5.0.cl. ThoughtSpot recommends using the `DATA_SOURCE` with `data_source_context` and data source IDs instead.
+
+|`conversation_settings` a|__Optional__. Defines additional parameters for the conversation context. You can set any of the following attributes as needed:
+
+* `enable_contextual_change_analysis` +
+__Boolean__. When enabled, Spotter analyzes how context changes over time, that is comparing results from different queries. Enabled by default in 26.2.0.cl and later versions.
+* `enable_natural_language_answer_generation`  +
+__Boolean__. Allows sending natural language queries to the conversation session. Enabled by default in 26.2.0.cl and later versions.
+* `enable_reasoning` +
+__Boolean__. Allows Spotter to use reasoning for deep analysis and precise responses. Enabled by default in 26.2.0.cl and later versions.
+* `enable_save_chat` +
+When set to `true`, adds the conversation to chat history.
+|=====
+
+=== Example request
+
+With AUTO_MODE for metadata context::
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/create'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_context": {
+    "type": "AUTO_MODE"
+  },
+  "conversation_settings": {
+    "enable_save_chat": true
+  }
+}'
+----
+
+For a single data source as the data context::
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/create'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_context": {
+    "type": "DATA_SOURCE",
+    "data_source_context": {
+      "data_source_identifier": "a1b2c3d4-e5f6-7890-abcd-ef1234567890"
+    }
+  },
+  "conversation_settings": {}
+}'
+----
+
+For multi-data source context::
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/create'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_context": {
+    "type": "DATA_SOURCE",
+    "data_source_context": {
+      "data_source_identifiers": [
+        "a1b2c3d4-e5f6-7890-abcd-ef1234567890",
+        "b2c3d4e5-f6a7-8901-bcde-f12345678901"
+      ]
+    }
+  },
+  "conversation_settings": {
+    "enable_save_chat": true
+  }
+}'
+----
+
+=== API response
+
+If the API request is successful, the API returns the conversation ID and identifier in the response body.
+
+[source,JSON]
+----
+{
+  "conversation_id": "wwHQ5j8O8dQC",
+  "conversation_identifier": "wwHQ5j8O8dQC"
+}
+----
+
+* `conversation_identifier` +
+Use this for all subsequent message calls.
+* `conversation_id` [.version-badge.deprecated]#Deprecated# +
+Returns the same value as `conversation_identifier`.
+
+== Send queries to a conversation session
+
+To send queries to an ongoing conversation session with the Spotter agent and receive a response synchronously, use the `/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send` API endpoint.
+
+This API operation requires the conversation ID obtained from the conversation creation API endpoint (`/api/rest/2.0/ai/agent/conversation/create`). The user making the API request must have access to the conversation session. The API request body must include at least one message in natural language format.
+
+=== Request parameters
+
+[width="100%" cols="2,2,4"]
+[options='header']
+|=====
+|Parameter|Type| Description
+|`conversation_identifier`|Path parameter|__String__. Required. Specify the conversation ID received from the xref:spotter-agent-apis.adoc#_create_a_conversation_session_with_spotter_agent[POST /api/rest/2.0/ai/agent/conversation/create] API call.
+|`messages`|Form parameter|_Array of strings_. Required. Specify at least one query in natural language. For example, `total sales of jackets last month`.
+|=====
+
+
+////
+|`settings` |__Optional__.  Defines additional parameters for the conversation context. You can set any of the following attributes as needed:
+
+* `enable_contextual_change_analysis` +
+__Boolean__. When enabled, Spotter analyzes how the context changes over time, that is comparing results from different queries.
+* `enable_natural_language_answer_generation` +
+__Boolean__. Allows sending natural language queries to the conversation session.
+* `enable_reasoning` +
+__Boolean__. Allows Spotter to use reasoning for deep analysis and precise responses.
+////
+
+=== Request and response examples
+
+The following example sends a data comparison query to a conversation session. The conversation ID is specified in the request URL as a path parameter.
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}'  \
+  --data-raw '{
+  "messages": [
+    "Sales in 2025 vs 2024"
+  ]
+}'
+----
+
+If the request is successful, the API returns an array of objects in the response. The messages in the API response include the following parts:
+
+[source,JSON]
+----
+[
+  {
+    "type": "text",
+    "text": "\n\nI'll compare sales between 2025 and 2024. First, let me get the dataset context.",
+    "metadata": {},
+    "internal": {},
+    "agent_context": ""
+  },
+  {
+    "type": "text",
+    "text": "```json\n{\"dataset_name\":\"(Sample) Retail - Apparel\",\"columns\":[{\"name\":\"sales\",\"type\":\"MEASURE\"},{\"name\":\"date\",\"type\":\"ATTRIBUTE\"}]}\n```",
+    "metadata": {},
+    "internal": {},
+    "agent_context": ""
+  },
+  {
+    "type": "answer",
+    "title": "Compare total sales for 2025 vs 2024",
+    "description": "",
+    "session_id": "842bb67a-e08e-4861-97e8-8db9538db51d",
+    "gen_no": 2,
+    "sage_query": "[sales] [date] = '2025' vs [date] = '2024'",
+    "tml_tokens": ["[sales]", "[date] = '2025' vs [date] = '2024'"],
+    "formulas": [],
+    "parameters": [],
+    "subqueries": [],
+    "viz_suggestion": "CAEQIBomEiQ2NjE5NzI0Yy1kMjVlLTU4MDItOWNjOC1jNDA3MWY3OWY5MzAoATIA",
+    "metadata": {
+      "output": "<base64-encoded-protobuf-output>",
+      "worksheet_id": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "chart_type": "KPI",
+      "interrupted": false,
+      "data_awareness_enabled": true
+    },
+    "internal": {}
+  },
+  {
+    "type": "text",
+    "text": "\n\nThe visualization shows year-over-year comparison. You can identify growth or decline trends.",
+    "metadata": {},
+    "internal": {},
+    "agent_context": ""
+  }
+]
+----
+
+The following example sends a follow-up question to the same conversation session.
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}'  \
+  --data-raw '{
+  "messages": [
+    "Now break that down by product category"
+  ]
+}'
+----
+
+If the request is successful, the agent returns the response for the follow-up question:
+
+[source,JSON]
+----
+[{
+    "type": "text",
+    "text": "I'll add product category to the comparison.",
+    "metadata": {},
+    "internal": {},
+    "agent_context": ""
+  },
+  {
+    "type": "answer",
+    "title": "Sales by Product Category: 2025 vs 2024",
+    "session_id": "9abc1234-0000-0000-0000-000000000005",
+    "gen_no": 3,
+    "sage_query": "[sales] [product category] [date] = '2025' vs [date] = '2024'",
+    "tml_tokens": ["[sales]", "[product category]", "[date] = '2025' vs [date] = '2024'"],
+    "formulas": [],
+    "parameters": [],
+    "subqueries": [],
+    "viz_suggestion": "",
+    "metadata": {
+      "chart_type": "BAR",
+      "worksheet_id": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+    },
+    "internal": {}
+  }]
+----
+
+In each response, the agent returns the following information:
+
+* `type` +
+Type of the message, such as text, answer, or error.
+* `text` +
+Response message generated for the query.
+* `metadata` +
+Additional information based on the message type. For example, answer metadata, chart type or the data source ID.
+* `tml_tokens` +
+Query string broken down as TML tokens.
+
+In case of errors, the response returns the error details:
+
+[source,JSON]
+----
+[{
+    "type": "error",
+    "message": "The conversation session has expired. Please create a new conversation.",
+    "code": "SESSION_EXPIRED"
+}]
+----
+
+
+
+////
+The following example shows the response text contents for the `answer` message type.
+
+[source,JSON]
+----
+[
+  {
+    "id": "r24X7D99SROD",
+    "type": "answer",
+    "group_id": "o8dQ9SAWdtrL",
+    "metadata": {
+      "sage_query": "[sales] [item type] = [item type].'jackets'",
+      "session_id": "b321b404-cbf1-4905-9b0c-b93ad4eedf89",
+      "gen_no": 1,
+      "transaction_id": "6874259d-13b1-478c-83cb-b3ed52628850",
+      "generation_number": 1,
+      "warning_details": null,
+      "ambiguous_phrases": null,
+      "query_intent": null,
+      "assumptions": "You want to see the total sales amount for jackets item type.",
+      "tml_phrases": [
+        "[sales]",
+        "[item type] = [item type].'jackets'"
+      ],
+      "cached": false,
+      "sub_queries": null,
+      "title": "Net sales of Jackets",
+      "worksheet_id": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+    },
+    "title": "Net sales of Jackets"
+  }
+]
+----
+
+The session ID and generation number serve as the data context for the Answer. You can use this information to create a new conversation session using `/api/rest/2.0/ai/agent/conversation/create`, or download the answer via the `/api/rest/2.0/report/answer` API endpoint.
+
+
+* The tokens and TML phrases returned in the response can be used as inputs for the search data API call to get an Answer.
+////
+
+== Send a query to agent and get streaming responses
+
+To send queries to an ongoing conversation session with Spotter agent and receive streaming responses, use the `/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream` API endpoint. This API endpoint uses the SSE protocol to deliver data incrementally in real time, rather than waiting for the entire response to be generated before sending it to the client.
+
+The `/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream` API can be used as an integrated tool for real-time streaming of conversational interactions between agents and the ThoughtSpot backend.
+
+=== Request parameters
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Parameter| Description
+|`conversation_identifier` |__String__. Specify the conversation ID received from the xref:spotter-agent-apis.adoc#_create_a_conversation_session_with_spotter_agent[POST /api/rest/2.0/ai/agent/conversation/create] API call.
+|`messages`|_Array of Strings_. Include at least one natural language query. For example, `Sales data for Jackets`, `Top performing products in the west coast`.
+|=====
+
+=== Example request
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "conversation_identifier": "h2I_pTGaRQof",
+  "messages": [
+    "Net sales of Jackets"
+  ]
+}'
+----
+
+=== API response
+
+If the API request is successful, the response includes a stream of events, each containing a partial or complete message from the AI agent, rather than a single JSON object.
+
+Each event is a simple text-based message in a specific format, `data: <your_data>\n\n`; `<your_data>\n\n` means that each message sent from the server to the client is prefixed with `data:` keyword, followed by the actual payload (`<your_data>`), and ends with two newline characters (`\n\n`).
+
+The API uses this format so that the clients can reconstruct the AI-generated response as it streams in, chunk by chunk, and show the responses in real-time. In agentic workflows, the receiving client or agent listens to the SSE stream, parses each event, and assembles the full response for its users.
+
+==== Example response
+If the request is valid, the API returns SSE streams. Each line has the form `data: [{"type": "...", ...}]`, a JSON array of event objects.
+
+[source,JSON]
+----
+data: [{"type":"ack","node_id":"aGxzcFVrtom8"}]
+
+data: [{"type":"conv_title","title":"Sales 2025 vs 2024","conv_id":"-XIi04l5rrof"}]
+
+data: [{"type":"notification","group_id":"cDEsAQbSnd3J","metadata":{"type":"thinking","tool_title":"Analyzing Sales Performance: 2025 vs 2024"},"code":"TOOL_CALL_NOTIFICATION"}]
+
+data: [{"id":"mNAdvy-NK2l6","type":"text-chunk","group_id":"cDEsAQbSnd3J","metadata":{"format":"markdown","type":"thinking"},"content":"\n\nI need to compare sales performance between 2025 and 2024."}]
+
+data: [{"type":"notification","group_id":"m1MTvttEUa7o","code":"nls_start"}]
+
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+For the complete response in one payload, use +sendAgentConversationMessage+ instead.
+----
+
+////
+[source,]
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+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": ","}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " time"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " period"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": ","}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " or"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " compare"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " jacket"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " sales"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " to"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " other"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " product"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " types"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": ","}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " please"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " let"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " me"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " know"}]
+
+data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": "!"}]
+----
+////
+
+==== SSE event types
+The SSE event types streamed in the API response include:
+
+* `ack` +
+Confirms receipt of the request. For example, the type in the first message `data: [{"type": "ack", "node_id": "BRxCtJ-aGt8l"}]`, which indicates that the server has received the client's request and is acknowledging it.
+* `conv_title` +
+A conversation title (`title`, `conv_id`).
+* `notification` +
+Progress or status update (`group_id`, `metadata`, `code`). For example, `TOOL_CALL_NOTIFICATION`, `nls_start`, `FINAL_RESPONSE_NOTIFICATION`.
+* `type` +
+Type can be `thinking`, `text`
+* `text`+
+Complete text block in markdown format.
+* `text-chunk` +
+Text fragments in incremental streaming, often in markdown (`id`, `group_id`, `metadata` with `format`)
+* `content` +
+The actual text content sent incrementally. For example, `"I"`, `"understand"`, `"you're"`, `"interested"`, `"in"`, `"the"`, `"net"`, `"sales"`, and so on.
+* `text` +
+Full text block with same structure as text-chunk.
+* `answer` +
+Structured answer with metadata (`id`, `group_id`, `metadata` with `sage_query`, `session_id`, `title` and more)
+* `error` +
+In case of failures.
+* `*-interrupt` +
+If the generation was stopped mid-stream.
+* `group_id` +
+Groups related chunks together.
+
+For more information and examples, see xref:spotter-agent-apis.adoc#_sse_event_payload_reference[SSE event payload reference].
+
+=== Thinking versus output events
+Spotter responses have two phases:
+
+* A *thinking phase*, where the AI reasons through the query and calls internal tools, followed by an *output phase* containing the final response delivered to the user. +
+
+Events in the thinking phase carry `"metadata": { "type": "thinking" }`. All other events are final output.
+
+Every event includes a `group_id`. Events sharing the same `group_id` belong together. During the thinking phase, each tool call gets its own `group_id`. A `FINAL_RESPONSE_NOTIFICATION` notification marks the boundary between the thinking and output phases.
+
+[mermaid]
+----
+THINKING PHASE
+───────────────────────────────────────────────────────────
+ack
+
+┌─ group_id: g1 ── Tool Call 1 ("Searching data") ─────────┐
+│  notification  (thinking, TOOL_CALL_NOTIFICATION)        │
+│  text-chunk    (thinking)                                │
+│  answer        (thinking)                                │
+└──────────────────────────────────────────────────────────┘
+
+┌─ group_id: g2 ── Tool Call 2 ("Running code") ───────────┐
+│  notification  (thinking, TOOL_CALL_NOTIFICATION)        │
+│  text-chunk    (thinking)                                │
+│  text-chunk    (thinking)                                │
+└──────────────────────────────────────────────────────────┘
+
+notification (FINAL_RESPONSE_NOTIFICATION)  ←── boundary
+────────────────────────────────────────────────────────────
+
+OUTPUT PHASE
+────────────────────────────────────────────────────────────
+┌─ group_id: g3 ────────────────────────────────────────────┐
+│  text      "Here are the results:"                        │
+│  answer    (final visualization)                          │
+└───────────────────────────────────────────────────────────┘
+[stream closes]
+----
+
+==== Notification codes reference
+
+[width="100%" cols="2,4"]
+[options='header']
+|===
+|Code| When it appears
+|`QH`|Query handling started
+|`TML_GEN` / +TML_GEN_RETRY+|Generating or retrying TML
+|`ANSWER_GEN`|Generating an answer
+|`IDENTIFYING_ATTRIBUTES`|Identifying data attributes
+|`PERFORMING_CHANGE_ANALYSIS`|Running change analysis
+|`PERFORMING_FORECASTING_ANALYSIS`|Running forecasting
+|`SUMMARIZING_RESULTS`|Summarizing results
+|`TOOL_CALL_NOTIFICATION`|Tool invocation (during thinking phase)
+|`FINAL_RESPONSE_NOTIFICATION`|Marks the transition from thinking to output
+|`search_datasets_start` / +search_datasets_end+|Data source discovery in progress or complete
+|`approval_required`|An external tool requires user permission before proceeding
+|===
+
+=== SSE event payload reference
+
+==== ack
+
+[source,JSON]
+----
+data: {
+  "type": "ack",
+  "group_id": "a1b2c3",
+  "id": "evt-001",
+  "node_id": "resp-node-abc"
+}
+----
+
+==== notification (thinking — tool call)
+
+[source,JSON]
+----
+data: {
+  "type": "notification",
+  "group_id": "g1",
+  "id": "evt-002",
+  "code": "TOOL_CALL_NOTIFICATION",
+  "message": "Searching for relevant data",
+  "metadata": {
+    "type": "thinking",
+    "tool_title": "Searching sales data",
+    "tool_code": "RUNNING_CODE_EXECUTION",
+    "tool_name": "code_interpreter"
+  }
+}
+----
+
+==== notification (thinking - external tool with MCP integration)
+
+[source,JSON]
+----
+data: {
+  "type": "notification",
+  "group_id": "g2",
+  "id": "evt-003",
+  "code": "TOOL_CALL_NOTIFICATION",
+  "message": "Querying Salesforce",
+  "metadata": {
+    "type": "thinking",
+    "tool_title": "Salesforce: Get Opportunities",
+    "tool_name": "get_opportunities",
+    "integration_id": "int-sf-123",
+    "integration_name": "Salesforce"
+  }
+}
+----
+
+==== notification (approval required)
+Sent when an external MCP tool requires explicit user permission before proceeding. Your application should prompt the user to approve or deny the action before continuing.
+
+[source,JSON]
+----
+data: {
+  "type": "notification",
+  "group_id": "g2",
+  "id": "evt-005",
+  "code": "approval_required",
+  "metadata": {
+    "request_id": "perm-req-789",
+    "integration_id": "int-sf-123",
+    "integration_name": "Salesforce",
+    "tool_name": "get_opportunities",
+    "annotated_title": "Access Salesforce Opportunities"
+  }
+}
+----
+
+==== notification (FINAL_RESPONSE_NOTIFICATION)
+
+[source,JSON]
+----
+data: {
+  "type": "notification",
+  "group_id": "g1",
+  "id": "evt-004",
+  "code": "FINAL_RESPONSE_NOTIFICATION",
+  "message": ""
+}
+----
+
+==== text
+
+[source,JSON]
+----
+data: {
+  "type": "text",
+  "group_id": "g3",
+  "id": "evt-007",
+  "content": "Here is the total revenue breakdown by region for Q4 2025:\n\n- **North America:** $4.2M\n- **EMEA:** $2.8M\n- **APAC:** $1.5M"
+}
+----
+
+==== text-chunk
+Multiple chunks sharing the same `id` should be appended together to reconstruct the full text item.
+
+[source,JSON]
+----
+data: { "type": "text-chunk", "group_id": "g3", "id": "evt-009", "content": "Based on the analysis, " }
+data: { "type": "text-chunk", "group_id": "g3", "id": "evt-009", "content": "revenue grew 12% quarter-over-quarter." }
+----
+
+==== answer
+When an `answer` event is received, the +session_id+ and +gen_no+ fields are returned. You can export the visualization data using the Export Answer Report API to process the results. This allows users to download the answer as a PDF, PNG, CSV, or XLSX file.
+
+[source,JSON]
+----
+data: {
+  "type": "answer",
+  "group_id": "g3",
+  "id": "evt-010",
+  "title": "Revenue by Region Q4 2025",
+  "metadata": {
+    "session_id": "sess-abc-123",
+    "gen_no": 1,
+    "transaction_id": "txn-456",
+    "worksheet_id": "ws-def-789",
+    "cached": false,
+    "is_hidden": false
+  }
+}
+----
+
+==== search_datasets
+Emitted as a start/end pair during Auto mode data source discovery.
+
+
+[source,JSON]
+----
+data: { "type": "search_datasets", "group_id": "g0", "id": "evt-012", "code": "search_datasets_start", "metadata": {} }
+
+data: {
+  "type": "search_datasets",
+  "group_id": "g0",
+  "id": "evt-013",
+  "code": "search_datasets_end",
+  "metadata": {
+    "data_sources": [
+      { "worksheet_id": "ws-1", "worksheet_name": "Sales Data", "confidence": "high", "reasoning": "Contains revenue columns" },
+      { "worksheet_id": "ws-2", "worksheet_name": "Marketing Data", "confidence": "low", "reasoning": "No revenue columns" }
+    ],
+    "auto_selected": { "worksheet_id": "ws-1", "worksheet_name": "Sales Data", "confidence": "high", "reasoning": "Best match" }
+  }
+}
+----
+==== file
+
+[source,JSON]
+----
+data: {
+  "type": "file",
+  "group_id": "g3",
+  "id": "evt-014",
+  "files": [
+    { "ts_file_id": "file-abc-001", "display_name": "quarterly_report.csv", "file_type": "csv", "created_at": "2025-11-15T10:30:00Z" },
+    { "ts_file_id": "file-abc-002", "display_name": "chart.png", "file_type": "png", "created_at": "2025-11-15T10:30:01Z" }
+  ],
+  "metadata": { "conv_id": "conv-123" }
+}
+----
+==== conv_title
+
+[source,JSON]
+----
+data: {
+  "type": "conv_title",
+  "group_id": "g0",
+  "id": "evt-015",
+  "title": "Revenue Analysis Q4 2025",
+  "conv_id": "conv-123"
+}
+----
+
+==== error
+
+[source,JSON]
+----
+data: {
+  "type": "error",
+  "group_id": "g3",
+  "id": "evt-016",
+  "code": "RATE_LIMIT_EXCEEDED",
+  "message": "Too many requests",
+  "display_message": "You've exceeded the rate limit. Please try again in a few minutes."
+}
+----
+==== agent-interrupt
+
+[source,JSON]
+----
+Sent when generation is stopped mid-stream.
+data: {
+  "type": "notification",
+  "group_id": "g3",
+  "id": "evt-017",
+  "code": "agent-interrupt",
+  "message": "Generation stopped"
+}
+----
+
+[#process_results]
+== Process results generated from a conversation session
+To export or download the Answer data generated by the Spotter APIs, use the xref:data-report-v2-api.adoc#exportSpotterData[Answer report] API.
+
+The `session_id` and `gen_no` values from the `answer` event metadata are required to identify the answer to export. +
+*Note* Requires at least view access to the Answer.
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/report/answer' \
+  -H 'Authorization: Bearer {Bearer_token}' \
+  -H 'Accept: application/octet-stream' \
+  -H 'Content-Type: application/json' \
+  --data-raw '{
+  "session_identifier": "sess-abc-123",
+  "generation_number": 1,
+  "file_format": "CSV"
+}'
+----
+The `file_format` parameter accepts `PDF`, `PNG`, `CSV`, or `XLSX`.
+
+[NOTE]
+====
+Using tokens generated by the Spotter API in a xref:data-report-v2-api.adoc#_search_data_api[Search Data API] request can return invalid column errors, because these tokens may reference formulas or columns not present in the data model. Instead, use the xref:data-report-v2-api.adoc#exportSpotterData[Answer report] API and include the session ID and generation number obtained from the Spotter API in your API request to retrieve the data.
+====
+
+
+== Data literacy and query assistance
+The query assistance APIs help users find the appropriate dataset for a given query string, suggest what questions can be asked, and return example questions. These APIs are specifically designed to improve data literacy for users who may not be familiar with the underlying data, making it easier for them to explore and analyze data effectively.
+
+=== Get data source suggestions
+
+The `POST /api/rest/2.0/ai/data-source-suggestions` API provides relevant data source recommendations for a user-submitted natural language query. To use this API, you must have at least view access to the underlying metadata object referenced in the response.
+
+==== Request parameters
+
+[width="100%" cols="2,4"]
+[options='header']
+|====
+|Parameter| Description
+|`metadata_context`  a| Required. Specify one of the following attributes to set the metadata context:
+
+* `data_source_identifiers` +
+__Array of strings__. IDs of the data source object such as Models.
+* `answer_identifiers` +
+__Array of strings__. GUIDs of the Answer objects that you want to use as metadata.
+* `conversation_identifier` +
+__String__. ID of the conversation session.
+* `liveboard_identifiers` +
+__Array of strings__. GUIDs of the Liveboards that you want to use as metadata.
+
+| `query` |__String__. Required parameter. Specify the query string that needs to be decomposed into smaller, analytical sub-questions.
+|`limit_relevant_questions` +
+__Optional__ | __Integer__. Sets a limit on the number of sub-questions to return in the response. Default is 5.
+|`bypass_cache` +
+__Optional__| __Boolean__. When set to `true`, disables cache and forces fresh computation.
+|`ai_context` +
+__Optional__. a| Additional context to guide the response. Define the following attributes as needed:
+|====
+
+==== Example request
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/relevant-questions/'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}'
+  --data-raw '{
+  "metadata_context": {
+    "data_source_identifiers": [
+      "cd252e5c-b552-49a8-821d-3eadaa049cca"
+    ]
+  },
+  "query": "Net sales of Jackets in west coast",
+  "limit_relevant_questions": 3
+}'
+----
+
+==== API response
+If the API request is successful, ThoughtSpot returns a ranked list of data sources, each annotated with relevant reasoning.
+
+[source,JSON]
+----
+{
+  "relevant_questions": [
+    {
+      "query": "What is the trend of sales by type over time?",
+      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "data_source_name": "(Sample) Retail - Apparel"
+    },
+    {
+      "query": "Sales by item",
+      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "data_source_name": "(Sample) Retail - Apparel"
+    },
+    {
+      "query": "Sales across regions",
+      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "data_source_name": "(Sample) Retail - Apparel"
+    }
+  ]
+}
+----
+
+The returned results include metadata such as:
+
+* `confidence` +
+A float indicating the Model's confidence in the relevance of each recommendation.
+* `details` +
+The data source ID, name, and description for each recommended data source.
+* `reasoning` +
+Reason provided by the LLM to explain why each data source was recommended.
+
+=== Get relevant questions
+
+The `/api/rest/2.0/ai/relevant-questions/` API endpoint breaks down a user-submitted query into relevant sub-questions. It accepts the original query and optional additional context, then generates a set of related questions to help users explore their data comprehensively.
+
+During agentic interactions, this API can be used as an integrated tool to decompose user queries and suggest relevant questions for a specific data context. REST clients can also call this API directly to fetch relevant questions via a `POST` request.
+
+==== Request parameters
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Parameter| Description
+|`metadata_context`  a| Required. Specify one of the following attributes to set the metadata context:
+
+* `data_source_identifiers` +
+__Array of strings__. IDs of the data source object such as Models.
+* `answer_identifiers` +
+__Array of strings__. GUIDs of the Answer objects that you want to use as metadata.
+* `conversation_identifier` +
+__String__. ID of the conversation session.
+* `liveboard_identifiers` +
+__Array of strings__. GUIDs of the Liveboards that you want to use as metadata.
+
+| `query` |__String__. Required parameter. Specify the query string that needs to be decomposed into smaller, analytical sub-questions.
+|`limit_relevant_questions` +
+__Optional__ | __Integer__. Sets a limit on the number of sub-questions to return in the response. Default is 5.
+|`bypass_cache` +
+__Optional__| __Boolean__. When set to `true`, disables cache and forces fresh computation.
+|`ai_context` +
+__Optional__. a| Additional context to guide the response. Define the following attributes as needed:
+
+* `instructions` +
+__Array of strings__. Custom user instructions to influence how the AI interprets and processes the query.
+* `content` +
+__Array of strings__. Additional input such as raw text or CSV-formatted data to enhance context and answer quality.
+|=====
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/relevant-questions/'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}'
+  --data-raw '{
+  "metadata_context": {
+    "data_source_identifiers": [
+      "cd252e5c-b552-49a8-821d-3eadaa049cca"
+    ]
+  },
+  "query": "Net sales of Jackets in west coast",
+  "limit_relevant_questions": 3
+}'
+----
+
+==== Example response
+If the request is successful, the API returns a set of questions related to the query and metadata context in the `relevant_questions` array. Each object in the `relevant_questions` array contains the following fields:
+
+* `query` +
+A string containing the natural language (NL) sub-question.
+* `data_source_identifier` +
+GUID of the data source object.
+* `data_source_name` +
+Name of the associated data source object.
+
+[source,JSON]
+----
+{
+  "relevant_questions": [
+    {
+      "query": "What is the trend of sales by type over time?",
+      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "data_source_name": "(Sample) Retail - Apparel"
+    },
+    {
+      "query": "Sales by item",
+      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "data_source_name": "(Sample) Retail - Apparel"
+    },
+    {
+      "query": "Sales across regions",
+      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+      "data_source_name": "(Sample) Retail - Apparel"
+    }
+  ]
+}
+----
+
+== Additional resources
+
+* Visit the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction">REST API v2.0 Playground</a>+++ to view the API endpoints and verify the request and response workflows.
+* For information about MCP tools, see xref:mcp-integration.adoc[MCP server integration].
diff --git a/modules/ROOT/pages/spotter-apis.adoc b/modules/ROOT/pages/spotter-apis.adoc
index c13019ee4..804762470 100644
--- a/modules/ROOT/pages/spotter-apis.adoc
+++ b/modules/ROOT/pages/spotter-apis.adoc
@@ -1,20 +1,12 @@
-= Spotter AI APIs
+= Spotter APIs
 :toc: true
 :toclevels: 2
 
 :page-title: Spotter APIs
 :page-pageid: spotter-api
-:page-description: You can use Spotter REST APIs to receive Answers for your analytical queries sent  through the conversational experience with ThoughtSpot.
+:page-description: You can use Spotter REST APIs to receive Answers for your analytical queries sent through the conversational experience with ThoughtSpot.
 
-ThoughtSpot's Spotter AI APIs [beta betaBackground]^Beta^ allow users to query and explore data through conversational interactions.
-
-[NOTE]
-====
-The Spotter AI APIs are in Beta and disabled by default on ThoughtSpot instances. To enable these APIs on your instance, contact ThoughtSpot Support.
-====
-
-== Overview
-Spotter AI APIs collectively support natural-language-driven analytics, context-aware and guided data analysis, and integration with agentic systems.
+The Spotter APIs support natural-language-driven analytics, context-aware and guided data analysis, and integration with agentic systems.
 
 The key capabilities of the Spotter APIs include the following:
 
@@ -26,66 +18,26 @@ The key capabilities of the Spotter APIs include the following:
 
 Spotter manages conversation sessions, context tracking, and response generation for user-submitted queries. The Spotter APIs are designed for use in Spotter-driven analytics and also for agentic interactions within an orchestrated agent framework.
 
-=== Locale settings for API requests
-
-When using the xref:spotter-apis.adoc#_generate_a_single_answer[Single Answer] and xref:spotter-apis.adoc#_send_a_question_to_generate_answer[Send message] APIs, the locale used for API requests depends on your application's locale settings:
-
-* If your application is set to "Use browser language," the API will not apply the default locale. In this case, you must explicitly include the desired locale code in the `Accept-Language` header of your API request. If you do not specify the locale, the API may not return responses in the expected language or regional format.
-* If you have set a specific locale in your ThoughtSpot instance or user profile, the API will use this locale to generate responses, overriding the browser or OS locale.
-
-To ensure consistent localization, set the `Accept-Language` header in your API requests when relying on browser language detection, or configure the locale explicitly in the user profile settings in ThoughtSpot.
-
-=== API endpoints
-Each of the Spotter AI APIs serves a specific function:
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Category| API endpoints
-|Conversational analytics with Spotter (Classic) a|
-
-* `POST /api/rest/2.0/ai/conversation/create` +
-xref:spotter-apis.adoc#_create_a_conversation_session[Creates a conversation session] with Spotter to generate Answers from a specific data Model. The resulting session sets the context for subsequent queries and responses.
+Spotter API operations require `CAN_USE_SPOTTER` privilege and at least view-level access to the underlying metadata entities referenced in the response.
 
-* `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse` +
-Allows xref:spotter-apis.adoc#_send_a_query_to_a_conversation_session[Sending a message or follow-up query] to an ongoing conversation session.
+== Supported API operations
 
-* `POST /api/rest/2.0/ai/answer/create` +
-xref:spotter-apis.adoc#_generate_a_single_answer[Generates an answer] for a natural language query specified in the API request.
+For information about supported API operations, see the following pages:
 
-|Advanced analytics and agentic interaction a| * `POST /api/rest/2.0/ai/agent/conversation/create` +
-xref:spotter-apis.adoc#_create_a_conversation_session_with_spotter_agent[Creates a conversation session with the Spotter agent] to generate Answers for the specified data context. This API endpoint is designed for agentic or orchestrated frameworks that leverage Spotter agent's capabilities for advanced analytics, context-aware conversations, and data literacy. +
-__Available on ThoughtSpot Cloud instances from 10.13.0.cl onwards__.
+* xref:spotter-classic-apis.adoc[APIs for Spotter classic workflow]
+* xref:spotter-agent-apis.adoc[APIs for Spotter agent workflows]
+* xref:spotter-nl-instructions.adoc[APIs for Spotter coaching and NL instructions]
 
-* `POST /api/rest/2.0/ai/agent/converse/sse` +
-xref:spotter-apis.adoc#_send_a_question_and_generate_streaming_responses[Streams responses], including tokens and visualizations, for a specific conversation context. This API endpoint can be used for real-time agentic interactions and orchestrated experiences. +
-__Available on ThoughtSpot Cloud instances from 10.13.0.cl onwards__.
+== Locale settings for API requests
 
-* `POST /api/rest/2.0/ai/agent/{conversation_identifier}/converse` +
-xref:spotter-apis.adoc#_send_queries_to_a_conversation_session_with_spotter_agent[Sends a message] to an ongoing conversation session with Spotter agent. +
-__Available on ThoughtSpot Cloud instances from 10.15.0.cl onwards__.
+When using the xref:spotter-classic-apis.adoc#_generate_a_single_answer[Single Answer] and xref:spotter-classic-apis.adoc#_send_a_question_to_generate_answer[Send message] APIs, the locale used for API requests depends on your application's locale settings:
 
-|Data literacy and guided analysis a|
-* `POST /api/rest/2.0/ai/data-source-suggestions` +
-xref:spotter-apis.adoc#_get_data_source_suggestions[Returns a list of relevant data sources], such as Models, based on a query and thus helping users and agents choose the most appropriate data source for analytics. +
-__Available on ThoughtSpot Cloud instances from 10.15.0.cl onwards__.
-
-* `POST /api/rest/2.0/ai/relevant-questions/`] +
-xref:spotter-apis.adoc#_get_relevant_questions[Decomposes a user query] into relevant sub-questions. Guides users to explore data more deeply for a  comprehensive analysis. +
-__Available on ThoughtSpot Cloud instances from 10.13.0.cl onwards__.
-
-|NL instructions to coach Spotter a| * `POST /api/rest/2.0/ai/instructions/set` +
-xref:spotter-apis.adoc#_set_nl_instructions[Sets natural language instructions] on a specific data model to guide Spotter and enhance the quality of Spotter-generated responses. +
-__Available on ThoughtSpot Cloud instances from 10.15.0.cl onwards__.
-
-* `POST /api/rest/2.0/ai/instructions/get` +
-xref:spotter-apis.adoc#_retrieve_nl_instructions_assigned_to_a_model[Retrieves NL instructions assigned to a Model] +
-__Available on ThoughtSpot Cloud instances from 10.15.0.cl onwards__.
-|=====
+* If your application is set to "Use browser language", the API will use this locale to generate responses. To override this setting, you must explicitly include the desired locale code in the `Accept-Language` header of your API request. To ensure consistent localization, set the `Accept-Language` header in your API requests when relying on browser language detection, or configure the locale explicitly in the user profile settings in ThoughtSpot.
+* If you have set a specific locale in your ThoughtSpot instance or user profile, the API will use this locale to generate responses, overriding the browser or OS locale.
 
 == Per-user API rate limits
 
-The following rate limits apply to xref:spotter-apis.adoc#_conversational_analytics_with_spotter_agent[Spotter agent APIs] per user:
+The following rate limits apply to Spotter agent APIs per user:
 
 * A maximum of 10 conversation creation requests per minute.
 * A maximum of 30 query messages to a conversation session per minute.
@@ -95,1286 +47,17 @@ The following rate limits apply to xref:spotter-apis.adoc#_conversational_analyt
 |=====
 |API endpoint| Rate Limit (per user, per minute)
 |`/api/rest/2.0/ai/agent/conversation/create` |	10
-|`/api/rest/2.0/ai/agent/{conversation_identifier}/converse`| 30
-|`/api/rest/2.0/ai/agent/converse/sse` | 30
+|`/api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send`| 30
+|`POST /api/rest/2.0/ai/agent/conversation/{conversation_identifier}/send/stream` | 30
+|`/api/rest/2.0/ai/agent/{conversation_identifier}/converse` [.version-badge.deprecated]#Deprecated# | 30
+|`/api/rest/2.0/ai/agent/converse/sse` [.version-badge.deprecated]#Deprecated# | 30
 ||
 |=====
 
 If you are integrating these APIs in your environment, consider implementing a retry logic to handle the rate limit errors.
 
-== Conversational analytics with Spotter (Classic)
-In the Spotter classic mode, the conversation session and context will be managed by Spotter. The APIs allow users to interact directly with Spotter with no specific agentic capabilities or framework.
-
-=== Create a conversation session
-To create a conversation session with Spotter, send a `POST` request to the  `/api/rest/2.0/ai/conversation/create` API endpoint. The resulting conversation session maintains the context and can be used to send queries and follow-up questions to generate answers.
-
-==== Request parameters
-Include the following parameters in the request body:
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Form parameter|Description
-|`metadata_identifier`|_String_. Required. Specify the GUID of the data source objects such as ThoughtSpot Models. The metadata object specified in the API request will be used as a data source for the conversation.
-|`tokens` +
-__Optional__  a|_String_. To set the context for the conversation, you can specify a set of keywords as token string. For example, `[sales],[item type],[state]`.
-|=====
-
-==== Example requests
-
-===== With tokens
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/create'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-  "tokens": "[sales],[item type],[Jackets]"
-}'
-----
-
-===== Without tokens
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/create'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca"
-}'
-----
-
-==== API response
-
-If the API request is successful, a conversation identifier is created. Note the GUID of the conversation and use it when sending follow-up queries.
-
-[source,JSON]
-----
-{"conversation_identifier":"98f9b8b0-6224-4f9d-b61c-f41307bb6a89"}
-----
-
-
-=== Send a query to a conversation session
-To send a question to an ongoing conversation session or ask follow-up questions to , send a `POST` request body with conversation ID and query text to the `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse` API endpoint.
-
-This API endpoint supports only the conversation sessions created using the `POST /api/rest/2.0/ai/conversation/create` API call.
-
-==== Request parameters
-
-[width="100%" cols="2,2,4"]
-[options='header']
-|=====
-|Parameter|Type| Description
-|`conversation_identifier`|Path parameter|__String__. Required. Specify the GUID of the conversation received from the xref:spotter-apis.adoc#_create_a_conversation_session[create conversation API call].
-|`metadata_identifier`|Form parameter|_String_. Required. Specify the GUID of the data source object, for example, Model. The metadata object specified in the API request will be used as a data source for the follow-up conversation.
-|`message`|Form parameter|_String_. Required. Specify a natural language query string. For example, `Sales data for Jackets`.
-|=====
-
-==== Example request
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/03f48527-b973-4efa-81fd-a8568a4f9e78/converse'  \
-  -H 'Accept: application/json' \
-  -H 'accept-language: en-US', \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-  "message": "Top performing products in the west coast"
-}'
-----
-
-==== API response
-
-If the API request is successful, the following data is sent in the API response:
-
-* `session_identifier` +
-GUID of the Answer session.
-* `generation_number` +
-Number assigned to the Answer session.
-* `message_type` +
-Type of response received for the query. For example, `TSAnswer` (ThoughtSpot Answer).
-* `visualization_type` +
-The data format of the generated Answer, for example, a chart or table. When you download this Answer, the data will be exported in the format indicated by the `visualization_type`.
-* `tokens` +
-Tokens generated from the natural language search query specified in the API request. These tokens can be used as input to the `/api/rest/2.0/ai/conversation/create` API endpoint to set the context for a conversation session.
-
-[NOTE]
-====
-Note the session ID and generation number. To export the Answer generated from this conversation, send these attributes in the `POST` request body to the `/api/rest/2.0/report/answer` endpoint.
-====
-
-[source,JSON]
-----
-[
-  {
-    "session_identifier": "1290f8bc-415a-4ecb-ae3b-e1daa593eb24",
-    "generation_number": 3,
-    "message_type": "TSAnswer",
-    "visualization_type": "Chart",
-    "tokens": "[sales], [state], [item type], [region] = [region].'west', sort by [sales] descending"
-  }
-]
-----
-
-==== Ask follow-up questions
-
-The API retains the context of previous queries when you send follow-up questions. To verify this, you can send another API request with a follow-up question to drill down into the data.
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/03f48527-b973-4efa-81fd-a8568a4f9e78/converse'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-  "message": "which city has the better sales of jackets here?"
-}'
-----
-
-The API retrains the context of the initial question and returns a response:
-
-[source,JSON]
-----
-[
-  {
-    "session_identifier": "ee077665-08e1-4a9d-bfdf-7b2fe0ca5c79",
-    "generation_number": 3,
-    "message_type": "TSAnswer",
-    "visualization_type": "Table",
-    "tokens": "[sales], by [city], [state], [item type] = [item type].'jackets', [region] = [region].'west', sort by [sales] descending"
-  }
-]
-----
-
-=== Generate a single Answer
-To generate an Answer from a natural language search query, send a `POST` request to the `/api/rest/2.0/ai/answer/create` API endpoint. In the request body, include the query and the data source ID.
-
-==== Request parameters
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Form parameter| Description
-|`query`|__String__. Required. Specify the string as a natural language query. For example, `Top performing products in the west coast`.
-|`metadata_identifier`|_String_. Required. Specify the GUID of the data source object, for example, Model. The metadata object specified in the API request will be used as a data source for the follow-up conversation.
-|=====
-
-==== Example request
-In the following example, a query string and the model ID are included in the request body to set the context of the conversation.
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/answer/create'  \
-  -H 'Accept: application/json' \
-  -H 'accept-language: en-US', \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN} \
-  --data-raw '{
-  "query": "Top performing products in the west coast",
-  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca"
-}'
-----
-
-==== API response
-
-If the API request is successful, the following data is sent in the API response:
-
-* `session_identifier` +
-GUID of the Answer session.
-* `generation_number` +
-Number assigned to the Answer session.
-* `message_type`
-Type of response received for the query. For example, `TSAnswer` (ThoughtSpot Answer).
-* `visualization_type` +
-The data format of the generated Answer; for example, a chart or table. When you download this Answer, the data will be exported in the format indicated by the `visualization_type`.
-* `tokens` +
-Tokens generated from the natural language search query specified in the API request. These tokens can be used as input to the `/api/rest/2.0/ai/conversation/create` endpoint to set the context for a conversation session.
-
-[NOTE]
-====
-Note the session ID and generation number. To export the result generated from this API call, send these attributes in the `POST` request body to the `/api/rest/2.0/report/answer` endpoint.
-====
-
-[source,JSON]
-----
-[{
-  "session_identifier": "57784fa1-10fa-431d-8d82-a1657d627bbe",
-  "generation_number": 2,
-  "message_type": "TSAnswer",
-  "visualization_type": "Undefined",
-  "tokens": "[product], [region] = [region].'west', sort by [sales] descending"
-}]
-----
-
-== Conversational analytics with Spotter agent
-Spotter agent is an advanced, agentic version of Spotter, which supports context-aware interactions, data literacy features, and follow-up conversations for deeper analytics. Spotter agent can be used for complex reasoning and agentic interactions in an orchestrated framework.
-
-=== Create a conversation session with Spotter agent
-
-The `/api/rest/2.0/ai/agent/conversation/create` API endpoint allows you to initiate a new conversation session with Spotter Agent for different data contexts, such as Answers, Liveboards, or Models.
-
-[NOTE]
-====
-Clients must have at least view access to the objects specified in the API request to create a conversation context and use it for subsequent queries.
-====
-
-==== Request parameters
-To set the context for the conversation session, you must specify the metadata type and context in the `POST` request body. Optionally, you can also define additional parameters to refine the data context and generate precise responses.
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Form parameter| Description
-|`metadata_context` a| Defines the data context for the conversation.
-
-* `type` +
-Metadata context type. The context type is mandatory. Select one of the following values:
-** `data_source` - To set a data source context for the conversation session. +
-If the context type is `data_source`, you must define the `data_source_context` in the request payload.
-** `answer` - To use an existing Spotter-generated Answer as the object. +
-If the context type is `answer`, you must define both `data_source_context` and `answer_context` in the request payload.
-** `liveboard` - To use an existing Liveboard as context. +
-If the context type is `liveboard`, you must define  `data_source_context`, `liveboard_context`, and `answer_context` in the request payload.
-
-* `answer_context` +
-If the metadata type is set as `answer` or `liveboard`, specify the following attributes:
-** `session_identifier`: __string__, Unique ID representing the answer session.
-** `generation_number`: __Integer__. Specific generation/version number of the answer within a conversation session.
-+
-The session identifier and generation numbers are assigned to the Answers generated from the Spotter AI REST APIs. These properties serve as the ID of the AI-generated Answer within the ThoughtSpot system.
-
-* `liveboard_context` +
-If the metadata type is set as `liveboard`, specify the GUIDs of the Liveboard and visualization.
-* `data_source_context` +
-Specify the GUID of the data source object. Required parameter for all types of metadata context.
-
-|`conversation_settings` a|__Optional__. Defines additional parameters for the conversation context. You can set any of the following attributes as needed:
-
-* `enable_contextual_change_analysis` +
-__Boolean__. When enabled, Spotter analyzes how context changes over time, that is comparing results from different queries.
-* `enable_natural_language_answer_generation` +
-__Boolean__. Allows sending natural language queries to the conversation session.
-* `enable_reasoning` +
-__Boolean__. Allows Spotter to use reasoning for deep analysis and precise responses.
-|=====
-
-==== Example request
-
-The following example shows the request payload for the `data_source` context type:
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/create'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_context": {
-    "type": "data_source",
-    "data_source_context": {
-      "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
-    }
-  },
-  "conversation_settings": {
-    "enable_contextual_change_analysis": false,
-    "enable_natural_language_answer_generation": true,
-    "enable_reasoning": true
-  }
-}'
-----
-
-The following example shows the request payload for the `liveboard` context type:
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/create'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_context": {
-    "type": "liveboard",
-    "answer_context": {
-      "session_identifier": "c3a00fa7-fd01-4d58-8c84-0704df986d9d",
-      "generation_number": 2
-    },
-    "liveboard_context": {
-      "liveboard_identifier": "cffdc614-0214-42ba-9f57-cb6e8312fe5a",
-      "visualization_identifier": "da0ed3da-ce1f-4071-8876-74d551b05faf"
-    },
-    "data_source_context": {
-      "guid": "54beb173-d755-42e0-8f73-4d4ec768114f"
-    }
-  },
-  "conversation_settings": {
-    "enable_contextual_change_analysis": false,
-    "enable_natural_language_answer_generation": true,
-    "enable_reasoning": false
-  }
-}'
-----
-
-The following example shows the request payload for the `answer` context type:
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/conversation/create'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata_context": {
-    "type": "answer",
-    "answer_context": {
-      "session_identifier": "f131ca07-47e9-4f56-9e21-454120912ae1",
-      "generation_number": 1
-    },
-    "data_source_context": {
-      "guid": "cd252e5c-b552-49a8-821d-3eadaa049cca"
-    }
-  },
-  "conversation_settings": {
-    "enable_contextual_change_analysis": false,
-    "enable_natural_language_answer_generation": true,
-    "enable_reasoning": false
-  }
-}'
-----
-
-==== API response
-
-If the API request is successful, the API returns the conversation ID. You can use this ID to send follow-up questions to the conversation session.
-
-[source,JSON]
-----
-{"conversation_id":"q9tZYf_6WnFC"}
-----
-Note the conversation ID for subsequent agentic interactions and API calls.
-
-=== Send a question and generate streaming responses
-
-To send queries to an ongoing conversation session with Spotter agent and receive streaming responses, use the `/api/rest/2.0/ai/agent/converse/sse` API endpoint. This API endpoint uses the SSE protocol to deliver data incrementally as it becomes available, rather than waiting for the entire response to be generated before sending it to the client.
-
-The `/api/rest/2.0/ai/agent/converse/sse` API can be used as an integrated tool for real-time streaming of conversational interactions between agents and the ThoughtSpot backend. It enables AI agents to send user queries and receive incremental, streamed responses that can be processed and sent to users. REST clients can also send a `POST` request with a conversation ID and query string to fetch streaming responses.
-
-==== Request parameters
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Parameter| Description
-|`conversation_identifier` |__String__. Specify the conversation ID received from the xref:spotter-apis.adoc#_create_a_conversation_session_with_spotter_agent[POST /api/rest/2.0/ai/agent/conversation/create] API call.
-|`messages`|_Array of Strings_. Include at least one natural language query. For example, `Sales data for Jackets`, `Top performing products in the west coast`.
-|=====
-
-////
-|`settings` |__Optional__.  Defines additional parameters for the conversation context. You can set any of the following attributes as needed:
-
-* `enable_contextual_change_analysis` +
-__Boolean__. When enabled, Spotter analyzes how the context changes over time, that is comparing results from different queries.
-* `enable_natural_language_answer_generation` +
-__Boolean__. Allows sending natural language queries to the conversation session.
-* `enable_reasoning` +
-__Boolean__. Allows Spotter to use reasoning for deep analysis and precise responses.
-////
-
-==== Example request
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/converse/sse'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "conversation_identifier": "h2I_pTGaRQof",
-  "messages": [
-    "Net sales of Jackets"
-  ]
-}'
-----
-
-==== API response
-
-If the API request is successful, the response includes a stream of events, each containing a partial or complete message from the AI agent, rather than a single JSON object.
-
-Each event is a simple text-based message in a specific format, `data: <your_data>\n\n`; `<your_data>\n\n` means that each message sent from the server to the client is prefixed with `data:` keyword, followed by the actual payload (`<your_data>`), and ends with two newline characters (`\n\n`).
-
-The API uses this format so that the clients can reconstruct the AI-generated response as it streams in, chunk by chunk, and show the responses in real-time. In agentic workflows, the receiving client or agent listens to the SSE stream, parses each event, and assembles the full response for its users.
-
-===== Example response
-
-[source,]
-----
-data: [{"type": "ack", "node_id": "BRxCtJ-aGt8l"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": "I"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " understand"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " you're"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " interested"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " in"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " the"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " net"}]
-
-data: [{"id": "OJ0zMh4PVa-y", "type": "text-chunk", "group_id": "czoDDhNwwU7z", "metadata": {"format": "markdown"}, "content": " sales"}]
-
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-data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " please"}]
-
-data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " let"}]
-
-data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " me"}]
-
-data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": " know"}]
-
-data: [{"id": "BgY16KR8nVL1", "type": "text-chunk", "group_id": "_ARJXDKbFhHF", "metadata": {"format": "markdown"}, "content": "!"}]
-----
-
-The messages in the API response include the following parts:
-
-* `id` +
-A unique identifier for the message group
-* `type`
-Type of the message. Valid types are:
-** `ack` +
-Confirms receipt of the request. For example, the type in the first message `data: [{"type": "ack", "node_id": "BRxCtJ-aGt8l"}]`, which indicates that the server has received the client's request and is acknowledging it.
-** `text / text-chunk` +
-Content chunks, optionally formatted.
-** `answer` +
-The final structured response with metadata and analytics
-** `error` +
-Indicates a failure.
-** `notification` +
-Notification messages.
-* `group_id` +
-Groups related chunks together.
-* `metadata`:
-Indicates content format, for example, markdown.
-* `content` +
-The actual text content sent incrementally. For example, `"I"`, `"understand"`, `"you're"`, `"interested"`, `"in"`, `"the"`, `"net"`, `"sales"`, and so on.
-
-The following example shows the response text contents for the `answer` message type.
-
-[source,JSON]
-----
-[
-  {
-    "id": "r24X7D99SROD",
-    "type": "answer",
-    "group_id": "o8dQ9SAWdtrL",
-    "metadata": {
-      "sage_query": "[sales] [item type] = [item type].'jackets'",
-      "session_id": "b321b404-cbf1-4905-9b0c-b93ad4eedf89",
-      "gen_no": 1,
-      "transaction_id": "6874259d-13b1-478c-83cb-b3ed52628850",
-      "generation_number": 1,
-      "warning_details": null,
-      "ambiguous_phrases": null,
-      "query_intent": null,
-      "assumptions": "You want to see the total sales amount for jackets item type.",
-      "tml_phrases": [
-        "[sales]",
-        "[item type] = [item type].'jackets'"
-      ],
-      "cached": false,
-      "sub_queries": null,
-      "title": "Net sales of Jackets",
-      "worksheet_id": "cd252e5c-b552-49a8-821d-3eadaa049cca"
-    },
-    "title": "Net sales of Jackets"
-  }
-]
-----
-
-The session ID and generation number serve as the data context for the Answer. You can use this information to create a new conversation session using `/api/rest/2.0/ai/agent/conversation/create`, or download the answer via the `/api/rest/2.0/report/answer` API endpoint.
-
-////
-* The tokens and TML phrases returned in the response can be used as inputs for the search data API call to get an Answer.
-////
-
-=== Send queries to a conversation session with Spotter agent
-
-To send queries to an ongoing conversation session with the Spotter agent, use the `/api/rest/2.0/ai/agent/{conversation_identifier}/converse` API endpoint.
-To use this API, the user must have access to the relevant conversational session and include its ID in the API request URL. The API request body must include at least one message in natural language format.
-
-==== Request parameters
-
-[width="100%" cols="2,2,4"]
-[options='header']
-|=====
-|Parameter|Type| Description
-|`conversation_identifier`|Path parameter|__String__. Required. Specify the conversation ID received from the xref:spotter-apis.adoc#_create_a_conversation_session_with_spotter_agent[POST /api/rest/2.0/ai/agent/conversation/create] API call.
-|`messages`|Form parameter|_Array of strings_. Required. Specify at least one query in natural language. For example, `total sales of jackets last month`.
-|=====
-
-
-////
-|`settings` |__Optional__.  Defines additional parameters for the conversation context. You can set any of the following attributes as needed:
-
-* `enable_contextual_change_analysis` +
-__Boolean__. When enabled, Spotter analyzes how the context changes over time, that is comparing results from different queries.
-* `enable_natural_language_answer_generation` +
-__Boolean__. Allows sending natural language queries to the conversation session.
-* `enable_reasoning` +
-__Boolean__. Allows Spotter to use reasoning for deep analysis and precise responses.
-////
-
-==== Example request
-
-The following example shows the request body with the query text and the conversation ID.
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/agent/-1XZmqqMcbtm/converse'  \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}'  \
-  --data-raw '{
-  "messages": [
-    "total sales of jackets"
-  ]
-}'
-----
-
-==== API response
-
-If the request is successful, the API returns an array of objects in the response. The messages in the API response include the following parts:
-
-* `type` +
-Type of the message, such as text, answer, or error.
-* `text` +
-Response message generated for the query.
-* `metadata` +
-Additional information based on the message type.
-
-The following example shows the response text contents for the `answer` message type.
-
-[source,JSON]
-----
-{
-   "messages":[
-      {
-         "metadata":{
-         },
-         "internal":{
-         },
-         "type":"text",
-         "text":"Let me retrieve the total sales of jackets from the dataset.",
-         "agent_context":""
-      },
-      {
-         "metadata":{
-            "output":"{metadata-output}",
-            "worksheet_id":"cd252e5c-b552-49a8-821d-3eadaa049cca",
-            "assumptions":"You want to know the total sales amount for jackets specifically.",
-            "chart_type":"KPI",
-            "data_awareness_enabled":true
-         },
-         "internal":{
-         },
-         "type":"answer",
-         "title":"total sales of jackets",
-         "description":"",
-         "session_id":"19a5da20-28c5-4266-a3be-e1c61f122b5d",
-         "gen_no":1,
-         "sage_query":"sum [sales] [item type] = [item type].'jackets'",
-         "tml_tokens":[
-            "sum [sales]",
-            "[item type] = [item type].'jackets'"
-         ],
-         "formulas":[
-         ],
-         "subqueries":[
-         ],
-         "viz_suggestion":"CAAQIBomEiQzNGRmZjA2ZS0yNTViLTQ3NjUtYmJmYi00M2EwOGEzYmI4MjkoATIA",
-         "ac_state":null
-      },
-      {
-         "metadata":{
-         },
-         "internal":{
-         },
-         "type":"text",
-         "text":"The total sales of jackets has already been visualized for you.\n\n**Summary & Insights:**\n- The result represents the overall sales amount specifically for the item type \"jackets\".\n- This metric is useful for understanding the revenue contribution of jackets within your apparel product portfolio.\n- You can use this figure to benchmark jacket performance against other item types, evaluate promotional effectiveness, or inform inventory decisions.\n\nIf you’d like a breakdown by region, store, or time period, just let me know!",
-         "agent_context":""
-      }
-   ],
-   "__args":{
-      "conversation_identifier":"IrnWPL1NFc6H",
-      "messages":[
-         "total sales of jackets"
-      ]
-   }
-}
-----
-
-The session ID and generation number serve as the data context for the Answer. You can use this information to create a new conversation session using `/api/rest/2.0/ai/agent/conversation/create`, or download the answer via the `/api/rest/2.0/report/answer` API endpoint.
-
-[#process_results]
-== Processing results generated from Spotter APIs
-To export or download the Answer data generated by the Spotter APIs, use the xref:data-report-v2-api.adoc#exportSpotterData[Answer report] API.
-
-[NOTE]
-====
-Using tokens generated by the Spotter API in a xref:data-report-v2-api.adoc#_search_data_api[Search Data API] request can return invalid column errors, because these tokens may reference formulas or columns not present in the data model. Instead, use the xref:data-report-v2-api.adoc#exportSpotterData[Answer report] API and include the session ID and generation number obtained from the Spotter API in your API request to retrieve the data.
-====
-
-== Data literacy and query assistance
-The query assistance APIs help users find the appropriate dataset for a given query string, suggest what questions can be asked, and return example questions. These APIs are specifically designed to improve data literacy for users who may not be familiar with the underlying data, making it easier for them to explore and analyze data effectively.
-
-=== Get data source suggestions
-
-The `POST /api/rest/2.0/ai/data-source-suggestions` API provides relevant data source recommendations for a user-submitted natural language query. To use this API, you must have at least view access to the underlying metadata object referenced in the response.
-
-==== Request parameters
-
-[width="100%" cols="2,4"]
-[options='header']
-|====
-|Parameter| Description
-|`metadata_context`  a| Required. Specify one of the following attributes to set the metadata context:
-
-* `data_source_identifiers` +
-__Array of strings__. IDs of the data source object such as Models.
-* `answer_identifiers` +
-__Array of strings__. GUIDs of the Answer objects that you want to use as metadata.
-* `conversation_identifier` +
-__String__. ID of the conversation session.
-* `liveboard_identifiers` +
-__Array of strings__. GUIDs of the Liveboards that you want to use as metadata.
-
-| `query` |__String__. Required parameter. Specify the query string that needs to be decomposed into smaller, analytical sub-questions.
-|`limit_relevant_questions` +
-__Optional__ | __Integer__. Sets a limit on the number of sub-questions to return in the response. Default is 5.
-|`bypass_cache` +
-__Optional__| __Boolean__. When set to `true`, disables cache and forces fresh computation.
-|`ai_context` +
-__Optional__. a| Additional context to guide the response. Define the following attributes as needed:
-|====
-
-==== Example request
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/relevant-questions/'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}'
-  --data-raw '{
-  "metadata_context": {
-    "data_source_identifiers": [
-      "cd252e5c-b552-49a8-821d-3eadaa049cca"
-    ]
-  },
-  "query": "Net sales of Jackets in west coast",
-  "limit_relevant_questions": 3
-}'
-----
-
-==== API response
-If the API request is successful, ThoughtSpot returns a ranked list of data sources, each annotated with relevant reasoning.
-
-[source,JSON]
-----
-{
-  "relevant_questions": [
-    {
-      "query": "What is the trend of sales by type over time?",
-      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-      "data_source_name": "(Sample) Retail - Apparel"
-    },
-    {
-      "query": "Sales by item",
-      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-      "data_source_name": "(Sample) Retail - Apparel"
-    },
-    {
-      "query": "Sales across regions",
-      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-      "data_source_name": "(Sample) Retail - Apparel"
-    }
-  ]
-}
-----
-
-The returned results include metadata such as:
-
-* `confidence` +
-A float indicating the Model's confidence in the relevance of each recommendation.
-* `details` +
-The data source ID, name, and description for each recommended data source.
-* `reasoning` +
-Reason provided by the LLM to explain why each data source was recommended.
-
-=== Get relevant questions
-
-The `/api/rest/2.0/ai/relevant-questions/` API endpoint breaks down a user-submitted query into relevant sub-questions. It accepts the original query and optional additional context, then generates a set of related questions to help users explore their data comprehensively.
-
-During agentic interactions, this API can be used as an integrated tool to decompose user queries and suggest relevant questions for a specific data context. REST clients can also call this API directly to fetch relevant questions via a `POST` request.
-
-==== Request parameters
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Parameter| Description
-|`metadata_context`  a| Required. Specify one of the following attributes to set the metadata context:
-
-* `data_source_identifiers` +
-__Array of strings__. IDs of the data source object such as Models.
-* `answer_identifiers` +
-__Array of strings__. GUIDs of the Answer objects that you want to use as metadata.
-* `conversation_identifier` +
-__String__. ID of the conversation session.
-* `liveboard_identifiers` +
-__Array of strings__. GUIDs of the Liveboards that you want to use as metadata.
-
-| `query` |__String__. Required parameter. Specify the query string that needs to be decomposed into smaller, analytical sub-questions.
-|`limit_relevant_questions` +
-__Optional__ | __Integer__. Sets a limit on the number of sub-questions to return in the response. Default is 5.
-|`bypass_cache` +
-__Optional__| __Boolean__. When set to `true`, disables cache and forces fresh computation.
-|`ai_context` +
-__Optional__. a| Additional context to guide the response. Define the following attributes as needed:
-
-* `instructions` +
-__Array of strings__. Custom user instructions to influence how the AI interprets and processes the query.
-* `content` +
-__Array of strings__. Additional input such as raw text or CSV-formatted data to enhance context and answer quality.
-|=====
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/relevant-questions/'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}'
-  --data-raw '{
-  "metadata_context": {
-    "data_source_identifiers": [
-      "cd252e5c-b552-49a8-821d-3eadaa049cca"
-    ]
-  },
-  "query": "Net sales of Jackets in west coast",
-  "limit_relevant_questions": 3
-}'
-----
-
-==== Example response
-If the request is successful, the API returns a set of questions related to the query and metadata context in the `relevant_questions` array. Each object in the `relevant_questions` array contains the following fields:
-
-* `query` +
-A string containing the natural language (NL) sub-question.
-* `data_source_identifier` +
-GUID of the data source object.
-* `data_source_name` +
-Name of the associated data source object.
-
-[source,JSON]
-----
-{
-  "relevant_questions": [
-    {
-      "query": "What is the trend of sales by type over time?",
-      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-      "data_source_name": "(Sample) Retail - Apparel"
-    },
-    {
-      "query": "Sales by item",
-      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-      "data_source_name": "(Sample) Retail - Apparel"
-    },
-    {
-      "query": "Sales across regions",
-      "data_source_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
-      "data_source_name": "(Sample) Retail - Apparel"
-    }
-  ]
-}
-----
-
-== NL instructions to coach Spotter
-Administrators and data owners can guide and refine how Spotter interprets and answers user questions. The natural language (NL) instructions API allows setting instructions at the data model level. The API provides business context and preferred interpretations for specific queries or terminology to coach Spotter, but it does not train or change the underlying LLM.
-
-=== Set NL instructions
-To coach and instruct the Spotter system on how to interpret queries, apply filters, select columns, handle data nuances, and present answers using the data from a specific model, you can set global rules in natural language format. Setting instructions helps Spotter generate precise and consistent responses for user queries.
-
-To set instructions for a Model, send a `POST` request to the `/api/rest/2.0/ai/instructions/set` API endpoint.
-
-[NOTE]
-====
-To set NL instructions, you'll need administration or data management privileges, or at least edit access to the data Model.
-====
-
-==== Request parameters
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Form parameter| Description
-|`data_source_identifier`|__String__. ID of the Model.
-|`nl_instructions_info` a|Instructions in the natural language format.
-
-* `instructions` +
-_Array of strings_. Include the rules that you want to add in the `ìnstructions` array. Ensure that the instructions do not exceed 3000 characters.
-* `scope`
-Sets the scope for the rules. By default, the rules are applied globally for all Spotter users who can access the Model specified in the request.
-|=====
-
-==== Example request
-
-The following example defines instructions to coach Spotter on how to interpret the query:
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/instructions/set'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN} \
-  --data-raw '{
-  "data_source_identifier": "71311827-31bb-48b2-8465-9a215adbc05d",
-  "nl_instructions_info": [
-    {
-      "instructions": [
-        "When I ask for last month, use ‘last 30 days’ as a filter.",
-        "Exclude orders where order_status = '\''CANCELLED-USER'\'' when calculating total revenue"
-      ],
-      "scope": "GLOBAL"
-    }
-  ]
-}'
-----
-
-==== Example response
-If the API request is successful, ThoughtSpot returns the `{"success":true}` response.
-
-=== Retrieve NL instructions assigned to a Model
-
-To view the NL instructions assigned for a Model, send a `POST` request to the `/api/rest/2.0/ai/instructions/get` API endpoint.
-
-Only Spotter users with view access to the data model can retrieve instructions via API requests.
-
-==== Request parameters
-
-[width="100%" cols="2,4"]
-[options='header']
-|=====
-|Form parameter| Description
-|`data_source_identifier`|__String__. ID of the Model from which you want to fetch instructions.
-|=====
-
-==== Example request
-The following example shows the request body for retrieving NL instructions configured on a Model:
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/instructions/set'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN} \
-    --data-raw '{
-  "data_source_identifier": "3bbeac16-a723-4886-9eba-c4779d07fd83"
-}'
-----
-
-==== Example response
-If the instructions are configured on the Model specified in the API request, ThoughtSpot returns an array of instructions in the API response.
-
-[source,JSON]
-----
-{
-  "nl_instructions_info": [
-    {
-      "instructions": [
-        "When I ask for last month, use ‘last 30 days’ as a filter.",
-        "Exclude orders where order_status = 'CANCELLED-USER' when calculating total revenue"
-      ],
-      "scope": "GLOBAL"
-    }
-  ]
-}
-----
-
-== Spotter coaching access
-
-ThoughtSpot supports publishing Spotter coaching information to other Orgs.Coaching changes from the primary Org are synchronized with the data models published in secondary Orgs.
-
-=== Assign Spotter coaching access privilege
-
-To allow users and groups to access spotter coaching information in data models, assign the `SPOTTER_COACHING_PRIVILEGE` via `POST` request to the `/api/rest/2.0/security/metadata/manage-object-privilege` API endpoint.
-
-In the API request, specify the data model, user, group, and ensure that the object privilege is set to `SPOTTER_COACHING_PRIVILEGE`.
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/security/metadata/manage-object-privilege'  \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization:  Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "operation": "ADD",
-  "metadata_type": "LOGICAL_TABLE",
-  "object_privilege_types": [
-    "SPOTTER_COACHING_PRIVILEGE"
-  ],
-  "metadata_identifiers": [
-    "62f3e9b5-4fcc-4352-b8ad-fdddc2287506"
-  ],
-  "principals": [
-    {
-      "identifier": "UserA",
-      "type": "USER"
-    }
-  ]
-}'
-----
-
-If the request is successful, the API returns the 204 response code.
-
-=== Get a list of users or groups with Spotter coaching privilege
-
-To get a list of users and groups with the Spotter coaching privilege for a specific data model or all data models, send a `POST` request to the `/api/rest/2.0/security/metadata/fetch-object-privileges` API endpoint.
-
-In the API request, specify the user or the group for which you want to retrieve the object privilege details.
-
-
-[source,cURL]
-----
-curl -X POST \
-  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/security/metadata/fetch-object-privileges'  \
-  -H 'Accept: application/json' \
-  -H 'Content-Type: application/json' \
-  -H 'Authorization: Bearer {AUTH_TOKEN}' \
-  --data-raw '{
-  "metadata": [
-    {
-      "identifier": "53141e3b-331d-4a74-80a2-e4322f9d8339",
-      "type": "LOGICAL_TABLE"
-    }
-  ],
-  "record_offset": 0,
-  "record_size": 20,
-  "principals": [
-    {
-      "identifier": "UserA",
-      "type": "USER"
-    }
-  ]
-}'
-----
-
-If the request is successful, ThoughtSpot returns the object privilege details in the API response:
-
-[source,JSON]
-----
-{
-   "metadata_object_privileges":[
-      {
-         "metadata_id":"53141e3b-331d-4a74-80a2-e4322f9d8339",
-         "metadata_name":"Model_formula_variable",
-         "metadata_type":"WORKSHEET",
-         "principal_object_privilege_info":[
-            {
-               "principal_type":"USER",
-               "principal_object_privileges":[
-                  {
-                     "principal_id":"0000083e-e253-10af-aa97-5e45d512ebbd",
-                     "principal_name":"rani.gangwar@thoughtspot.com",
-                     "principal_sub_type":"OIDC_USER",
-                     "object_privileges":"[SPOTTER_COACHING_PRIVILEGE]"
-                  }
-               ]
-            }
-         ]
-      }
-   ]
-}
-----
-
 == Additional resources
 
 * Visit the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction">REST API v2.0 Playground</a>+++ to view the API endpoints and verify the request and response workflows.
-* For information about MCP tools, see xref:mcp-integration.adoc[MCP server integration].
+* For information about embedding Spotter in your app, see xref:embed-spotter.adoc[Embed Spotter]
+* For information about MCP Server, see xref:mcp-integration.adoc[MCP server integration].
diff --git a/modules/ROOT/pages/spotter-classic-apis.adoc b/modules/ROOT/pages/spotter-classic-apis.adoc
new file mode 100644
index 000000000..c36e54e96
--- /dev/null
+++ b/modules/ROOT/pages/spotter-classic-apis.adoc
@@ -0,0 +1,264 @@
+= AI APIs (Spotter Classic)
+:toc: true
+:toclevels: 2
+
+:page-title: Spotter APIs
+:page-pageid: spotter-apis-classic
+:page-description: You can use Spotter REST APIs to receive Answers for your analytical queries sent through the conversational experience with ThoughtSpot.
+
+This document describes how to use AI APIs with Spotter Classic to query and explore data through conversational interactions.
+For information about APIs for agent interactions,  see xref:spotter-agent-apis.adoc[Spotter Agent APIs].
+
+
+== Overview
+The key capabilities of the Spotter APIs include the following:
+
+* Initiating and managing conversational sessions
+* Processing natural-language queries and interpreting user intent
+* Generating analytical responses, insights, and visualizations for user queries.
+//* Recommending relevant datasets or data sources
+//* Decomposing complex user queries
+
+In the Spotter classic mode, the conversation session and context will be managed by Spotter. The APIs allow users to interact directly with Spotter with no specific agentic capabilities or framework.
+
+=== Locale settings for API requests
+
+When using the xref:spotter-apis.adoc#_generate_a_single_answer[Single Answer] and xref:spotter-apis.adoc#_send_a_question_to_generate_answer[Send message] APIs, the locale used for API requests depends on your application's locale settings:
+
+* If your application is set to "Use browser language," the API will not apply the default locale. In this case, you must explicitly include the desired locale code in the `Accept-Language` header of your API request. If you do not specify the locale, the API may not return responses in the expected language or regional format.
+* If you have set a specific locale in your ThoughtSpot instance or user profile, the API will use this locale to generate responses, overriding the browser or OS locale.
+
+To ensure consistent localization, set the `Accept-Language` header in your API requests when relying on browser language detection, or configure the locale explicitly in the user profile settings in ThoughtSpot.
+
+=== API endpoints
+Each of the Spotter AI APIs serves a specific function:
+
+[width="100%" cols="1"]
+[options='header']
+|=====
+a| `POST /api/rest/2.0/ai/conversation/create` [beta betaBackground]^Beta^ +
+
+xref:spotter-apis.adoc#_create_a_conversation_session[Creates a conversation session] with Spotter to generate Answers from a specific data Model. The resulting session sets the context for subsequent queries and responses.
+
+a| `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse` [beta betaBackground]^Beta^ +
+Allows xref:spotter-apis.adoc#_send_a_query_to_a_conversation_session[Sending a message or follow-up query] to an ongoing conversation session.
+
+a| `POST /api/rest/2.0/ai/answer/create` +
+xref:spotter-apis.adoc#_generate_a_single_answer[Generates an answer] for a natural language query specified in the API request.
+|=====
+
+== Create a conversation session
+To create a conversation session with Spotter, send a `POST` request to the  `/api/rest/2.0/ai/conversation/create` API endpoint. The resulting conversation session maintains the context and can be used to send queries and follow-up questions to generate answers.
+
+=== Request parameters
+Include the following parameters in the request body:
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Form parameter|Description
+|`metadata_identifier`|_String_. Required. Specify the GUID of the data source objects such as ThoughtSpot Models. The metadata object specified in the API request will be used as a data source for the conversation.
+|`tokens` +
+__Optional__  a|_String_. To set the context for the conversation, you can specify a set of keywords as token string. For example, `[sales],[item type],[state]`.
+|=====
+
+=== Example requests
+
+==== With tokens
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/create'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+  "tokens": "[sales],[item type],[Jackets]"
+}'
+----
+
+==== Without tokens
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/create'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+}'
+----
+
+=== API response
+
+If the API request is successful, a conversation identifier is created. Note the GUID of the conversation and use it when sending follow-up queries.
+
+[source,JSON]
+----
+{"conversation_identifier":"98f9b8b0-6224-4f9d-b61c-f41307bb6a89"}
+----
+
+== Send a query to a conversation session
+To send a question to an ongoing conversation session or ask follow-up questions, send a `POST` request body with conversation ID and query text to the `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse` API endpoint.
+
+This API endpoint supports only the conversation sessions created using the `POST /api/rest/2.0/ai/conversation/create` API call.
+
+=== Request parameters
+
+[width="100%" cols="2,2,4"]
+[options='header']
+|=====
+|Parameter|Type| Description
+|`conversation_identifier`|Path parameter|__String__. Required. Specify the GUID of the conversation received from the xref:spotter-apis.adoc#_create_a_conversation_session[create conversation API call].
+|`metadata_identifier`|Form parameter|_String_. Required. Specify the GUID of the data source object, for example, Model. The metadata object specified in the API request will be used as a data source for the follow-up conversation.
+|`message`|Form parameter|_String_. Required. Specify a natural language query string. For example, `Sales data for Jackets`.
+|=====
+
+=== Example request
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/03f48527-b973-4efa-81fd-a8568a4f9e78/converse'  \
+  -H 'Accept: application/json' \
+  -H 'accept-language: en-US' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+  "message": "Top performing products in the west coast"
+}'
+----
+
+=== API response
+
+If the API request is successful, the following data is sent in the API response:
+
+* `session_identifier` +
+GUID of the Answer session.
+* `generation_number` +
+Number assigned to the Answer session.
+* `message_type` +
+Type of response received for the query. For example, `TSAnswer` (ThoughtSpot Answer).
+* `visualization_type` +
+The data format of the generated Answer, for example, a chart or table. When you download this Answer, the data will be exported in the format indicated by the `visualization_type`.
+* `tokens` +
+Tokens generated from the natural language search query specified in the API request. These tokens can be used as input to the `/api/rest/2.0/ai/conversation/create` API endpoint to set the context for a conversation session.
+
+[NOTE]
+====
+Note the session ID and generation number. To export the Answer generated from this conversation, send these attributes in the `POST` request body to the `/api/rest/2.0/report/answer` endpoint.
+====
+
+[source,JSON]
+----
+[
+  {
+    "session_identifier": "1290f8bc-415a-4ecb-ae3b-e1daa593eb24",
+    "generation_number": 3,
+    "message_type": "TSAnswer",
+    "visualization_type": "Chart",
+    "tokens": "[sales], [state], [item type], [region] = [region].'west', sort by [sales] descending"
+  }
+]
+----
+
+=== Ask follow-up questions
+
+The API retains the context of previous queries when you send follow-up questions. To verify this, you can send another API request with a follow-up question to drill down into the data.
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/conversation/03f48527-b973-4efa-81fd-a8568a4f9e78/converse'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca",
+  "message": "which city has the better sales of jackets here?"
+}'
+----
+
+The API retains the context of the initial question and returns a response:
+
+[source,JSON]
+----
+[
+  {
+    "session_identifier": "ee077665-08e1-4a9d-bfdf-7b2fe0ca5c79",
+    "generation_number": 3,
+    "message_type": "TSAnswer",
+    "visualization_type": "Table",
+    "tokens": "[sales], by [city], [state], [item type] = [item type].'jackets', [region] = [region].'west', sort by [sales] descending"
+  }
+]
+----
+
+== Generate a single Answer
+To generate an Answer from a natural language search query, send a `POST` request to the `/api/rest/2.0/ai/answer/create` API endpoint. In the request body, include the query and the data source ID.
+
+=== Request parameters
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Form parameter| Description
+|`query`|__String__. Required. Specify the string as a natural language query. For example, `Top performing products in the west coast`.
+|`metadata_identifier`|_String_. Required. Specify the GUID of the data source object, for example, Model. The metadata object specified in the API request will be used as a data source for the follow-up conversation.
+|=====
+
+=== Example request
+In the following example, a query string and the model ID are included in the request body to set the context of the conversation.
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/answer/create'  \
+  -H 'Accept: application/json' \
+  -H 'accept-language: en-US' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "query": "Top performing products in the west coast",
+  "metadata_identifier": "cd252e5c-b552-49a8-821d-3eadaa049cca"
+}'
+----
+
+=== API response
+
+If the API request is successful, the following data is sent in the API response:
+
+* `session_identifier` +
+GUID of the Answer session.
+* `generation_number` +
+Number assigned to the Answer session.
+* `message_type` +
+Type of response received for the query. For example, `TSAnswer` (ThoughtSpot Answer).
+* `visualization_type` +
+The data format of the generated Answer; for example, a chart or table. When you download this Answer, the data will be exported in the format indicated by the `visualization_type`.
+* `tokens` +
+Tokens generated from the natural language search query specified in the API request. These tokens can be used as input to the `/api/rest/2.0/ai/conversation/create` endpoint to set the context for a conversation session.
+
+[NOTE]
+====
+Note the session ID and generation number. To export the result generated from this API call, send these attributes in the `POST` request body to the `/api/rest/2.0/report/answer` endpoint.
+====
+
+[source,JSON]
+----
+[{
+  "session_identifier": "57784fa1-10fa-431d-8d82-a1657d627bbe",
+  "generation_number": 2,
+  "message_type": "TSAnswer",
+  "visualization_type": "Undefined",
+  "tokens": "[product], [region] = [region].'west', sort by [sales] descending"
+}]
+----
+
+== Additional resources
+
+Visit the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction">REST API v2.0 Playground</a>+++ to verify the request and response workflows.
diff --git a/modules/ROOT/pages/spotter-nl-instructions.adoc b/modules/ROOT/pages/spotter-nl-instructions.adoc
new file mode 100644
index 000000000..873a8419c
--- /dev/null
+++ b/modules/ROOT/pages/spotter-nl-instructions.adoc
@@ -0,0 +1,211 @@
+= Spotter coaching APIs
+:toc: true
+:toclevels: 2
+
+:page-title: Spotter APIs
+:page-pageid: spotter-coaching-apis
+:page-description: You can use Spotter REST APIs to receive Answers for your analytical queries sent through the conversational experience with ThoughtSpot.
+
+Administrators and data owners can guide and refine how Spotter interprets and answers user questions. The natural language (NL) instructions API allows setting instructions at the data model level. The API provides business context and preferred interpretations for specific queries or terminology to coach Spotter, but it does not train or change the underlying LLM.
+
+== Set NL instructions
+To coach and instruct the Spotter system on how to interpret queries, apply filters, select columns, handle data nuances, and present answers using the data from a specific model, you can set global rules in natural language format. Setting instructions helps Spotter generate precise and consistent responses for user queries.
+
+To set instructions for a Model, send a `POST` request to the `/api/rest/2.0/ai/instructions/set` API endpoint.
+
+[NOTE]
+====
+To set NL instructions, you'll need administration or data management privileges, or at least edit access to the data Model.
+====
+
+==== Request parameters
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Form parameter| Description
+|`data_source_identifier`|__String__. ID of the Model.
+|`nl_instructions_info` a|Instructions in the natural language format.
+
+* `instructions` +
+_Array of strings_. Include the rules that you want to add in the `instructions` array. Ensure that the instructions do not exceed 3000 characters.
+* `scope`
+Sets the scope for the rules. By default, the rules are applied globally for all Spotter users who can access the Model specified in the request.
+|=====
+
+=== Example request
+
+The following example defines instructions to coach Spotter on how to interpret the query:
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/instructions/set'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "data_source_identifier": "71311827-31bb-48b2-8465-9a215adbc05d",
+  "nl_instructions_info": [
+    {
+      "instructions": [
+        "When I ask for last month, use ‘last 30 days’ as a filter.",
+        "Exclude orders where order_status = '\''CANCELLED-USER'\'' when calculating total revenue"
+      ],
+      "scope": "GLOBAL"
+    }
+  ]
+}'
+----
+
+=== Example response
+If the API request is successful, ThoughtSpot returns the `{"success":true}` response.
+
+== Retrieve NL instructions assigned to a Model
+
+To view the NL instructions assigned for a Model, send a `POST` request to the `/api/rest/2.0/ai/instructions/get` API endpoint.
+
+Only Spotter users with view access to the data model can retrieve instructions via API requests.
+
+=== Request parameters
+
+[width="100%" cols="2,4"]
+[options='header']
+|=====
+|Form parameter| Description
+|`data_source_identifier`|__String__. ID of the Model from which you want to fetch instructions.
+|=====
+
+=== Example request
+The following example shows the request body for retrieving NL instructions configured on a Model:
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/ai/instructions/get'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+    --data-raw '{
+  "data_source_identifier": "3bbeac16-a723-4886-9eba-c4779d07fd83"
+}'
+----
+
+=== Example response
+If the instructions are configured on the Model specified in the API request, ThoughtSpot returns an array of instructions in the API response.
+
+[source,JSON]
+----
+{
+  "nl_instructions_info": [
+    {
+      "instructions": [
+        "When I ask for last month, use ‘last 30 days’ as a filter.",
+        "Exclude orders where order_status = 'CANCELLED-USER' when calculating total revenue"
+      ],
+      "scope": "GLOBAL"
+    }
+  ]
+}
+----
+
+== Spotter coaching access
+
+ThoughtSpot supports publishing Spotter coaching information to other Orgs. Coaching changes from the primary Org are synchronized with the data models published in secondary Orgs.
+
+=== Assign Spotter coaching access privilege
+
+To allow users and groups to access spotter coaching information in data models, assign the `SPOTTER_COACHING_PRIVILEGE` via `POST` request to the `/api/rest/2.0/security/metadata/manage-object-privilege` API endpoint.
+
+In the API request, specify the data model, user, group, and ensure that the object privilege is set to `SPOTTER_COACHING_PRIVILEGE`.
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/security/metadata/manage-object-privilege'  \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization:  Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "operation": "ADD",
+  "metadata_type": "LOGICAL_TABLE",
+  "object_privilege_types": [
+    "SPOTTER_COACHING_PRIVILEGE"
+  ],
+  "metadata_identifiers": [
+    "62f3e9b5-4fcc-4352-b8ad-fdddc2287506"
+  ],
+  "principals": [
+    {
+      "identifier": "UserA",
+      "type": "USER"
+    }
+  ]
+}'
+----
+
+If the request is successful, the API returns the 204 response code.
+
+=== Get a list of users or groups with Spotter coaching privilege
+
+To get a list of users and groups with the Spotter coaching privilege for a specific data model or all data models, send a `POST` request to the `/api/rest/2.0/security/metadata/fetch-object-privileges` API endpoint.
+
+In the API request, specify the user or the group for which you want to retrieve the object privilege details.
+
+
+[source,cURL]
+----
+curl -X POST \
+  --url 'https://{ThoughtSpot-Host}/api/rest/2.0/security/metadata/fetch-object-privileges'  \
+  -H 'Accept: application/json' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer {AUTH_TOKEN}' \
+  --data-raw '{
+  "metadata": [
+    {
+      "identifier": "53141e3b-331d-4a74-80a2-e4322f9d8339",
+      "type": "LOGICAL_TABLE"
+    }
+  ],
+  "record_offset": 0,
+  "record_size": 20,
+  "principals": [
+    {
+      "identifier": "UserA",
+      "type": "USER"
+    }
+  ]
+}'
+----
+
+If the request is successful, ThoughtSpot returns the object privilege details in the API response:
+
+[source,JSON]
+----
+{
+   "metadata_object_privileges":[
+      {
+         "metadata_id":"53141e3b-331d-4a74-80a2-e4322f9d8339",
+         "metadata_name":"Model_formula_variable",
+         "metadata_type":"WORKSHEET",
+         "principal_object_privilege_info":[
+            {
+               "principal_type":"USER",
+               "principal_object_privileges":[
+                  {
+                     "principal_id":"0000083e-e253-10af-aa97-5e45d512ebbd",
+                     "principal_name":"rani.gangwar@thoughtspot.com",
+                     "principal_sub_type":"OIDC_USER",
+                     "object_privileges":"[SPOTTER_COACHING_PRIVILEGE]"
+                  }
+               ]
+            }
+         ]
+      }
+   ]
+}
+----
+
+== Additional resources
+
+* Visit the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fgetting-started%2Fintroduction">REST API v2.0 Playground</a>+++ to view the API endpoints and verify the request and response workflows.
+* For information about MCP tools, see xref:mcp-integration.adoc[MCP server integration].
diff --git a/modules/ROOT/pages/spottercode-integration.adoc b/modules/ROOT/pages/spottercode-integration.adoc
index d48781583..b4293155c 100644
--- a/modules/ROOT/pages/spottercode-integration.adoc
+++ b/modules/ROOT/pages/spottercode-integration.adoc
@@ -19,16 +19,23 @@ Connecting your IDE to ThoughtSpot's SpotterCode is easy. All you need is the Sp
 
 You can add the SpotterCode MCP Server URL to Cursor using the one-click installation link or the `mcp.json` file.
 
-=== Using one-click installation link
+=== Using one-click installation
 
-. Copy the following link and open it in Cursor:
-+
-[source,]
-----
-cursor://anysphere.cursor-deeplink/mcp/install?name=SpotterCode&config=eyJ1cmwiOiJodHRwczovL3Nwb3R0ZXJjb2RlLnRob3VnaHRzcG90LmFwcC9tY3AifQ==
-----
+Via Cursor Marketplace::
+SpotterCode is available as an official plugin in the link:https://cursor.com/marketplace/thoughtspot[Cursor Marketplace, window=_blank]. To install SpotterCode from the Cursor Marketplace:
+. Go to link:https://cursor.com/marketplace/thoughtspot[Cursor Marketplace, window=_blank].
+. Ensure that you are signed in, and then click **Add to Cursor** -> **Add Plugin**.
+. To view it in your Cursor, click *View in Editor*.
 
+Via installation link::
+. Copy the following link and open it in Cursor: +
++
+`cursor://anysphere.cursor-deeplink/mcp/install?name=SpotterCode&config=eyJ1cmwiOiJodHRwczovL3Nwb3R0ZXJjb2RlLnRob3VnaHRzcG90LmFwcC9tY3AifQ==`
++
 . On clicking this link, Cursor opens the MCP server installation page to add SpotterCode.
+. Click **Install**.
+
+////
 +
 [.widthAuto]
 image:./images/spottercode-cursor-url.png[SpotterCode MCP Server installation in Cursor]
@@ -164,10 +171,3 @@ video::./images/cursor-lb-embed.mp4[width=100%,options="autoplay,loop"]
 * `additionalDocs` - To include more documentation for extra context, such as Java or TypeScript SDK guidance.
 
 ////
-
-
-
-
-
-
-
diff --git a/modules/ROOT/pages/variables.adoc b/modules/ROOT/pages/variables.adoc
index 42469153d..a5d4ce38b 100644
--- a/modules/ROOT/pages/variables.adoc
+++ b/modules/ROOT/pages/variables.adoc
@@ -39,13 +39,13 @@ The Variable API allows administrators to define formula variables for the `VARC
 The following REST API endpoints are available for variable creation and management:
 
 * `POST /api/rest/2.0/template/variables/create` +
-xref:variables.adoc#_create_a_variable[Creates a variable].
-* `POST /api/rest/2.0/template/variables/{identifier}/update` +
-Allows xref:variables.adoc#_update_variable_name[updating variable name].
+Allows xref:variables.adoc#_create_a_variable[creating variables].
+* `POST /api/rest/2.0/template/variables/{identifier}/update`  +
+Allows xref:variables.adoc#_update_variable_name[updating the variable name].
 * `POST /api/rest/2.0/template/variables/{identifier}/update-values` +
 Allows xref:variables.adoc#_update_variable_values[assigning values to a variable].
-* `POST /api/rest/2.0/template/variables/search` +
-xref:variables.adoc#_get_details_of_variables[Retrieves the variables available in your Org context].
+* `POST /api/rest/2.0/template/variables/search`  +
+xref:variables.adoc#_get_details_of_variables[Retrieves variables available in your Org context].
 * `POST /api/rest/2.0/template/variables/delete` +
 xref:variables.adoc#_delete_a_variable[Deletes the variables] specified in the API request.
 
@@ -55,7 +55,6 @@ xref:variables.adoc#_delete_a_variable[Deletes the variables] specified in the A
 * Variable APIs for creating, deleting, searching, and assigning values can only be used by the ThoughtSpot instance administrator.
 * These APIs can only be used from the primary Org.
 ====
-
 ////
 [NOTE]
 ====
@@ -69,7 +68,7 @@ Variable operations through the REST API are in beta. To enable this feature on
 * Ensure that you have edit access to the metadata objects to which you want to assign variables.
 
 == Create a variable
-To create a variable, send a `POST` request to the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fvariable%2Fcreate-variable">/api/rest/2.0/template/variables/create </a>+++ API endpoint, with the following parameters in the request body.
+To create a variable, send a `POST` request to the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fvariable%2Fcreate-variable" target=_blank>/api/rest/2.0/template/variables/create </a>+++ API endpoint, with the following parameters in the request body.
 
 [#data_type]
 === Request parameters
@@ -216,7 +215,7 @@ In ABAC implementation, you can assign the variable values during token generati
 
 == Update variable name
 
-To update the properties the name of variable, use the `/api/rest/2.0/template/variables/{identifier}/update` API endpoint. In your API request, specify the variable ID in the `{identifier}` path parameter and the new name in the `POST` request body.
+To update the properties the name of variable, use the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fvariable%2Fupdate-variable"> /api/rest/2.0/template/variables/{identifier}/update</a>+++  API endpoint. In your API request, specify the variable ID in the `{identifier}` path parameter and the new name in the `POST` request body.
 
 === Example request
 The following example shows the request body for updating the name of a variable:
@@ -236,7 +235,7 @@ If the update operation is successful, the API returns a 204 response to indicat
 
 == Assign or update variable values
 
-To assign values to a variable, use the `/api/rest/2.0/template/variables/{identifier}/update-values` API endpoint. For example, you can assign values for a formula variable and limit its scope to a specific Org, Model, or user context. Similarly, for the `CONNECTION_PROPERTY_PER_PRINCIPAL` variable type, you can define the principal type as user or user group, and specifiy the ID of the principal object.
+To assign values to a variable, use the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fvariable%2Fupdate-variable-values"> /api/rest/2.0/template/variables/{identifier}/update-values </a> +++ API endpoint. For example, you can assign values for a formula variable and limit its scope to a specific Org, Model, or user context. Similarly, for the `CONNECTION_PROPERTY_PER_PRINCIPAL` variable type, you can define the principal type as user or user group, and specifiy the ID of the principal object.
 
 The API also allows you to edit, replace, or reset the values and scope assigned to a variable.
 
@@ -474,7 +473,7 @@ If the request is successful, the API returns the variable data in the response:
 
 == Delete a variable
 
-To delete one or more variables, use the `/api/rest/2.0/template/variables/delete` API endpoint.
+To delete one or more variables, use the +++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fvariable%2Fdelete-variables"> /api/rest/2.0/template/variables/delete </a> +++ API endpoint.
 
 The API does not allow deleting formula variables if they are used in Models, RLS rules, user properties, or ABAC tokens. If the variable is used by an object in ThoughtSpot, make sure to remove the variable assignments and references before deleting it from ThoughtSpot.
 
diff --git a/modules/ROOT/pages/whats-new-prev-history.adoc b/modules/ROOT/pages/whats-new-prev-history.adoc
new file mode 100644
index 000000000..e2661ee2c
--- /dev/null
+++ b/modules/ROOT/pages/whats-new-prev-history.adoc
@@ -0,0 +1,2599 @@
+= What’s new
+:toc: true
+:toclevels: 1
+
+:page-title: What's new
+:page-pageid: whats-new-prev-releases
+:page-description: New features and enhancements
+
+This page lists new features, enhancements, and deprecated functionality introduced for ThoughtSpot Embedded instances in release versions before the year 2026. For information about the features introduced in the new release versions in 2026, see xref:whats-new.adoc[What's new].
+
+== Version 10.15.0.cl
+
+.Theme Builder
+[%collapsible]
+====
+Theme Builder is now generally available (GA) and will be rolled out to all ThoughtSpot instances in customer deployments over the next few weeks.
+
+When this feature is enabled on your instance, you can access it from the *Develop* page in ThoughtSpot and use it to customize styles and UX themes directly within the product.
+
+For more information, see xref:theme-builder.adoc[Theme Builder].
+====
+
+.V3 navigation and home page experience
+[%collapsible]
+====
+The new V3 navigation and home page experience is now generally available (GA) and can be enabled on ThoughtSpot embedded instances.
+
+The default UI experience in full application embedding remains the classic (V1) experience until further notice. Developers embedding the full ThoughtSpot application can enable the V3 experience in their applications by setting the appropriate configuration options in their embed code.
+
+For more information, see xref:full-app-customize.adoc[Customizing full application embedding].
+====
+
+.Formula variables in RLS rules
+[%collapsible]
+====
+You can now create formula variables using the Variable REST API and use these variables in RLS rules for a specific data context and in ABAC token requests to dynamically assign security attributes to users.
+
+For more information, see xref:abac_rls-variables.adoc[ABAC via RLS with variables].
+====
+.Spotter APIs
+[%collapsible]
+====
+ThoughtSpot introduces new REST APIs for the following Spotter workflows:
+//* To get data source suggestions based on a user's query
+* To send queries to a conversation session with the Spotter agent
+* To set natural language (NL) instructions on a model to coach the Spotter system
+* To fetch NL instructions configured on a model
+
+For more information, see xref:spotter-apis.adoc[Spotter APIs].
+====
+.Embed events and parameters to intercept API calls
+[%collapsible]
+====
+You can now intercept API calls from the embedded ThoughtSpot application using the `interceptUrls` attribute in the Visual Embed SDK. This feature lets you control API requests in your embedding application and use embed events to modify, block, or handle requests before they are sent to the backend. For more information, see xref:api-intercept.adoc[Intercept API calls and search requests].
+====
+.Icon customization enhancements
+[%collapsible]
+====
+You can now replace or customize the chart switcher toggle and icons in the Charts drawer on an Answer or visualization page using SVG sprites. Previously, these icons were fixed to ThoughtSpot defaults and were not configurable. In the new version, these icons are available as SVG components and can be replaced by developers through the xref:customize-icons.adoc[icon customization framework] as needed.
+====
+.Mobile Embed SDK
+[%collapsible]
+====
+The SDKs for embedding ThoughtSpot components in mobile apps are now Generally Available (GA). For more information about the SDKs and how to embed a ThoughtSpot component in a mobile app, see xref:mobile-embed.adoc[Mobile embed documentation].
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.44.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.14.0.cl
+
+.Code based custom actions
+[%collapsible]
+====
+ThoughtSpot now enables developers to define custom action in their embed code through the Visual Embed SDK. This enhancement enables code based customization of actions for Liveboards, Visualizations, Answers, and Spotter.  With this functionality, developers can add custom actions that show up as new menu options in one of the following UI elements:
+
+* the primary menu bar
+* the **More** options menu image:./images/icon-more-10px.png[the more options menu]
+* the contextual menu that appears when a user right-clicks on an Answer or visualization +
+
+Key characteristics of code-based custom actions:
+
+* Can be maintained within your codebase to facilitate migration across organizations and clusters.
+* Can have controlled visibility in ThoughtSpot by evaluating conditions within your application logic. This approach enables you to dynamically display or hide custom actions based on specific criteria, ensuring that only relevant actions are presented to users in different contexts.
+* Can be assigned to Liveboards.
+* Can be conditionally displayed based on the presence of a specific column in a visualization.
+
+For more information, see xref:code-based-custom-actions.adoc[Code based custom actions].
+====
+
+.Webhooks for Liveboard schedule events [beta betaBackground]^Beta^
+[%collapsible]
+====
+You can now configure a xref:webhooks-lb-schedule.adoc[webhook for Liveboard schedule events] to automate notifications to external applications. This feature allows you to send Liveboard reports directly to a webhook endpoint and create your own custom emails or workflow.
+
+This feature is currently in beta and is not enabled by default. To enable it on your instance, contact ThoughtSpot Support.
+====
+
+=== Template variables for publishing
+The variable APIs include several enhancements to streamline variable creation and update workflows.
+For information about the new enhancements and breaking changes, see xref:rest-apiv2-changelog.adoc#_variable_api_enhancements[REST API changelog] and xref:variables.adoc[Variables documentation].
+
+.Parameter chip visibility configuration [tag redBackground]#BREAKING CHANGE#
+[%collapsible]
+====
+The `HostEvent.UpdateParameters` event in the Visual Embed SDK now includes the `isVisibleToUser` attribute, which allows you to control the visibility of Parameter chips on embedded ThoughtSpot pages.
+
+Before this enhancement, the Parameter chip display behavior was inconsistent across embed types when the Parameter values were updated via `HostEvent.UpdateParameters` requests. With the new change, the `isVisibleToUser` attribute in `HostEvent.UpdateParameters` is set to `false` by default for all embed types.
+
+With the new enhancement, the embedded pages that previously kept the parameter chip visible after an override via `HostEvent.UpdateParameters` will now hide it unless the `isVisibleToUser` attribute is explicitly set to `true`. +
+This behavior may introduce a breaking change if your current implementation relies on the previous default chip visibility behavior. To retain chip visibility, developers must update their embedding implementation to pass `isVisibleToUser: true` in their `HostEvent.UpdateParameters` requests.
+
+For more information, see xref:runtime-parameters.adoc#_show_or_hide_parameter_chips_in_embedded_sessions[Runtime Parameter overrides].
+====
+.Pre-rendering enhancements
+[%collapsible]
+====
+Pre-rendering now provides enhanced flexibility and granular control over for rendering embedded ThoughtSpot components. For more information, see xref:prerender.adoc[Pre-rendering ThoughtSpot Embed components].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.43.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.13.0.cl
+
+.Spotter AI APIs
+[%collapsible]
+====
+ThoughtSpot introduces the following new xref:spotter-apis.adoc[Spotter AI APIs] [beta betaBackground]^Beta^, to provide contextual and agentic capabilities for integration with external clients and custom AI applications:
+
+* `/api/rest/2.0/ai/agent/conversation/create`
+//* `/api/rest/2.0/ai/data-source-suggestions`
+* `/api/rest/2.0/ai/relevant-questions/`
+* `/api/rest/2.0/ai/agent/converse/sse`
+
+These APIs are designed to build context with each interaction, orchestrate reasoning, and expose tools and skills for natural language analytics.
+
+For more information, see xref:spotter-apis.adoc[Spotter AI APIs].
+
+////
+With the introduction of these APIs, the following legacy API endpoints will be deprecated:
+
+* `POST /api/rest/2.0/ai/conversation/create`
+* `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse`
+* `POST /api/rest/2.0/ai/analytical-questions`
+
+The above-listed AI endpoints will be available in the Playground until further notice. However, we recommend using the new APIs for better context management, extensibility, and integration options.
+////
+====
+
+.Support for runtime overrides in Spotter embed
+[%collapsible]
+====
+You can apply runtime filters and parameter overrides to Spotter sessions and interactions using the Visual Embed SDK. When these overrides are configured in the SDK, they are applied to the data used for Spotter queries, and the generated answers in these sessions will reflect the applied overrides.
+
+The Visual Embed SDK Playground for Spotter embedding includes an option to set runtime overrides. You can test and preview the results before updating your embed code.
+
+For more information, see xref:runtime-filters.adoc[Runtime filters] and xref:runtime-parameters.adoc[Runtime Parameters].
+====
+
+.Full application embed experience
+[%collapsible]
+====
+* The new experience with a sliding navigation panel and modular home page is now available as an Early Access feature for ThoughtSpot embedded application users.
++
+The new experience introduces a left navigation panel with a persona-based app selector and a modular home page with customizable components. This feature is turned off by default on ThoughtSpot. If this feature is enabled on your instance, you can enable it in full application embed using the `discoveryExperience` SDK property.
++
+For more information, see xref:full-app-customize.adoc[V3 navigation and home page experience].
+
+* List pages, such as Answers and Liveboards, now include enhanced sorting and filtering capabilities. These pages also allow users to organize, find, and personalize content. Developers can customize the visibility of columns in their embeds by configuring the xref:AppViewConfig.adoc#_hiddenlistcolumns[`hiddenListColumns`] property in the SDK.
++
+For more information, see xref:full-app-customize.adoc#_hide_columns_on_list_pages_new_experience[Hide columns on List pages].
+====
+
+.Worksheet deprecation and removal
+[%collapsible]
+====
+Worksheets are replaced with Models, and all application workflows will require you to use Models. If you are importing worksheet TMLs, the import operation may fail with an error, requiring users to convert Worksheets to Models. Please update your CI/CD and Git workflows to use Model TMLs instead of Worksheets.
+
+For more information, see xref:deprecated-features.adoc#_worksheet_deprecation_and_removal[Worksheet deprecation].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.42.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.12.0.cl
+
+.Liveboard grouping and styling [beta betaBackground]^Beta^
+[%collapsible]
+====
+You can now create a visual group of Answers and note tiles on an embedded Liveboard and customize the look and feel of the Liveboard, groups, and visualizations using the new styling panel.
+
+The Liveboard styling and grouping feature is disabled by default on embedded apps. To enable this feature on your embed, set `isLiveboardStylingAndGroupingEnabled` to `true` in the SDK and contact ThoughtSpot Support.
+
+[NOTE]
+The `isLiveboardStylingAndGrouping` attribute is now replaced with `isLiveboardMasterpiecesEnabled`.
+
+When this feature is enabled, you can use the following CSS variables in the Visual Embed SDK to style your Liveboard elements:
+
+* `--ts-var-liveboard-layout-background`
+* `--ts-var-liveboard-group-background`
+* `--ts-var-liveboard-group-title-font-color`
+* `--ts-var-liveboard-group-border-color`
+* `--ts-var-liveboard-group-description-font-color`
+* `--ts-var-liveboard-group-tile-title-font-color`
+* `--ts-var-liveboard-group-tile-description-font-color`
+
+For more information, see xref:customize-css-styles.adoc#grp-style[CSS variables reference].
+====
+.Lazy loading of visualizations on a Liveboard
+[%collapsible]
+====
+To optimize initial load time, you can now enable lazy loading of Liveboard visualizations using the `lazyLoadingForFullHeight` parameter. When both `fullHeight` and `lazyLoadingForFullHeight` attributes are set to `true`, visualizations in the embedded Liveboard are loaded incrementally as the user scrolls, rather than all at once on initial load. For more information, see xref:lazy-loading-fullheight.adoc[Lazy loading of Liveboard visualizations].
+====
+
+.Spotter embed enhancements
+[%collapsible]
+====
+Spotter coaching::
+Your application users can now coach Spotter based on an ongoing conversation.
+The *Add to coaching* feature is turned off by default on ThoughtSpot instances. To enable this feature, contact your administrator.
+
+Spotter Agent embedding::
+To embed Spotter Agent in a React app, the SDK provides a React component and the `useSpotterAgent` custom React hook. For more information, see xref:embed-ts-react-app.adoc#_embed_spotter_agent_in_your_own_app[Embed Spotter Agent in your React app].
+
+For information about the other SDK enhancements, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.Full application embed
+[%collapsible]
+====
+In full application embed, developers can now enable the new navigation panel and home page  experience. The new experience also organizes the application menu into separate persona-based contextual sections. The new interface also provides a slider to allow users to view or hide the left navigation panel.
+
+The new navigation experience is disabled by default and is available for Early Access. To enable this feature on your instance, contact your ThoughtSpot administrator and then configure the xref:AppViewConfig.adoc#_discoveryexperience[`discovery experience`] property in the SDK.
+====
+
+.REST API
+[%collapsible]
+====
+[discrete]
+==== Connection configuration APIs
+ThoughtSpot now supports multiple configurations per data Connection. This feature allows data engineers to define and manage several distinct Connection configurations under a single data Connection object in ThoughtSpot. This feature is available only for Snowflake, Databricks, and BigQuery Cloud Data Warehouses (CDW) connections.
+
+For more information, see xref:connection-config.adoc[Connection Configuration].
+
+[discrete]
+==== Custom calendar APIs
+
+You can now create and manage custom calendars for a given Connection object. For more information, see the API documentation in the REST API v2 Playground. For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+
+[discrete]
+==== Other enhancements
+For information about other REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.41.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+== Version 10.11.0.cl
+
+.Spotter embed enhancements
+[%collapsible]
+====
+Spotter embed now supports a comprehensive set of embed and host events that enable interaction between the embedded Spotter component and the host application.
+
+Developers can use these events to:
+
+* Listen for key Spotter user interactions and system events, such as downloads, edits, visual changes, and Spotter-specific query responses, by registering handlers for embed events.
+* Trigger specific host events from the application to programmatically control actions such as starting a search, resetting the conversation, saving, downloading, and adding Spotter-generated Answers to a Liveboard.
+
+For a complete list of events, see the following pages:
+
+* xref:api-changelog.adoc[Visual Embed SDK changelog]
+* xref:EmbedEvent.adoc[EmbedEvent]
+* xref:HostEvent.adoc[HostEvent]
+====
+
+.Primary action configuration for Liveboard visualizations
+[%collapsible]
+====
+You can now override the action assigned to the primary button that appears on visualization tiles of an embedded Liveboard. The `primaryAction` parameter in the Visual Embed SDK allows developers to set that primary action for the embedded Liveboard visualizations.
+
+For more information, see xref:embed-actions.adoc#_override_default_primary_actions[Override default primary action].
+====
+
+.Enhancements to the API response format for Liveboards
+[%collapsible]
+====
+The `liveboard_reponse_version` parameter in search metadata (`/api/rest/2.0/metadata/search`) REST API request now allows you to retrieve details of Liveboard tabs, visualizations, and filters in a structured format.
+
+For more information, see xref:rest-api-v2-metadata-search.adoc#_response_format_for_liveboards[Response format for Liveboard objects].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.40.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.10.0.cl
+
+.Email customization per Org [beta betaBackground]^Beta^
+[%collapsible]
+====
+ThoughtSpot embedded users can now customize their automated email notifications for each Org through REST APIs v2. You can customize features such as the company logo, style, and fonts, visibility of components in the template, and ThoughtSpot-specific content in notification emails, thus ensuring a consistent brand experience.
+
+For more information, see xref:customize-email-apis.adoc[Customize email template].
+
+[NOTE]
+These APIs are currently in beta and turned off by default on ThoughtSpot instances. To enable this feature on your instance, contact ThoughtSpot Support.
+====
+
+.Publishing content to Orgs [beta betaBackground]^Beta^
+
+[%collapsible]
+====
+The publishing feature enables administrators to publish objects from the Primary Org to other Orgs within a multi-tenant instance. This feature simplifies the deployment process for ThoughtSpot administrators, especially when the same object needs to be made available to multiple Orgs within an instance. It also eliminates the need to create duplicate copies of the object, thereby optimizing memory usage.
+
+The publishing feature includes a set of REST APIs that ThoughtSpot administrators can use to create and assign variables, parameterize properties of underlying data objects such as Connections and Tables per Org, and publish objects from the Primary Org to other Orgs on their instance. For more information, see xref:publishing-overview.adoc[Publishing content to Orgs].
+
+[NOTE]
+The publishing feature is in beta and turned off by default on ThoughtSpot instances. To enable this feature on your instance, contact ThoughtSpot Support.
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.39.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.9.0.cl
+
+.String IDs for customizing text strings
+[%collapsible]
+====
+You can now customize a specific occurrence of a text string in the ThoughtSpot UI using string IDs. String IDs allow you to selectively and precisely override the visible text strings in the UI and prevent unintended text changes.
+
+For more information, see xref:customize-text-strings.adoc[Customize text strings].
+====
+.Mobile embed SDKs
+[%collapsible]
+====
+ThoughtSpot provides the following new SDKs to embed ThoughtSpot in mobile apps:
+
+* link:https://github.com/thoughtspot/flutter-embed-sdk[Flutter Embed SDK, window=_blank] [beta betaBackground]^Beta^  to embed ThoughtSpot content in a Flutter app
+* link:https://github.com/thoughtspot/swift-embed-sdk[Swift Embed SDK, window=_blank] [beta betaBackground]^Beta^  to embed ThoughtSpot content in an iOS native app
+* link:https://github.com/thoughtspot/android-embed-sdk[Android Embed SDK, window=_blank] [beta betaBackground]^Beta^  to embed ThoughtSpot content in an Android native app
+
+For more information and quickstart guides, see xref:mobile-embed.adoc[Mobile embed documentation].
+====
+.Spotter embed components
+[%collapsible]
+====
+The following Spotter embed components are now deprecated and replaced with new components:
+
+* `ConversationEmbed` +
+Replaced with `SpotterEmbed`
+* `ConversationViewConfig` +
+Replaced with `SpotterEmbedViewConfig`
+* `BodylessConversation` +
+Replaced with `SpotterAgentEmbed`
+* `BodylessConversationViewConfig` +
+Replaced with `SpotterAgentEmbedViewConfig`
+
+[discrete]
+==== Impact on Spotter embed deployments
+The new Spotter embed components are available for use with the Visual Embed SDK v1.38.0 and later.
+The `ConversationEmbed`, `ConversationViewConfig`, `BodylessConversation`, and `BodylessConversationViewConfig` components are deprecated in Visual Embed SDK v1.38.0 and later versions.
+The old component names will be visible in the code panel of the Visual Embed Playground on ThoughtSpot instances with 10.9.0.cl or earlier. The component names in the Playground will be updated in an  upcoming version.
+
+[discrete]
+==== Recommended action
+The Spotter embed component changes do not break your existing Spotter embed implementation. Your  implementation with the old component names will continue to function until further notice. However, ThoughtSpot recommends transitioning to the new names as early as you can, to allow sufficient time for testing your implementation with the updated names.
+
+For Spotter embed documentation and code samples with new components, see xref:embed-spotter.adoc[Embed Spotter].
+====
+.Ability to control the visibility of columns in full app embedding
+[%collapsible]
+====
+You can now show or hide the following columns on the *Liveboards*, and *Answers* list pages in full application embeds:
+
+* `Favorite`
+* `Author`
+* `Last modified`
+* `Tags`
+* `Share`
+
+For more information, see xref:full-app-customize.adoc#_hide_columns_on_list_pages_new_experience[Customize full application embedding].
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.38.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+.REST API Java SDK
+[%collapsible]
+====
+The REST API Java SDK enables developers to interact programmatically with ThoughtSpot REST APIs from Java applications. It provides a client library with Java methods and classes that map to API endpoints, handle authentication, send API requests, and allow creating and modifying ThoughtSpot resources and objects.
+
+For information about how to install and use the SDK, see xref:rest-api-java-sdk.adoc[Java SDK for REST APIs].
+====
+
+== Version 10.8.0.cl
+
+.React Native SDK to embed ThoughtSpot in a mobile app [beta betaBackground]^Beta^
+[%collapsible]
+====
+Developers can now embed ThoughtSpot Analytics in their mobile apps using the React Native Embed SDK [beta betaBackground]^Beta^. With the React Native Embed SDK, developers can use native resources and a single codebase to build their mobile app with embedded ThoughtSpot content for both *iOS* and *Android* platforms.
+
+In the initial release, the SDK supports embedding a Liveboard component and customizing the embedded view. For more information, see xref:mobilesdk-quick-start.adoc[React Native SDK quick start guide].
+====
+.External tools and custom script integration
+[%collapsible]
+====
+You can now integrate third-party tools and execute custom scripts within your embed. This feature is disabled by default on ThoughtSpot instances. When enabled, you can use this feature to integrate your preferred analytics and product-guide tools such as Pendo, LogRocket, and Mixpanel into your ThoughtSpot embed.
+
+While you can inject custom Javascript into your embeds, it is essential to consider the associated security risks and vulnerabilities, such as Cross-site scripting (XSS). Before contacting Support to enable this feature on your instance, assess the potential security risks to your application environment and review your organization's security guidelines. We recommend that you sanitize user data before rendering and ensure that your environment runs scripts from trusted domains only. For more information, see xref:3rd-party-script.adoc[Integrate third-party tools and scripts].
+====
+.Recommended action for deployments that use pendoTrackingKey
+[%collapsible]
+====
+If you are using the xref:EmbedConfig.adoc#_pendotrackingkey[pendoTrackingKey] setting in the Visual Embed SDK, note that ThoughtSpot will deprecate this attribute six months after the 10.8.0.cl release. While you can continue using `pendoTrackingKey` until its deprecation, we recommend using the xref:3rd-party-script.adoc[external tools integration] feature to integrate your preferred tool for analytics and product guides. For additional information or migration assistance, contact ThoughtSpot Support.
+====
+.Help menu and information center changes
+[%collapsible]
+====
+In the 10.8.0.cl release, ThoughtSpot introduces a unified help and support experience that will eventually replace the information center panel generated by Pendo.
+The new information panel provides access to ThoughtSpot documentation and support and also allows you to add custom links. This feature will be enabled gradually on ThoughtSpot instances.
+
+This change will affect your instance if you have embedded the full ThoughtSpot experience with the top navigation bar and Help (?) icon, using `showPrimaryNavbar: true` and `disableProfileAndHelp: false` settings in the Visual Embed SDK.
+
+Customer environments currently using the legacy information center during embedded sessions will continue to do so for the next few months to minimize disruption. Your ThoughtSpot Customer Success team will contact you and assist you in migrating to the new experience.
+
+To facilitate testing and the rollout of the new information center, ThoughtSpot provides the xref:AppViewConfig.adoc#_enablependohelp[enablePendoHelp] SDK flag. By default, the `enablePendoHelp` is set to `true` to ensure that your embedded sessions use the legacy information center generated by Pendo. To enable the new experience, you need to set `enablePendoHelp` to `false`.
+====
+.Column name localization [beta betaBackground]^Beta^
+[%collapsible]
+====
+ThoughtSpot now supports column name and description aliases in a Worksheet or Model, which can be used for localizing the Search and Answer interfaces. This feature is disabled by default on ThoughtSpot instances. To enable this feature, contact ThoughtSpot support.
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.37.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.6.0.cl
+
+.Spotter embed enhancements
+[%collapsible]
+====
+Spotter is enabled on ThoughtSpot instances by default and is now generally available for embedding in your applications and chatbot.
+
+This release also introduces several enhancements to Spotter embed:
+
+* xref:embed-spotter.adoc#configControls[Configuration controls in the SDK] to disable or hide the data source, and show or hide sample questions
+* xref:embed-spotter.adoc#SpotterCSS[Customization controls for CSS overrides], xref:embed-spotter.adoc#spotterMenuActions[action IDs] for menu customization on the Spotter page.
+* Additional options in the xref:developer-playground.adoc#playground-spotter[Spotter Playground experience], which allow users to explore the customization settings available for Spotter.
+
+For more information, see xref:embed-spotter.adoc[Embed Spotter].
+====
+.Theme builder for ThoughtSpot interface customization [beta betaBackground]^Beta^
+[%collapsible]
+====
+ThoughtSpot now offers link:https://developers.thoughtspot.com/docs/theme-builder[Theme Builder, window=_blank] [beta betaBackground]^Beta^, a graphical representation of CSS controls and themes to assist developers with the CSS customization framework. Theme Builder allows you to explore and preview the CSS customization options available with the Visual Embed SDK to customize the look and feel of the ThoughtSpot application interface.
+
+Developers embedding ThoughtSpot can preview the customization options in Theme Builder for various embed components, including Liveboard, Visualizations, Search page, and the full application experience. Additionally, you can view and download the default CSS variables in JSON format and upload a JSON file containing custom values for these CSS variables.
+
+For more information, see xref:theme-builder.adoc[Theme Builder].
+====
+.Multi-Factor authentication and REST API behavior
+[%collapsible]
+====
+ThoughtSpot now supports Multi-Factor authentication (MFA) [beta betaBackground]^Beta^ for environments using local authentication with IAMv2. MFA is in beta and disabled by default on ThoughtSpot instances. When enabled on a ThoughtSpot instance, administrators can enable MFA for all local users authenticating to ThoughtSpot with `username` and `password`.
+
+[tag redBackground]#BREAKING CHANGE#
+
+When MFA is enabled on your ThoughtSpot instance, using basic authentication in REST API calls to the following API endpoints will result in an error:
+
+* `POST /api/rest/2.0/auth/session/login`
+* `POST /api/rest/2.0/auth/token/object`
+* `POST /api/rest/2.0/auth/token/full`
+* `POST /api/rest/2.0/auth/token/custom`
+* `POST /tspublic/v1/session/login`
+
+When MFA is enabled on a ThoughtSpot instance, local authentication users cannot log in with their `username` and `password` and are prompted to enable MFA when they try to log in via UI. Setting up MFA via APIs is not supported.
+
+If you are using REST APIs with basic authentication, ThoughtSpot recommends updating your application environment to use `username` and `secret_key` to generate authentication token. To stay security compliant and avoid breaking changes, before activating MFA for your users, we recommend that you enable *Trusted Authentication* on your instance and set up your embed and REST API environments to use token-based authentication. For more information and assistance, contact ThoughtSpot Support.
+====
+.Liveboard enhancements
+[%collapsible]
+====
+[discrete]
+==== Compact Liveboard header [earlyAccess eaBackground]#Early Access#
+
+Developers embedding ThoughtSpot Liveboards can now enable the Compact Liveboard feature for their application users. When enabled, this feature optimizes Liveboard header space, moves the tabs panel to the top of the header, and maximizes the visibility of the charts and tables on the Liveboard.
+
+Compact Liveboard header is disabled by default. To enable this feature, set `isLiveboardCompactHeaderEnabled` to `true` in the SDK.
+
+[discrete]
+==== Show only relevant filters and Parameters on Liveboards
+
+By default, Liveboards display all filters and parameters, including those that are not applicable to the visualizations in a tab. On embedded Liveboards, developers can control the visibility of filters and Parameters for visualizations in a tab using the `hideirrelevantchipsinliveboardtabs` property in the SDK.
+
+For more information about filters for Liveboard tabs, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters#_apply_filters_to_specific_visualizations_or_tabs[Apply filters to specific visualizations or tabs].
+====
+.Worksheet to Model conversion
+[%collapsible]
+====
+You can now convert a Worksheet to a Model via a REST API POST call to the
++++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fmetadata%2Fconvert-worksheet-to-model">/api/rest/2.0/metadata/worksheets/convert</a>+++ endpoint.
+
+ThoughtSpot recommends migrating your Worksheet data to Models, because Worksheets are deprecated in ThoughtSpot and will be removed from the product in 10.10.0.cl release.
+====
+.ThoughtSpot Enterprise Org enablement
+[%collapsible]
+====
+Starting with ThoughtSpot Cloud 10.6.0.cl release, all ThoughtSpot Enterprise instances will gradually be enabled with Orgs.  Your environment will remain a single-tenant instance until you create Orgs. When the Orgs feature is enabled on your instance, you can switch to a single-tenant mode anytime by deleting all user-created Orgs and using only the default Primary Org.
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.36.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 10.5.0.cl
+
+.Default search experience on embedded ThoughtSpot Home page
+[%collapsible]
+====
+If your ThoughtSpot instance is upgraded from 10.1.0.cl to 10.5.0.cl, the Natural Language Search interface will be the default search experience on the embedded ThoughtSpot Home page. The split search experience, which was introduced in 10.3.0.cl, will be turned off by default on these instances. For applications embedding full ThoughtSpot experience, the `isUnifiedSearchExperienceEnabled` property will be set to `true` in the Visual Embed SDK. Your application users can continue to use the unified experience until it is deprecated. However, developers can choose to disable the unified search experience and customize the Home page search experience for their application users.
+
+On instances upgraded from 10.3.0.cl or 10.4.0.cl to 10.5.0.cl, Object Search will be the default search experience on the embedded ThoughtSpot Home page. The unified search experience will be disabled by default and the `isUnifiedSearchExperienceEnabled` property in the Visual Embed SDK will be set to `false`. If required, developers can switch to AI Search experience by setting the `homePageSearchBarMode` property to `aiAnswer`.
+
+For more information, see xref:full-app-customize.adoc#_search_experience_on_home_page[Home page search experience customization].
+====
+.Support for partitioned cookies
+[%collapsible]
+====
+With most web browsers blocking third-party cookies, cookies will no longer be shared across the ThoughtSpot
+embedded pages and the host application, or other tabs in the browser. If your embed no longer functions without the use of third-party cookies, consider using one of the following options:
+
+* Update your implementation to use cookieless authentication; for example, `AuthType.EmbeddedSSO` or `AuthType.TrustedAuthTokenCookieless` (Recommended)
+* Customize the domain of your ThoughtSpot instance to match the domain of your host application. +
+For more information, see xref:custom-domain-configuration.adoc[Custom domain configuration].
+* Enable partitioned cookies on your ThoughtSpot instance. +
+If your implementation relies on cookies or if you are using `AuthType.None` in your development and test environments, ThoughtSpot administrators have the option to enable partitioned cookies on their instance. With partitioned cookies, you can restrict cookie sharing between different sites and thus prevent cross-site tracking.
++
+On browsers that support partitioned cookies, the session cookie will persist in the ThoughtSpot app after a successful login. When using the `AuthType.None` embed authentication method in development or test environments with partitioned cookies, users must log in to their ThoughtSpot instance using basic authentication for seamless access to the embed.
++
+[NOTE]
+Safari blocks all third-party cookies and does not support partitioned cookies. ThoughtSpot recommends switching to a Web browser that supports partitioned cookies or using cookieless authentication.
+
+For more information, see xref:security-settings.adoc#_enable_partitioned_cookies[Security Settings].
+====
+
+.ABAC via tokens implementation changes
+[%collapsible]
+====
+The ABAC via tokens feature is GA in 10.5.0.cl. Several changes have been introduced since the ThoughtSpot 10.4.0.cl release to improve the ABAC configuration workflows:
+
+* The `user_parameters` property in `auth/token/full` and `auth/token/object` APIs used for the xref:abac-user-parameters-beta.adoc[beta implementation of ABAC] was deprecated in 10.4.0.cl.
+* Starting from 10.4.0.cl, administrators are advised to xref:abac-user-parameters.adoc[use the `/api/rest/2.0/auth/token/custom` API endpoint] to define security attributes for ABAC implementation.
+
+If you have implemented ABAC using `auth/token/full` or `auth/token/object` API endpoints and your cluster is upgraded to 10.4.0.cl or 10.5.0.cl, you can migrate your implementation to start using the `/api/rest/2.0/auth/token/custom` API endpoint. For more information, refer to xref:jwt-migration.adoc[ABAC migration guide].
+====
+.Orgs context for custom links
+[%collapsible]
+====
+Starting with ThoughtSpot Cloud 10.5.0.cl release, developers embedding ThoughtSpot in their application can include the Org context in ThoughtSpot URLs using custom link settings.
+//For instance, being able to seamlessly access content from a different Org, while being logged in another Org.
+
+This feature is turned off by default. To enable this feature on your ThoughtSpot instance, contact link:https://community.thoughtspot.com/customers/s/contactsupport[ThoughSpot Support, window=_blank]. For more information, see xref:orgs.adoc[Orgs context for sharing links].
+====
+
+.Migration to IAMv2
+[%collapsible]
+====
+All new ThoughtSpot application instances are enabled with enhanced Identity and Access Management (IAMv2). The existing ThoughtSpot embedded instances will be migrated to IAMv2 during the maintenance windows.
+
+* To ensure a seamless migration, review and follow the link:https://docs.thoughtspot.com/cloud/latest/okta-iam#_before_migrating_to_iam_v2[steps in the ThoughtSpot product documentation, window=_blank].
+* To understand changes to the API endpoints with this upgrade, see xref:api-user-management.adoc[User migration to IAMv2]
+* For more information, see link:https://docs.thoughtspot.com/cloud/latest/okta-iam[Identity and Access Management V2, window=_blank].
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.35.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+== Version 10.4.0.cl
+
+.Spotter AI for conversational analytics
+[%collapsible]
+====
+ThoughtSpot Spotter [beta betaBackground]^Beta^ enables users to find insights from their data through a conversational interface powered by Generative AI. Spotter functions as your AI Analyst and allows your application users to start a conversation, ask follow-up questions on the results generated by ThoughtSpot, and get the data they need.
+
+For more information, see the following pages:
+
+* xref:embed-spotter.adoc#_embed_spotter_using_visual_embed_sdk[Embed Spotter in your app] +
+* xref:spotter-apis.adoc[Generate Answers from AI APIs]
+* xref:spotter-in-custom-chatbot.adoc[Spotter tutorials]
+
+[NOTE]
+The Spotter feature is in beta and disabled by default on ThoughtSpot Embedded instances. To enable this feature on your instance, contact ThoughtSpot Support.
+====
+
+.ABAC token generation enhancements
+[%collapsible]
+====
+To generate a token with custom rules, attributes, and filter conditions for Attribute-Based Access Control (ABAC) [beta betaBackground]^Beta^, you can use the `/api/rest/2.0/auth/token/custom` API endpoint instead of the `user_parameters` property in `/api/rest/2.0/auth/token/full` and `/api/rest/2.0/auth/token/object` APIs.
+
+For more information, see xref:authentication.adoc#_get_tokens_with_custom_rules_and_filter_conditions[Get tokens with custom rules and filter conditions].
+====
+
+.Visual Embed Playground enhancements
+[%collapsible]
+====
+The Visual Embed Playground provides several checkboxes and customization settings for ThoughtSpot embed components. You can use these checkboxes to customize your embedded view, view results instantly, and copy code.
+
+For more information, see xref:developer-playground.adoc[Visual Embed Playground].
+====
+.Models
+[%collapsible]
+====
+Models are now available on ThoughtSpot embedded instances. ThoughtSpot recommends using Models as data source objects for Answers and Liveboards instead of Worksheets from 10.4.0.cl release onwards.
+
+Worksheets are deprecated in 10.4.0.cl and will be removed from ThoughtSpot in an upcoming release. If you are embedding full ThoughtSpot application or the Data Workspace page in your app, you will notice that the Worksheet creation option is disabled by default. However, existing Worksheets continue to be available and editable. To enable Worksheet creation on your instance, contact ThoughtSpot Support.
+====
+.Orgs enablement
+[%collapsible]
+====
+Starting with ThoughtSpot Cloud 10.4.0.cl release, Orgs will be enabled by default on all new ThoughtSpot instances. Your environment remains a single-tenant instance until you create Orgs.
+If the Orgs feature is enabled on your instance, you can switch to a single-tenant mode anytime by deleting the Orgs and using just the Primary Org.
+
+For more information, see xref:orgs.adoc[Multi-tenancy with Orgs].
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.34.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+.Feature deprecations
+[%collapsible]
+====
+The Search Assist feature for Worksheets and the **Enable Search Assist** checkbox in Search Embed Playground are removed from ThoughtSpot in 10.4.0.cl. If your embedding application uses the `enableSearchAssist` property, you may want to update your deployment.
+
+For more information, see xref:deprecated-features.adoc#_search_assist[Deprecated features].
+====
+
+== Version 10.3.0.cl
+
+.Natural language search and object search
+[%collapsible]
+====
+Starting from the ThoughtSpot 10.3.0.cl release, the **Home** page does not provide a combined search experience with Natural Language Search and Object Search. As a result, Object Search will become the default search experience on the **Home** page, and Natural Language Search will be disabled by default.
+
+If you are embedding the **Home** page of ThoughtSpot application in your app, and you want to retain both the object Search and Natural Language Search experience for your users, you can customize the search type in the Visual Embed SDK. For more information, see xref:full-app-customize.adoc#_customize_search_experience[Search experience customization].
+====
+
+.Selective user access
+[%collapsible]
+====
+With selective user access, you can allow users without the administrator or developer privilege to securely access the non-embedded pages.
+
+For more information, see xref:selective-user-access.adoc[User access to non-embedded content].
+====
+
+.Liveboard experience enhancements
+[%collapsible]
+====
+You can now customize the width of the Liveboard breakpoint on an embedded instance. To enable it, you must set the `enable2ColumnLayout` property to `true`.
+
+For more information, see xref:embed-pinboard.adoc#_redefine_liveboard_breakpoint_widths[Redefine Liveboard breakpoint widths].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.33.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+.Feature deprecations
+[%collapsible]
+====
+In the 10.3.0.cl release, the application background customization option on the **Admin** > **Style customization** and **Develop** > **Customizations** > **Styles** is deprecated. For more information, see xref:deprecated-features.adoc#_application_background_customization_via_ui[Application background customization].
+====
+
+== Version 10.1.0.cl
+
+.Customization of the new Data Panel experience
+[%collapsible]
+====
+The CSS customization framework now supports customizing the look and feel of the new Data Panel experience. For more information, see xref:embed-search.adoc#_data_panel_experience_in_the_embedded_search_page[Embed Search] and xref:css-customization.adoc[CSS customization framework].
+====
+
+.UI changes in the Liveboard and Answers list pages
+[%collapsible]
+====
+If you have embedded full application experience with **Liveboards** and **Answers** listing pages, note the following UI changes:
+
+* The *Edit TML*, *Export TML*, and *Import TML* actions are no longer available on the *Liveboards* and *Answers* listing pages. You can use the TML menu actions on the individual Liveboard and Answer pages, or the import and export TML options available on the **Data Workspace** > **Utilities** page.
+* To add new tags or assign a tag to an object, users can use the **Edit tags** button on the **Liveboards** and **Answers** pages. However, users cannot rename or delete a tag.
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.32.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+.Feature deprecations
+[%collapsible]
+====
+In 10.1.0.cl release, the following features are deprecated and removed from the UI:
+
+* Classic experience mode for Liveboards, SpotIQ, and Answers. For more information, see xref:deprecated-features.adoc#_classic_experience_for_liveboards_answers_and_spotiq[Deprecation announcements].
+* Page title customization setting in the **Admin** > **Style customization** and **Develop** > **Customizations** > **Styles** page. For more information, see xref:deprecated-features.adoc#_page_title_customization[Deprecation announcements].
+====
+
+== Version 10.0.0.cl
+
+.Customize number, currency, and date format
+[%collapsible]
+====
+You can now customize the number, date, and currency format displayed on embedded pages.
+
+For more information, see xref:locale-setting.adoc#_set_locale_in_the_sdk[Set locale].
+====
+.Git integration
+[%collapsible]
+====
+If xref:roles.adoc[RBAC] is enabled on your instance, ensure that the Version Control API users have the `Can manage version control` (`CAN_MANAGE_VERSION_CONTROL`) Role privilege.
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.31.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information on REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+.Feature deprecations
+[%collapsible]
+====
+For information about deprecated features, see xref:deprecated-features.adoc[Deprecation announcements].
+====
+
+== Version 9.12.5.cl
+
+.New home page and navigation [earlyAccess eaBackground]#Early Access#
+[%collapsible]
+====
+The new navigation and Home page experience is now available for ThoughtSpot users.
+
+ThoughtSpot administrators can enable this feature on their application instance on the **Admin** page. If the new navigation and Home page experience is enabled on your instance, users can turn on the New Experience mode on their *Profile* settings page.
+
+On embedding apps, the new navigation and Home page experience is disabled by default. To enable it, you must set the `modularHomeExperience` property to `true` in the `AppEmbed` component.
+
+The new navigation and Home page experience introduces the following notable changes:
+
+* The top navigation menu bar is replaced with an app selector image:./images/app_switcher.png[the app switcher menu] that allows users to switch between different apps.
+* The **Insights** module presents a redesigned Home page with modular content and a left navigation panel. Users can navigate to Liveboards, Answers, SpotIQ Analysis, and Monitor Subscriptions pages from the Home page by using the left navigation menu options.
+
+For more information, see xref:full-app-customize.adoc[Customize full application embedding].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.30.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 9.12.0.cl
+
+.SSO authentication with IAMv2
+[%collapsible]
+====
+ThoughtSpot now supports managing user authentication through IAMv2 on embedded instances. With this feature, administrators can set up SAML and OIDC authentication with Identity providers such as Okta, Google, and so on. You can also map Identity Provider (IDP) attributes on the  ThoughtSpot Admin page when setting up OIDC or SAML authentication on your instance.
+
+IAMv2 is turned off by default. To enable it on your instance, contact ThoughtSpot Support.
+
+For more information, see xref:configure-saml.adoc#IAMv2[SAML SSO authentication] and xref:configure-oidc.adoc#IAMv2[OpenID Connect authentication].
+====
+
+.OIDC authentication on Orgs-enabled clusters
+[%collapsible]
+====
+ThoughtSpot now supports Orgs through OpenID Connect (OIDC) authentication on embedded instances. With Org mapping, the IdP will have the ability to assign users to specific Orgs when they log in via OIDC authentication. You need administrator privileges to enable Org mapping on the cluster.
+
+For more information, see xref:orgs.adoc#_oidc_authentication[Multi-tenancy with Orgs] and xref:configure-oidc.adoc#orgMapping[OpenID Connect authentication].
+====
+
+.Ask Sage [beta betaBackground]^Beta^
+[%collapsible]
+====
+ThoughtSpot application users can now ask follow-up questions and seek clarifications about visualizations and Answers generated using natural language search. The **Ask Sage** action on Liveboard visualizations and **Ask a follow-up** action search results page allow you to start a conversation with the AI analyst, ask successive questions, and refine the Answer retrieved from a Natural Language Search query.
+
+The **Ask Sage** feature is turned off by default. To enable this feature on your instance, contact ThoughtSpot Support. To enable or disable this feature for embedded application users, use the `enableAskSage` attribute.
+====
+
+.Liveboard UI changes
+[%collapsible]
+====
+The following TML menu actions are now grouped under the *TML* sub-menu of the **More** image:./images/icon-more-10px.png[the more options menu]menu.
+
+* Export TML
+* Edit TML
+* Update TML
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.29.x, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+
+== Version 9.10.5.cl
+
+.Row-level security via tokens [beta betaBackground]^Beta^
+[%collapsible]
+====
+You can now implement Row-Level Security (RLS) and Attribute-Based Access Control (ABAC) via tokens for ThoughtSpot embedded application users. You can now configure your authentication process in the SDK to assign security attributes for any user during session creation.
+
+For more information, see xref:abac-user-parameters.adoc[ABAC via token].
+
+[NOTE]
+ABAC via tokens is supported only with the Trusted Authentication method.
+====
+
+.AI Highlights [earlyAccess eaBackground]#Early Access#
+
+[%collapsible]
+====
+You can now get quick insights on how top metrics have changed in your Liveboard via AI Highlights.
+
+* Users with administration privileges can enable AI Highlights at the cluster level on the **Admin** page.
+* When AI Highlights is enabled, the AI highlights image:./images/ai-highlights.png[AI Highlights icon] icon appears on the Liveboard header and the **Edit**  button moves to the **More** menu image:./images/icon-more-10px.png[the more options menu].
+* You can hide this feature on your embedded instance by adding `Action.AIHighlights` to the  `hiddenActions`  array in the SDK.
+
+For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-ai-highlights[AI Highlights, window=_blank].
+====
+
+.Granular Roles for data management
+[%collapsible]
+====
+If the RBAC is enabled on your ThoughtSpot instance, administrators can use the following Roles for granular access control and data management:
+
+* `CAN_MANAGE_CUSTOM_CALENDAR`
+* `CAN_CREATE_OR_EDIT_CONNECTIONS`
+* `CAN_MANAGE_WORKSHEET_VIEWS_TABLES`
+
+For more information, see xref:roles.adoc[Role-based access control].
+
+[NOTE]
+The RBAC feature is in beta and turned off by default. To enable this feature, contact ThoughtSpot Support.
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.29.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+
+== Version 9.10.0.cl
+
+.Integration with Vercel projects
+[%collapsible]
+====
+You can now integrate your ThoughtSpot instance with a Vercel project. If you are using Vercel to build and maintain your embedding application, you can install ThoughtSpot analytics integration, connect to ThoughtSpot data, and embed content in your app seamlessly.
+
+For more information, see xref:vercel-int.adoc[Vercel integration].
+====
+
+.CSS variables for custom styling
+[%collapsible]
+====
+The following custom CSS variables are deprecated and not supported from 9.10.0.cl onwards:
+
+* `--ts-var-sage-bar-img-url`
+* `--ts-var-sage-bar-img-color`
+* `--ts-var-sage-bar-img-visibility`
+====
+
+.Security settings for non-embedded instances
+[%collapsible]
+====
+The **Security Settings** page in the **Develop** tab now allows any ThoughtSpot user with developer or admin privileges to modify CSP settings for image, font, and style import.
+
+For more information, see xref:security-settings.adoc[Security Settings].
+====
+.Support for Sage coach
+[%collapsible]
+====
+In full application embedding, you can now review user feedback on the natural language search queries on the **Data** page.
+//For more information, see link:https://docs.thoughtspot.com/cloud/latest/sage-coach[Sage Coach, window=_blank].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.28.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 9.8.0.cl
+
+.Support for Natural Language Search embedding
+[%collapsible]
+====
+You can now embed ThoughtSpot Search with Natural Language Search capabilities using `SageEmbed` SDK package. Natural Language Search allows your application users to search for data using natural language query strings. This feature also provides AI-suggested sample questions and popular queries to assist users in their data search operations.
+
+Using `SageEmbed`, you can embed the ThoughtSpot Search interface with Natural Language Search components in your app and also customize the search experience as per your requirements.
+
+For more information, see xref:embed-nls.adoc[Embed Natural Language Search].
+====
+
+.Embed Playground enhancements
+[%collapsible]
+====
+The Visual Embed playground now allows you to explore Natural Language Search embedding options and Search page customization capabilities. For more information, see xref:developer-playground.adoc#playground-nls-search[Natural Language Search].
+====
+
+.Git integration enhancements
+[%collapsible]
+====
+The **Deploy Commit** Version Control API now provides the `VALIDATE_ONLY` option to validate TML imports to the destination environment. If your destination environment has TML content that has been modified or is different from the content on the main branch, you can run the validation before deploying changes to the destination environment.
+
+For more information, see xref:version_control.adoc#_deploy_commits[Deploy commits].
+====
+
+.CSS variables for Natural Language Search interface customization
+[%collapsible]
+====
+To customize Natural Language Search interface, you can use the following variables in your custom CSS:
+
+* `--ts-var-sage-bar-header-background-color`
+* `--ts-var-source-selector-background-color`
+* `--ts-var-sage-search-box-font-color`
+* `--ts-var-sage-search-box-background-color`
+* `--ts-var-sage-embed-background-color`
+* `--ts-var-sage-seed-questions-background`
+* `--ts-var-sage-seed-questions-font-color`
+* `--ts-var-sage-seed-questions-hover-background`
+* `--ts-var-sage-bar-img-url`
+* `--ts-var-sage-bar-img-color`
+* `--ts-var-sage-bar-img-visibility`
+
+For mor information, see xref:css-customization.adoc#_natural_language_search_interface[Customize CSS].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.27.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+
+== Version 9.7.0.cl
+
+.Git integration and version control
+[%collapsible]
+====
+The Git integration feature and Version Control APIs are GA and enabled by default on ThoughtSpot. This version also includes several enhancements to the Version Control APIs.
+For more information, see xref:rest-apiv2-changelog.adoc#_version_control_apis[REST API v2 Changelog] and xref:version_control.adoc[Git integration and version control].
+====
+
+.Custom styles
+[%collapsible]
+====
+You can now customize icon sprites and add custom text strings. For more information, see xref:css-customization.adoc#_customize_text_strings[Customize text strings] and xref:css-customization.adoc#_customize_icons[Customize icons].
+====
+
+.Liveboard experience
+[%collapsible]
+====
+Personalized Liveboard Views [tag purpleBackground]#Early Access#::
+
+Embedding application users can now create a personalized version of Liveboard with their changes. The personalized Liveboard view inherits any changes made to the master Liveboard, including changes made to pinned visualizations, tabs, filter chips, and re-ordering.
++
+This feature is disabled by default and can be enabled by administrators. For more information, see link:https://docs.thoughtspot.com/cloud/latest/personalized-liveboard-views[ThoughtSpot Product Documentation].
+
+Embedding in note tiles::
+You can now embed interactive content such as videos in an iFrame on a Liveboard Note tile. For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-notes#embed[ThoughtSpot Product Documentation].
+
+Liveboard customization::
+You can now customize Liveboard headers, show or hide Liveboard users, tabs, description text, and Liveboard title.
+
+For more information, see xref:api-changelog.adoc#_version_1_26_0_november_2023[Visual Embed SDK Changelog] and xref:LiveboardViewConfig.adoc[SDK documentation].
+====
+
+.Search experience
+[%collapsible]
+====
+You can now enable the new data panel experience on the embedded Search page in the SDK. The new data panel experience is turned off by default on embedded ThoughtSpot instances.
+
+For more information, see xref:embed-search.adoc#_data_panel_experience_in_the_embedded_search_page[Embed ThoughtSpot Search].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.26.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+
+== Version 9.6.0.cl
+.Playground enhancements
+[%collapsible]
+====
+The 9.6.0.cl release adds the following features to the Visual Embed Playground:
+
+* Liveboard tab selection +
+The Playground page for Liveboard embedding now shows the tab selection drop-down, which allows users to set the default tab view on an embedded Liveboard.
+
+* Use host event checkbox +
++
+On selecting the *Use host event* checkbox, the code panel in the Playground displays the code snippet to try out host events. You can use this code snippet to register a host event and trigger an action using the *Try Event* button in the Playground.
+====
+
+.Home page experience in Full application embedding mode
+[%collapsible]
+====
+If you are embedding the full ThoughtSpot experience with the ThoughtSpot Sage feature, the Home page allows you to use AI-generated search answers. To enable AI-assisted search on your instance, contact ThoughtSpot Support.
+====
+
+.Role-Based Access Control [beta betaBackground]^Beta^
+[%collapsible]
+====
+The role-based access control (RBAC) feature allows administrators to create a role in the UI or via REST API calls and assign a set of privileges. With the RBAC feature, you can assign granular permissions and control user access to ThoughtSpot features and application workflows. For more information, see xref:roles.adoc[Role-based Access Control].
+
+The RBAC feature is turned off by default. To enable this feature, contact ThoughtSpot Support.
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.25.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 9.5.0.cl
+
+.Webhooks for KPI monitor alerts [beta betaBackground]^Beta^
+[%collapsible]
+====
+ThoughtSpot administrators and developers can now create a Webhook to send KPI monitor alerts to the REST endpoint of an external application. The Webhooks feature is turned off by default. To enable this feature on your instance, contact ThoughtSpot Support.
+
+For more information, see xref:webhooks.adoc[Webhooks for KPI Monitor alerts].
+====
+
+.Version control and Git integration [beta betaBackground]^Beta^
+[%collapsible]
+====
+The Git integration feature now supports pushing commits and publishing content to Org-based deployment environments. If your ThoughtSpot cluster has Orgs and multi-tenancy enabled, you can create `dev` and `prod` environments on the same ThoughtSpot instance and connect these environments to your GitHub repository.
+
+For more information, see xref:version_control.adoc[Git integration and version control].
+====
+
+.SDK library to embed AI-powered ThoughtSpot Search experience [beta betaBackground]^Beta^
+[%collapsible]
+====
+The Visual Embed SDK provides a new JavaScript library to embed the Search page with AI-powered features such as natural language search and AI-suggested answers. To view the AI-suggested answers, make sure the AI search support is enabled on the data source or worksheet used for searching data.
+
+//ThoughtSpot does not display AI-suggested search responses if the xref:search-assist-tse.adoc[Search Assist] feature is enabled.
+
+For more information, see xref:SageEmbed.adoc[SageEmbed SDK reference].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.24.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 9.4.0.cl
+
+.Version control and Git integration [beta betaBackground]^Beta^
+[%collapsible]
+====
+GUID mapping::
+
+If a TML file on your source environment contains GUIDs that don't match the GUIDs on your destination environment, the version control APIs can now automatically handle the mapping of GUIDs when deploying the TML content.
+
++
+For more information, see xref:version_control.adoc#_guid_mapping[Git integration and version control].
+
+Folder structure changes [tag redBackground]#BREAKING CHANGE#::
+
+The folder structure of the TML objects in the Git repository is modified in 9.4.0.cl. In earlier releases, the TML objects were stored in the object directory of the `primary` root folder, for example `primary/liveboard`. Starting from 9.4.0.cl, the TML objects will be stored in the object folder at the root level. ThoughtSpot will not migrate your existing TML files from `primary/<object-dir>` to the new folder structure. You must move these files to the respective object directory at the root level.
+
+File naming convention [tag redBackground]#BREAKING CHANGE#::
+Starting from 9.4.0.cl, the TML files pushed to a Git branch from a ThoughtSpot instance are named in the
+`<object-name>.<guid>.tml` format. The earlier releases used the `<guid>.<object-name>.tml` naming convention for TML files. This change may break your current setup. We recommend that you reconfigure the Git connection on your ThoughtSpot instance and start using the version control feature from scratch.
+====
+
+.Security settings enhancements for Orgs
+[%collapsible]
+====
+
+CORS settings per Org::
+
+On multi-tenant clusters with Orgs, developers can now add a list of CORS hosts at the Org level. For more information, see xref:security-settings.adoc#cors-hosts[Security Settings].
+
+Block user access to non-embedded application pages::
+
+ThoughtSpot administrators and developers can now enable the **Block non-embed full app access** feature at the Org level.
+
+For more information, see xref:security-settings.adoc#_block_access_to_non_embedded_thoughtspot_pages[Security Settings].
+====
+
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.23.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+
+== Version 9.3.0.cl
+
+.Support for cookieless authentication
+[%collapsible]
+====
+Developers can now enable cookieless authentication when embedding ThoughtSpot in their applications. The cookieless authentication method allows using a bearer token instead of session cookies when users interact with embedded content or initiate API requests. If the embedded content does not load from the same domain as your embedding application, and your Web browser does not allow third-party cookies, you can use Cookieless authentication in the Trusted authentication mode.
+
+For more information, see xref:embed-authentication.adoc#trusted-auth-embed[Trusted authentication].
+====
+
+.Idle sensing and APIs for managing cluster states
+[%collapsible]
+====
+ThoughtSpot Cloud clusters support idle sensing in embedded deployments. With idle sensing enabled on your embedded ThoughtSpot instance, your instance becomes inactive if there is no active user session detected for a period of 120 minutes. You can restart an inactive cluster using API when required.
+
+For more information, see xref:tse-eco-mode.adoc[Manage your cluster state].
+====
+
+.Per-Org style customization
+[%collapsible]
+====
+The *Develop* tab now allows customizing UI styles and layout at the Org level. To enable this feature on your multi-tenant instance, contact ThoughtSpot support.
+
+For more information, see xref:style-customization.adoc#_custom_styles_for_orgs_on_multi_tenant_clusters[Custom styles for Orgs on multi-tenant clusters].
+====
+
+.Version control and Git integration via REST API [beta betaBackground]^Beta^
+[%collapsible]
+====
+You can now connect your ThoughtSpot instance to a Git repository and push commits from your application instance to a Git branch via REST API. With the Git integration [beta betaBackground]^Beta^ feature, ThoughtSpot provides the ability to integrate your application environment with Git workflows and deploy commits from a development instance to a production cluster.
+
+For more information, see xref:version_control.adoc[Version control with Git integration].
+====
+
+.Visual Embed Playground enhancements
+
+[%collapsible]
+====
+The Visual Embed developer Playground now includes a *Try* button in the preview panel. The *Try* button is attached to an event handler. You can register a host event and click *Try* to trigger an action on the embedded page in the Playground.
+
+For more information, see xref:embed-events.adoc[Events reference].
+====
+
+.Visual Embed SDK
+
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK versions 1.22.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 9.2.0.cl
+
+.Per-Org secret key and tokens for Trusted authentication
+
+[%collapsible]
+====
+ThoughtSpot now supports generating secret keys per Org. Org administrators can generate a secret key for trusted authentication in their Org context and allow their Org users to obtain authentication tokens using this secret key.
+
+Starting from 9.2.0.cl, Org users require Org-specific authentication tokens issued for their user accounts when switching between Orgs. When generating an authentication token via REST API, make sure to request separate tokens for each Org context.
+
+For more information, see xref:trusted-authentication.adoc#trusted-auth-enable[Trusted authentication].
+====
+
+.Custom styles
+
+[%collapsible]
+====
+The 9.2.0.cl release introduces the following new variables for custom styling of the ThoughtSpot Search page:
+
+* `--ts-var-search-auto-complete-font-color`
+* `--ts-var-search-auto-complete-subtext-font-color`
+* `--ts-var-answer-edit-panel-background-color`
+
+For more information, see xref:css-customization.adoc#_search_bar_and_data_panel[Customize CSS].
+====
+
+.GraphQL playground [beta betaBackground]^Beta^
+[%collapsible]
+====
+The *Develop* tab in the ThoughtSpot UI introduces the GraphQL playground to allow users to interact with GraphQL endpoints and run query and mutation operations. To enable this feature on your instance, contact ThoughtSpot Support.
+
+For more information, see xref:graphql-playground.adoc[GraphQL Playground].
+====
+.Runtime Parameter overrides
+[%collapsible]
+====
+Embedded application users can now create Worksheet and Answer Parameters to optimize data queries. You can also adjust values and apply overrides at runtime on a Liveboard or Answer either via REST API or by appending Parameters to the query URL in the UI.
+
+For more information, see xref:runtime-parameters.adoc[Runtime Parameter overrides].
+====
+.Link customization
+[%collapsible]
+====
+You can now customize the navigation links in your app using the *Generic link* option in the *Develop* > *Customization* > *Link settings* page.
+
+For more information, see xref:customize-links.adoc#_customize_link_format[Customize links].
+====
+.Cross filters on Liveboard visualizations [earlyAccess eaBackground]#Early Access#
+[%collapsible]
+====
+ThoughtSpot now supports brushing and linking of visualizations on a Liveboard using cross filters. Cross filters allow you to present a coordinated view of a Liveboard by applying filters across all visualizations based on the current selection.
+
+[NOTE]
+The Cross filters feature is turned off by default. To enable this feature on your instance, contact your ThoughtSpot administrator.
+
+To hide or disable the cross filter feature on an embedded instance, use the `Action.CrossFilter` and `Action.RemoveCrossFilter` parameters in the SDK. For more information, see xref:embed-actions.adoc[Show or hide menu items] and xref:Action.adoc[Action reference].
+[discrete]
+=== Contextual menu behavior
+
+By default, the contextual menu in ThoughtSpot application pages is set as right-click pop-up menu. Starting from 9.2.0.cl, you can set the contextual menu to trigger on left-click.
+
+To trigger the contextual menu on left-click or right-click on an embedded app, you can use the `contextMenuTrigger` property in the Visual Embed SDK. In the following example, the contextual menu is configured to trigger on left-click.
+
+----
+contextMenuTrigger: "left-click"
+----
+
+----
+contextMenuTrigger: ContextMenuTriggerOptions.LEFT_CLICK
+----
+
+When set as right-click menu (default behavior)::
+The contextual menu opens on right-click. If you want to monitor right-click actions and listen to the right-click events on a chart or table, use `EmbedEvent.VizPointRightClick` event. For more information, see link:https://developers.thoughtspot.com/docs/Enumeration_EmbedEvent#_vizpointrightclick[VizPointRightClick].
+
+When set as left-click menu::
+The contextual menu opens on left-click. If your app is already using `EmbedEvent.VizPointClick` to listen to left-click events on a visualization, the `VizPointClick` event will be triggered whenever a user clicks on an action in the contextual menu. If you are using `EmbedEvent.VizPointClick` to trigger actions such as updating runtime filters on a Liveboard visualization, the click events from left-click contextual menu may impact your app’s current workflow.
+
++
+We recommend using a development environment to test your customizations before rolling them out on production servers. For more information, contact ThoughtSpot Support.
+====
+.Note tiles on Liveboards [earlyAccess eaBackground]#Early Access#
+[%collapsible]
+====
+In the new Liveboard experience mode, you can now add Note tiles with custom text, images, and links. This feature is turned off by default and can be enabled by ThoughtSpot administrators.
+
+For more information, see xref:embed-pinboard.adoc#noteTiles[Note tiles].
+====
+.Visual Embed SDK
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK versions 1.20.0 and 1.21.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+====
+
+== Version 9.0.0.cl
+
+.New Liveboard experience
+[%collapsible]
+====
+The xref:embed-pinboard.adoc#lbv2[new Liveboard experience] is now Generally Available (GA) on embedded instances and is enabled by default.
+====
+
+.New CSS variables for custom styling
+[%collapsible]
+====
+The CSS customization feature supports new variables to customize the look and feel of the following UI elements:
+
+* Search bar and navigation panel
+* Search suggestion panel
+* Dialogs
+
+For more information, see xref:css-customization.adoc[Customize CSS].
+====
+.REST API v2.0 endpoints and Playground
+[%collapsible]
+====
+Starting with 9.0.0.cl, the REST API v2 [beta betaBackground]^Beta^ API endpoints are deprecated and removed from the REST API v2 Playground. A set of new endpoints is now generally available (GA) on all ThoughtSpot instances.
+
+The new REST API v2.0 endpoints introduce several improvements to the request and response structure and let you perform more tasks in a single API call. For example, you can create a new user, map the user to groups and Orgs, set home Liveboards for the user, and assign privileges in a single API request.
+
+[div announcementBlock]
+--
+* All REST API v2 [beta betaBackground]^Beta^ endpoints are deprecated, but remain functional until further notice. The REST API SDK that was available with REST API v2 [beta betaBackground]^Beta^ version is no longer supported. +
+ThoughtSpot does not recommend using REST API v2 [beta betaBackground]^Beta^ endpoints for production use cases. For more information, see xref:deprecated-features.adoc#_deprecation_of_rest_v2_api[Deprecation announcements].
+* The new REST API v2.0 endpoints are not an extension of the REST API v2 [beta betaBackground]^Beta^ endpoints. The resource categories, base path, endpoint URIs, and the structure of API requests and responses are different from those of the REST API v2 [beta betaBackground]^Beta^ version.
+* Some API operations such as the CRUD operations for data connections and passing runtime filters on Liveboard visualizations are not available in the initial release. For more information, see xref:rest-api-v1v2-comparison.adoc[REST API v1 and v2.0 comparison] and xref:rest-api-v2-reference.adoc[REST API v2.0 reference].
+* For Org CRUD operations in production environments, ThoughtSpot recommends using xref:org-manage-api.adoc[REST API v1 endpoints].
+--
+====
+
+.Early Access features
+[%collapsible]
+====
+Starting from 9.0.0.cl, ThoughtSpot allows its administrators to turn on Early Access features from the Admin portal. Early Access features are qualified by ThoughSpot for customer use but are not enabled by default on ThoughtSpot instances until the features are GA.
+
+The 9.0.0.cl release introduces the following Early Access features:
+
+* Custom maps
++
+Allows uploading map files (TopoJSON) to configure custom regions and visualize data on these regions. For more information, see link:https://docs.thoughtspot.com/cloud/latest/geomaps-custom[Upload custom geo maps, window=_blank].
+
+* Mandatory filters
++
+Allows setting certain filters as mandatory on a Liveboard. For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-mandatory[Mandatory Liveboard filter, window=_blank].
+
+* Chart configuration experience
++
+Allows making multiple edits to a chart configuration and applying all changes at once. For more information, see link:https://docs.thoughtspot.com/cloud/latest/chart-x-axis[Reorder labels on the axis or legend, window=_blank].
+
+* Chart data labels
++
+Allows displaying data labels in a lighter color on charts with a dark background. For more information, see link:https://docs.thoughtspot.com/cloud/latest/chart-data-labels[Show data labels, window=_blank].
+====
+
+.Visual Embed SDK version 1.19.0
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.19.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog].
+====
+
+== Version 8.10.0.cl
+
+.Ability to embed only the Search bar in an app [beta betaBackground]^Beta^
+[%collapsible]
+====
+You can now embed the ThoughtSpot search bar component in your app. For example, if you are using Google Sheets for data analysis, you can embed the ThoughtSpot search bar and let your users search data from a specific data source. The embedded Search bar allows passing search tokens and modifying search options. You can also retrieve the search results as raw data and let your host application render it in the format you want.
+
+For more information, see xref:embed-searchbar.adoc[Embed ThoughtSpot search bar].
+====
+
+.Advanced style customization with custom CSS
+[%collapsible]
+====
+The CSS customization feature supports new variables to customize the look and feel of the following UI elements:
+
+* Search data button in the navigation panel
+* Font type and text style of search tokens
+* Data panel on the Search and saved Answer pages
+* Filter chips on Liveboard, visualizations, and Answer pages
+* Menu components
+* X-axis and Y-axis titles and labels on charts
+
+For more information, see xref:css-customization.adoc[Customize CSS].
+====
+
+.CSP allowlist for font, image and stylesheet sources
+[%collapsible]
+====
+You can now enable CSP overrides for font, stylesheet, and image sources in ThoughtSpot UI. If you want to load fonts, stylesheets, images, or favicons from an external source, add the source URLs to the CSP allowlist on the *Security Settings* page.
+
+For more information, see xref:security-settings.adoc#_add_trusted_domains_for_font_css_and_image_import[Security Settings].
+====
+
+.Multi-tenancy with Orgs
+[%collapsible]
+====
+You can now set up your ThoughtSpot Cloud instance as a multi-tenant cluster and partition it into logical and isolated workspaces called *Orgs*. Each Org can have its own users, groups, and metadata, and stay independent of and invisible to other Orgs configured on the same application instance.
+
+For more information, see xref:orgs.adoc[Multi-tenancy with Orgs].
+====
+
+.Visual Embed SDK version 1.18.0
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.18.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
+====
+
+== Version 8.9.0.cl
+
+.Improvements to authentication methods and AuthType enums in the SDK
+[%collapsible]
+====
+The following changes are introduced in the Visual Embed SDK to improve the authentication framework and options for embedded application users:
+
+* New auth type enum for embedded SSO authentication
++
+The `AuthType.EmbeddedSSO` enum allows you to enable SSO login on embedded instances. This authentication method allows you to use your current SAML IdP or OpenID Connect configuration and redirect users to the IdP for authentication within the embedded iFrame.
+
+* Changes to the existing `AuthType` enums: +
+** `AuthType.SAML` is renamed as `AuthType.SAMLRedirect` +
+** `AuthType.OIDC` is renamed as `AuthType.OIDCRedirect` +
+** `AuthType.AuthServer` is renamed to `AuthType.TrustedAuthToken` +
+
+For more information, see xref:embed-authentication.adoc[Authentication].
+====
+
+.Just-in-time user creation and dynamic privilege assignment
+[%collapsible]
+====
+Starting from 8.9.0.cl, the xref:session-api.adoc#session-authToken[/tspublic/v1/session/auth/token] endpoint supports just-in-time provisioning of users. If the user specified in the API request does not exist in the ThoughtSpot system, you can set the `autocreate` property to `true` to add the user to ThoughtSpot and assign the user to `groups`.
+====
+.Advanced style customization [beta betaBackground]^Beta^
+[%collapsible]
+====
+ThoughtSpot now allows you to override style specifications of the embedded UI pages and elements with custom CSS. Custom CSS provides granular control over the design elements and lets you modify the properties of these elements
+to match the look and feel of your host application.
+
+To help users visualize and preview the CSS overrides, the *Visual Embed* playground will include the *Apply custom styles* checkbox, which allows you to explore the variables available for customization.
+
+For more information, see xref:style-customization.adoc[Customize styles and layout] and xref:css-customization.adoc[Customize CSS using SDK].
+
+====
+.Visual Embed SDK version 1.17.0
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.17.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API
+[%collapsible]
+====
+For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
+====
+
+== Version 8.8.0.cl
+.Custom tile size for visualizations on a Liveboard (New Liveboard experience only)
+[%collapsible]
+====
+ThoughtSpot users can now customize the tile size of a visualization on a Liveboard. In the earlier versions, ThoughtSpot allowed resizing visualizations using predefined layout options available in the *More* menu image:./images/icon-more-10px.png[the more options menu]. With custom tile size, users can now change the size of a visualization just by clicking and dragging the tile to the desired size.
+
+This feature is in beta and disabled by default on all Thoughtspot instances. To enable this feature on your instance, contact ThoughtSpot Support.
+====
+.Visual Embed SDK version 1.16.0
+[%collapsible]
+====
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.16.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+.REST API v1
+[%collapsible]
+====
+For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
+====
+.Bug fixes and improvements
+[%collapsible]
+====
+Bug fixes and new improvements in embedded user experience. +
+For more information, see xref:fixed-issues.adoc[Fixed issues].
+====
+
+== Version 8.7.0.cl
+
+.Liveboard tabs
+[%collapsible]
+====
+The new Liveboard experience[beta betaBackground]^Beta^ now supports organizing visualizations in tabs. Users with edit access to a Liveboard can add, edit, and move visualizations to tabs on a Liveboard. On embedded ThoughtSpot instances, developers can set a specific tab as an active tab using the Visual Embed SDK.
+
+This feature is available only on deployments that have the new Liveboard experience enabled. For more information, see xref:embed-pinboard.adoc#_liveboard_tabs[Customize Liveboard tabs].
+
+[IMPORTANT]
+The new Liveboard experience is in BETA on embedded ThoughtSpot instances. This feature is turned off by default on embedded ThoughtSpot instances.
+====
+.Visual Embed SDK version 1.15.0
+[%collapsible]
+====
+For information about the new features and enhancements in the Visual Embed SDK version 1.15.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API v1
+[%collapsible]
+====
+For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
+====
+
+.REST API v2 [beta betaBackground]^Beta^
+[%collapsible]
+====
+The REST API v2 [beta betaBackground]^Beta^ feature will be deprecated in 8.10.0.cl and replaced with the new v2.0 API endpoints. For more information, see xref:deprecated-features.adoc[Deprecation announcements].
+====
+
+== Version 8.6.0.cl
+
+.Liveboard new experience [beta betaBackground]^Beta^
+[%collapsible]
+====
+The new Liveboard experience is now available on embedded ThoughtSpot instances. In addition to the existing Liveboard features, the new experience introduces several notable changes to the *Liveboard* page:
+
+Liveboard editing::
+To edit a Liveboard, users must switch to the edit mode by clicking the *Edit* button on the Liveboard page.
+The edit mode allows you to edit the Liveboard title and description text, apply filters, copy the Liveboard, modify the layout of the visualization tiles, delete a visualization, and so on.
+
+Liveboard filters::
+* The Liveboard filter configuration options are available on a single modal.
+* When a user creates a copy of a Liveboard, the filters applied to its visualizations are also copied.
+
+Other features and enhancements::
+* The *Add filters* action is placed in the primary menu bar and can be viewed only when a Liveboard is in edit mode. Only users with edit access to the Liveboard can apply filters.
+* The *Undo*, *Redo*, and *Reset* actions for visualizations.
+* The *Liveboard Info* action label in the More image:./images/icon-more-10px.png[the more options menu] menu is renamed to *Show Liveboard details*.
+* The *Schedule* action is placed in the More image:./images/icon-more-10px.png[the more options menu] menu.
+* Improved visualization Explore experience.
+
+Deprecated features::
+The following features are *_not_* available with the new Liveboard experience:
+* The *Copy embed link* and *Copy link* menu actions in the More image:./images/icon-more-10px.png[the more options menu] menu of a Liveboard
+* The edit title icon on visualization tiles
+* The *Share* button on visualizations
+
+For more information about the new Liveboard experience, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-experience-new[New Liveboard experience, window=_blank].
+
+[discrete]
+==== New Liveboard experience rollout on embedded instances
+
+The new Liveboard experience is currently available in BETA on embedded ThoughtSpot instances. The new liveboard experience will be rolled out on embedded instances in phases:
+
+In ThoughtSpot Cloud 8.6.0.cl::
+
+The new Liveboard experience is turned off by default on embedded ThoughtSpot instances. If you are using the Visual Embed SDK to embed ThoughtSpot, you can xref:embed-pinboard.adoc#lbv2[set the `liveboardV2` parameter] in the SDK package to `true` and enable the new experience globally for all users on your instance. +
+
++
+ThoughtSpot users with administrator privileges can also link:https://docs.thoughtspot.com/cloud/latest/liveboard-experience-new[turn on the new Liveboard experience, window=_blank] at the cluster level.
+
+In later releases::
+The new Liveboard Experience will be turned on by default for all embed application users. To switch to the classic experience, you can set the `liveboardV2` parameter to `false` in the SDK, or change the Liveboard experience preference in the `Admin` tab of the ThoughtSpot UI.
+
+[NOTE]
+The Liveboard experience setting in the SDK takes precedence over the cluster-level settings in the *Admin* tab.
+
+[discrete]
+==== Actions and Events in the SDK
+If you have enabled the new Liveboard experience on your instance, you can use the `Action` and `Event` enumeration members available in the SDK package to customize an embedded object and improve interactivity.
+
+For example, to disable the *Delete* action for a visualization object on the Liveboard, you can use the `Action.Remove` enum. Similarly, you can trigger events such as  `VizPointClick`  on visualizations in an embedded Liveboard.
+
+====
+
+.Visual Embed SDK version 1.14.0
+[%collapsible]
+====
+For information about the new features and enhancements in the Visual Embed SDK version 1.14.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API
+[%collapsible]
+====
+For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
+====
+
+== Version 8.5.0.cl
+
+.Search Assist support for embedded instances
+[%collapsible]
+====
+Your application users can now access sample search walkthrough lessons created using Search Assist on embedded ThoughtSpot instances. If the Search Assist feature is enabled in the SDK, and the Search Assist lessons are created on the Worksheet, users can view sample search questions and follow the actions in the walkthrough to get answers.
+
+//For more information, see xref:search-assist-tse.adoc[Enable Search Assist, window=_blank].
+====
+
+.Visual Embed SDK 1.13.0
+[%collapsible]
+====
+For information about the new features and enhancements in the Visual Embed SDK version 1.13.0, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.ThoughtSpot UI
+[%collapsible]
+====
+The new Data workspace is Generally Available (GA) in 8.5.0.cl on ThoughtSpot instances. For more information about the new Data tab, SpotApps, and other related features, see link:https://docs.thoughtspot.com/cloud/latest/notes[ThoughtSpot product documentation].
+
+[IMPORTANT]
+While some customizable actions from the Visual Embed SDK will be honored from within an embedded instance of the new Data workspace page, full support of this page in embedded ThoughtSpot instances is planned for a future release. If you are actively embedding and customizing the `Data` tab for your application and wish to retain the legacy `Data` tab, contact ThoughtSpot Support.
+
+====
+
+== Version 8.4.0.cl
+
+.Link customization
+[%collapsible]
+====
+This release allows query parameters in the Liveboard, saved Answer, and visualization URLs that are customized for an embedded ThoughtSpot instance. For example, you can customize the *Unsubscribe* link sent in email notifications for KPI charts by adding `{ts-query-params}` to the visualization URL, and thus allow users to unsubscribe from KPI threshold alerts at any time.
+
+For more information, see xref:customize-links.adoc[Customize links].
+====
+
+.Visual Embed SDK 1.12.0
+
+[%collapsible]
+====
+The Visual Embed SDK version 1.12.0 introduces new events. For more information, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API v2 [beta betaBackground]^Beta^
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW ENDPOINTS#  a| This release introduces the following new REST API v2 [beta betaBackground]^Beta^ endpoints: +
+
+* Data +
+** `*GET* /tspublic/rest/v2/data/answer/querysql` +
+** `*GET* /tspublic/rest/v2/data/liveboard/querysql`
+* Admin
+** `*PUT* /tspublic/rest/v2/admin/assignauthor`
+|[tag redBackground]#BREAKING CHANGES# a| * The method names for the following endpoints will be changed in the SDK. +
+** `/tspublic/rest/v2/user/addgroup` +
+** `/tspublic/rest/v2/user/removegroup` +
+* The `/tspublic/rest/v2/admin/changeowner` endpoint will be renamed as `/tspublic/rest/v2/admin/changeauthor`.
+|====
+====
+
+== Version 8.3.0.cl
+
+.Visual Embed SDK 1.11.0
+[%collapsible]
+====
+The Visual Embed SDK version 1.11.0 introduces several new events for embedded components. For more information, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API v2 [beta betaBackground]^Beta^
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW ENDPOINTS#  a| The following REST API v2 [beta betaBackground]^Beta^ endpoints are now available:
+
+* Connection endpoints +
+** `GET /tspublic/rest/v2/connection/database` +
+** `POST /tspublic/rest/v2/connection/table` +
+** `POST /tspublic/rest/v2/connection/tablecoloumn` +
+* Report endpoint +
+** `POST /tspublic/rest/v2/report/liveboard` +
+* Security endpoints +
+** `POST /tspublic/rest/v2/security/share/tsobject` +
+** `POST /tspublic/rest/v2/security/share/visualization` +
+** `GET /tspublic/rest/v2/security/permission/tsobject` +
+** `GET /tspublic/rest/v2/security/permission/principal` +
+** `POST /tspublic/rest/v2/security/permission/tsobject/search` +
+** `POST /tspublic/rest/v2/security/permission/principal/search` +
+* Custom action endpoints +
+** `GET /tspublic/rest/v2/customaction` +
+** `POST /tspublic/rest/v2/customaction/create` +
+** `PUT /tspublic/rest/v2/customaction/update` +
+** `DELETE /tspublic/rest/v2/customaction/delete` +
+** `POST /tspublic/rest/v2/customaction/search` +
+** `GET /tspublic/rest/v2/customaction/association` +
+** `DELETE /tspublic/rest/v2/customactions/association/delete`
+
+|[tag orangeBackground]#MODIFIED# a|
+* The `x-requested-by` header is not mandatory for API requests to the REST API v2 [beta betaBackground]^Beta^ endpoints.
+* The `createdBy` attribute in the `/tspublic/rest/v2/metadata/header/search` API is renamed to `author`.
+* The attributes with the `boolean` data type in the API endpoints are changed to `string` data type. If a boolean attribute was set as `true` in your existing setup, the value will be changed to `"true"`.
+|[tag redBackground]#BREAKING CHANGES# a|
+
+* Note the change in HTTP request method for the following REST API v2 [beta betaBackground]^Beta^ endpoints: +
+** `**PUT** /tspublic/rest/v2/metadata/tag/assign` +
+** `**PUT** /tspublic/rest/v2/metadata/tag/unassign` +
+** `**PUT** /tspublic/rest/v2/metadata/favorite/assign` +
+** `**PUT** /tspublic/rest/v2/metadata/favorite/unassign` +
+** `**PUT** /tspublic/rest/v2/metadata/homeliveboard/assign` +
+** `**PUT** /tspublic/rest/v2/metadata/homeliveboard/unassign` +
+* In the REST API SDK [beta betaBackground]^Beta^, the classes corresponding to enumerations used for string fields such as the `type` field in metadata API, are renamed. If you are using the REST API SDK in your environments, make sure the class names are updated.
+|[tag redBackground]#REMOVED# a| The `ownedBy` attribute is removed from the `/tspublic/rest/v2/metadata/header/search` API endpoint.
+|====
+====
+
+== Version 8.2.0.cl
+
+////
+=== Custom actions
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>App actions for Slack integration</h5>+++
+
+ThoughtSpot introduces app actions[beta betaBackground]^Beta^ to support seamless integration with third-party business apps such as Slack. Your application users can now connect ThoughtSpot with their Slack workspaces and deliver insights directly to Slack channels.
+
+Users with developer or admin privileges can create an app action for Slack[beta betaBackground]^Beta^ in the Developer portal and add it as a menu action on visualizations and saved answers. On clicking this action, ThoughtSpot users can initiate the Slack integration workflow and send data to their Slack channels without leaving the ThoughtSpot UI.
+
+For more information, see xref:app-actions.adoc[App actions] and xref:push-data-to-slack.adoc[Push data to a Slack workspace].
+|====
+////
+
+.Visual Embed SDK 1.10.x
+[%collapsible]
+====
+The Visual Embed SDK version 1.10.x introduces new attributes and bug fixes. For more information, see xref:api-changelog.adoc[Visual Embed changelog].
+====
+
+.REST API v1
+[%collapsible]
+====
+New endpoints for data connection queries. For more information, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog].
+====
+
+.REST API v2 [beta betaBackground]^Beta^
+
+[%collapsible]
+====
+Starting from 8.2.0.cl release, the xref:rest-api-v2.adoc[REST API Playground and SDK] [beta betaBackground]^Beta^ feature is enabled by default on ThoughtSpot instances.
+
+The 8.2.0.cl release also introduces the following features:
+
+Endpoint URL path::
+The REST API v2 [beta betaBackground]^Beta^ endpoint URL path is changed from `/api/rest/v2` to `/tspublic/rest/v2/`. For example, the `GET /api/rest/v2/connection` endpoint is now available as `GET /tspublic/rest/v2/connection`.
+
+Trusted authentication::
+If trusted authentication is enabled on your instance, you can now obtain a login token to authenticate to ThoughtSpot and authorize your API requests.
+
+For more information, see xref:authentication.adoc#trustedAuthToken[REST API v2 authentication].
+
+SDK for .NET clients::
+ThoughtSpot provides the .NET SDK to allow developers to interact with REST APIs from .NET applications. You can download the SDK from NuGet Package Manager and install it using the NuGet GUI. For more information, see xref:rest-api-sdk-libraries.adoc[REST API SDK and client libraries].
+
+New API endpoints::
+
+* `GET /tspublic/rest/v2/admin/configuration`
+* `GET /tspublic/rest/v2/admin/configuration/overrides`
+* `PUT /tspublic/rest/v2/admin/configuration/update`
+* `PUT /tspublic/rest/v2/admin/resetpassword`
+* `PUT /tspublic/rest/v2/admin/syncprincipal`
+* `PUT /tspublic/rest/v2/admin/changeowner`
+* `PUT /tspublic/rest/v2/user/changepassword`
+* `POST /tspublic/rest/v2/data/search`
+* `POST /tspublic/rest/v2/data/answer`
+* `POST /tspublic/rest/v2/data/liveboard`
+* `POST /tspublic/rest/v2/report/answer`
+* `GET /tspublic/rest/v2/logs/events`
+
+//For more information, see xref:rest-api-v2-reference-beta.adoc[REST API v2 Reference].
+
+====
+
+== Version 8.1.0.cl
+
+.Visual Embed SDK version 1.9.x
+[%collapsible]
+====
+The Visual Embed SDK version 1.9.x introduces new action enumerations, events, and attributes. For more information, see xref:api-changelog.adoc[Visual Embed Changelog].
+====
+
+.REST API v2 [beta betaBackground]^Beta^
+[%collapsible]
+====
+The following REST API v2 endpoints are now available on instances on which the REST API v2 Playground and SDK feature is enabled.
+
+* `GET /api/rest/v2/connection`
+* `POST /api/rest/v2/connection/create`
+* `PUT /api/rest/v2/connection/update`
+* `DELETE /api/rest/v2/connection/delete`
+* `PUT /api/rest/v2/connection/addtable`
+* `PUT /api/rest/v2/connection/removetable`
+* `POST /api/rest/v2/connection/search`
+* `DELETE /api/rest/v2/metadata/delete`
+* `GET /api/rest/v2/metadata/header`
+
+The REST API v2 Playground and SDK is a limited availability feature and is in beta.
+
+For more information, see xref:rest-api-v2.adoc[REST API v2] and xref:rest-api-v2-reference.adoc[REST API v2 Reference].
+====
+
+
+== Version 8.0.0.cl
+
+.Visual Embed SDK version 1.8.x
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+||
+|[tag redBackground]#BREAKING CHANGE# | +++<h5>Auto login</h5> +++
+
+The `autoLogin` attribute is now set as `false` by default. This attribute is used in the `init` method to automatically re-login a user when a user session expires.
+|[tag greenBackground]#NEW FEATURE# | +++<h5>Authentication</h5> +++
+
+The `init` method now returns an `authPromise` that resolves when the authentication is completed.
+|====
+
+====
+
+
+.Embed application
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>OpenID Connect authentication</h5> +++
+
+ThoughtSpot now supports OpenID Connect (OIDC) authentication framework on embedded instances. Your application users can now authenticate to an authorization server at your OpenID provider and access embedded ThoughtSpot content using their SSO credentials.
+
+For more information, see xref:configure-oidc.adoc[OpenID Connect authentication].
+
+|[tag redBackground]#REMOVED# a| +++<h5>Follow button</h5> +++
+
+If you have embedded the full ThoughtSpot application, you will notice that the *Follow* button on the Liveboards page is removed. You can now schedule email notifications using the **Schedule** feature and follow Liveboard updates.
+|====
+====
+
+
+.Visual Embed SDK 1.7.0
+
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+
+|[tag greenBackground]#NEW FEATURE# |+++<h5>OIDC AuthType</h5> +++
+
+The SDK supports the `OIDC` `authType` in `init` calls. If you want your application users to authenticate to an OpenID provider and use their SSO credentials to access the embedded ThoughtSpot content, you can enable the `OIDC` authentication type in the SDK.
+
+For more information, see xref:embed-authentication#oidc-auth.adoc[Authentication and security attributes].
+|[tag greenBackground]#NEW FEATURE#  a|+++<h5>Embed events</h5>+++
+
+The SDK includes the following new event:
+
+* `RouteChange`
+
+For more information, see xref:embed-events.adoc[Events reference].
+
+|====
+====
+
+.REST API Playground and SDK [beta betaBackground]^Beta^
+
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>REST API Playground and SDK</h5> +++
+
+ThoughtSpot introduces the v2 [beta betaBackground]^Beta^ version of REST API endpoints and an interactive Playground to explore the API request and response workflows.
+
+The API Playground offers several distinct features, such as an interactive code panel, a catalog of resource-oriented endpoint URLs, language-specific SDK and client libraries, code samples, and API reference documentation.
+
+You can use any standards-compliant HTTP client or use the Playground to make an API call. If you want to construct your queries and process API responses programmatically, you can download the SDK and client libraries in the programming language of your choice and integrate them with your applications.
+
+The REST API Playground and SDK is a limited availability feature and is in beta. To preview this feature, visit link:https://try-everywhere.thoughtspot.cloud/v2/#/everywhere/api/rest/playgroundV2[ThoughtSpot Live Playground,  window=_blank]. To enable this feature on your ThoughtSpot instance, contact ThoughtSpot Support.
+
+For more information, see xref:rest-api-v2.adoc[REST API v2].
+|====
+====
+
+
+== Version ts8.nov.cl
+
+.Developer portal
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+|[tag orangeBackground]#CHANGE NOTICE#  a| +++<h5>Pinboards are now Liveboards!</h5> +++
+
+Effective from the ThoughtSpot 8 November Cloud release, ThoughtSpot pinboards are rebranded as Liveboards and optimized for live analytics in cloud deployments. Along with granular insights, Liveboards offer interactive data analytics experience with enhanced capabilities.
+
+As part of rebranding, we have made some terminology changes in the ThoughtSpot UI and Developer portal. We are in the process of rolling out terminology changes across all ThoughtSpot interfaces, platforms, and information artifacts. During this period, your environment may show some instances of `pinboard` based on the rebranding rollout stage. In some cases, we may even continue to use the legacy terminology for backward compatibility, and to ensure that your existing integrations work seamlessly. For more information, see xref:terminology-update.adoc[Terminology changes].
+|====
+====
+
+
+.Custom actions
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>Custom action association to user groups</h5> +++
+
+ThoughtSpot now allows you to restrict a custom action's availability to specific user groups. Developers can associate a custom action to one or several user groups in the Developer portal and allow only authorized users to view and access the custom action on a Worksheet, Answer, or visualization.
+
+For more information, see xref:customize-actions-menu.adoc#access-control[Custom actions] and xref:custom-actions-url.adoc[Configure a custom URL action].
+|====
+====
+
+.User access
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# |ThoughtSpot now supports restricting embed user access to the non-embedded ThoughtSpot application instance. By default, all embedded ThoughtSpot users can navigate to and log in to the non-embedded ThoughtSpot application instance.
+If you want to allow only users with administrator or developer privileges to access the non-embedded ThoughtSpot application instance, contact ThoughtSpot Support.
+|====
+====
+
+
+.Visual Embed SDK version 1.6.x
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Visible actions</h5>+++
+
+You can now configure a set of ThoughtSpot UI actions as visible actions and display these actions in the embedded UI. If your embedded instance requires only a few actions, you can use the `visibleActions` API to show only these actions in the embedded ThoughtSpot UI.
+
+For more information, see xref:embed-actions.adoc[Show or hide UI actions].
+
+|[tag orangeBackground]#MODIFIED# | +++<h5>Terminology changes </h5>+++
+
+The SDK library and object parameter names are modified to rebrand pinboards as Liveboards. For a complete list of changes, see xref:terminology-update.adoc#sdk-changes[Terminology changes].
+
+|[tag greenBackground]#NEW FEATURE#  a|+++<h5>Embed events</h5>+++
+
+The SDK supports the following new events:
+
+* `DialogOpen`
+* `DialogClose`
+
+For more information, see xref:embed-events.adoc[Events reference].
+
+|====
+====
+
+.REST API
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a|`POST /tspublic/v1/session/login/token`
+
+This API allows you to send the login token and user information in the request body. For more information, see the xref:session-api.adoc#session-loginToken[REST API reference page].
+
+|[tag orangeBackground]#MODIFIED# a| The `/tspublic/v1/connection/create` and `/tspublic/v1/connection/update` endpoints now allow configuring and modifying a connection without importing tables.
+
+For more information, see xref:connections-api.adoc[Data connection APIs].
+|[tag orangeBackground]#MODIFIED#|You can now filter metadata objects by author GUIDs using the `authorguid` attribute in the `/tspublic/v1/metadata/list` endpoint.
+
+For more information, see xref:metadata-api.adoc#metadata-list[Get a list of metadata objects].
+|====
+
+====
+
+.ThoughtSpot application UI
+[%collapsible]
+====
+
+To make it easier for users to find new insights, the **Search data** functionality is moved from the search bar toggle on the **Home** page to the **Search data** button  in the main navigation bar.
+
+Note that if you are embedding the full application without the navigation bar, your application users may not be able to access the **Search data** button. If you must include the Search bar toggle on the **Home** page, contact ThoughtSpot Support to restore this feature on your cluster.
+
+image:./images/search-toggle.png[Search toggle, width=auto]
+
+image:./images/search-data-btn.png[Search data button, width=auto]
+
+====
+
+== Version ts7.oct.cl
+
+.Custom actions
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+|[tag orangeBackground]#MODIFIED# a|+++<h5> Custom actions feature availability</h5>+++
+
+Starting from ThoughtSpot 7 Cloud October release, you _do not_ require a separate license to create or manage custom actions. The *Custom action* feature is unlocked on all clusters that have a valid ThoughtSpot Enterprise Cloud service subscription. ThoughtSpot Cloud service users with Developer or Admin privileges can access the *Custom actions* feature in the *Develop* tab.
+
+|[tag redBackground]#REMOVED# a|+++<h5>The Only allow in context menu checkbox</<h5> +++
+
+The *Only allow in context menu* checkbox in the custom action creation dialog is removed from the UI. This checkbox was available in previous releases to allow developers to set a custom action to appear only in the contextual menu on pinboard visualizations, charts, or tables.
+
+If you have created custom actions with the *Only allow in context menu* setting enabled on your instance, note these custom action workflow changes:
+
+* If you have a *Global* custom action with the *Only allow in context menu* setting enabled, the configuration setting _is not_ preserved and the action is placed in the **More** image:./images/icon-more-10px.png[the more options menu] menu instead of the contextual menu.
++
+You can xref:custom-actions-edit.adoc[modify the position of this action] by using the *Edit* option in the *Custom actions* panel on a visualization or search results page.
+
+* If you have a *Local* custom action with the *Only allow in context menu* setting enabled and the action is already assigned to a Worksheet, visualization, chart, or table, the configuration setting _is_ preserved and the custom action shows up in the contextual menu.
+
+* If you have a *Local* custom action with the *Only allow in context menu* setting enabled, but it is not assigned to a Worksheet, visualization, chart, or table, the action will not be available as a menu item or button. You must add the action to a visualization, chart, or table, and configure its position as required. For more information, see xref:custom-actions-viz.adoc[Add a custom action to a visualization] and xref:custom-actions-worksheet.adoc[Add custom actions to a Worksheet].
+
+|====
+====
+
+.Visual Embed SDK version 1.5.0
+
+[%collapsible]
+====
+
+The ThoughtSpot 7 Cloud October release introduces the Visual Embed SDK version 1.5.0, which includes the following new features and enhancements.
+
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW FEATURE# | +++<h5>Render embedded objects in queue</h5>+++
+
+The SDK now supports rendering embedded objects in a queue. If you have multiple embedded objects, you can enable the `queueMultiRenders` parameter to queue your embedded objects and render them one after another. This feature helps in decreasing the load on the web browsers and improving your application loading experience. By default, this attribute is set to `false`.
+
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Liveboard embed</h5>+++
+
+The `pinboardEmbed` package includes the `defaultHeight` attribute that sets a minimum height for embedded objects on a pinboard page and the corresponding visualization pages that a user can navigate to.
+
+For more information, see xref:embed-search.adoc[Embed a pinboard].
+
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Embed events</h5>+++
+
+The SDK EmbedEvent library includes the following new events:
+
+* `VizPointDoubleClick`
+* `Drilldown`
+* `SetVisibleVizs`
+
+For more information, see xref:embed-events.adoc[Events reference].
+
+|====
+====
+
+.REST APIs
+[%collapsible]
+====
+The ThoughtSpot 7 Cloud October release includes the following new REST API endpoints. For more information about these APIs, see xref:rest-api-reference.adoc[REST API Reference].
+
+* `POST /tspublic/v1/group/{groupid}/users`
+* `GET /tspublic/v1/group/{groupid}/users`
+* `DELETE /tspublic/v1/group/{groupid}/users`
+* `PUT /tspublic/v1/user/email`
+* `POST /tspublic/v1/user/{userid}/groups`
+* `GET /tspublic/v1/user/{userid}/groups`
+* `PUT /tspublic/v1/user/{userid}/groups`
+* `DELETE /tspublic/v1/user/{userid}/groups`
+====
+
+
+== Version ts7.sep.cl
+
+.Licensing
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>+++New ThoughtSpot license for embedded analytics +++</h5>+++
+
+ThoughtSpot introduces the ThoughtSpot Embedded Edition license that grants access to  Developer portal, Playground, customization workflows, Visual Embed SDK, and REST APIs. If you have a ThoughtSpot Enterprise Cloud Service subscription and you want to avail the benefits of ThoughtSpot Embedded analytics, you can now request for a license upgrade.
+
+The new licensing model introduces several notable changes in the ThoughtSpot Developer portal:
+
+* On clusters that _do not_ have the ThoughtSpot Embedded Edition license, the ThoughtSpot Developer Portal displays a locked icon next to the customization menu actions. When you click the locked icon, the UI prompts you to sign up for a free trial or upgrade your license.
+* The ThoughtSpot Enterprise Cloud service subscribers can either start a 30-day free trial or initiate a license upgrade from the UI.
+* Free trial users can initiate a license upgrade request by clicking **Upgrade Now** at any time during the evaluation period, or when the trial expires.
+* If you click *Upgrade* or **Upgrade Now**, ThoughtSpot opens the Live Chat Support widget. You can start a conversation with the Sales personnel to initiate the license upgrade.
+
+For more information about the licensing model and upgrade process, see xref:get-started-tse.adoc[Get started with embedded analytics].
+|====
+
+====
+
+.Developer portal enhancements
+[%collapsible]
+====
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE#  a| +++<h5>+++Developer Playground enhancements+++</h5>+++
+
+* The *Full app* Playground page includes the *Hide profile and help* checkbox to provide a preview of the `disableHelpAndProfile` function that can hide the Help and Profile icons in the ThoughtSpot navigation bar.
+
+* The *Full Height* checkbox in *Pinboard* Playground provides a preview of the `fullHeight` attribute that can dynamically resize the embedded pinboard frame according to the height of the pinboard.
+
+For more information, see xref:developer-playground.adoc[Developer Playground].
+|====
+
+====
+
+.Visual Embed SDK version 1.4.0
+
+[%collapsible]
+====
+The ThoughtSpot 7 Cloud September release introduces the Visual Embed SDK version 1.4.0, which includes the following  new features and enhancements.
+
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++Prefetch API+++</h5>+++
+
+The `prefetch` API fetches static resources from a given URL before your application loads. Web browsers can then cache the prefetched resources locally and serve them from a user's local disk. You can use this API to load the embedded objects faster and improve your application response time.
+
+For more information, see xref:prefetch-and-cache.adoc[Prefetch static resources].
+
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++In-app page navigation+++</h5>+++
+
+The `navigateToPage` method in the SDK lets you provide quick and direct access to a specific pinboard, saved Answer, or an application page. You can add a custom menu action or button in your application UI that calls the `navigateToPage` method and leads your users to the page specified in the `path` parameter.
+
+For more information, see xref:page-navigation.adoc[Add a custom action for in-app navigation].
+
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++Full application embedding+++</h5>+++
+
+The `appEmbed` SDK package includes the following new attributes:
+
+* The `disableProfileAndHelp` attribute to show or hide the `Help (?)` and the user profile menu in the navigation bar of your embedded app.
+
+* The `hideObjects` attribute to hide specific objects from a user's page view.
+
+For more information, see xref:full-embed.adoc[Embed full application].
+
+|[tag greenBackground]#NEW FEATURE# |+++<h5>+++Search embed +++</h5>+++
+
+The `searchEmbed` package includes the `forceTable` attribute that sets tabular view as the default format for presenting search data. You can use set this attribute to `true` to force search results to appear in the table view.
+
+For more information, see xref:embed-search.adoc[Embed ThoughtSpot search].
+
+|[tag redBackground]#REMOVED# |
+
+The `searchQuery` parameter is no longer supported and is removed from the `searchEmbed` SDK package.
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++Embed events +++</h5>+++
+The SDK EmbedEvent library includes the following events:
+
+* `QueryChanged`
+* `AuthExpire`
+
+For more information, see xref:embed-events.adoc[Subscribe to Events].
+|====
+
+====
+
+.REST APIs
+
+[%collapsible]
+====
+
+The ThoughtSpot 7 Cloud September release includes the following new endpoints and modifications to the REST APIs. For more information, see xref:rest-api-reference.adoc[REST API Reference].
+
+.New APIs
+
+* `POST /tspublic/v1/connection/create`
+* `POST /tspublic/v1/connection/update`
+* `POST /tspublic/v1/connection/export`
+* `POST /tspublic/v1/connection/delete`
+* `POST /tspublic/v1/metadata/unassigntag`
+* `GET /tspublic/v1/metadata/list`
+* `GET /tspublic/v1/security/metadata/permissions`
+* `GET /tspublic/v1/security/metadata/{id}/permissions`
+* `GET /tspublic/v1/security/effectivepermissionbulk`
+* `GET /tspublic/v1/session/info`
+* `POST /tspublic/v1/user/activate`
+* `POST /tspublic/v1/user/inactivate`
+* `POST /tspublic/v1/user/session/invalidate`
+* `POST /tspublic/v1/user/resetpassword`
+* `PUT /tspublic/v1/group/{groupid}/users`
+* `POST /tspublic/v1/group/{groupid}/groups`
+* `PUT /tspublic/v1/group/{groupid}/groups`
+* `GET /tspublic/v1/group/{groupid}/groups`
+* `POST /tspublic/v1/group/addmemberships`
+* `POST /tspublic/v1/group/removememberships`
+* `DELETE /tspublic/v1/group/{groupid}/groups`
+
+
+.Modified APIs
+
+* `POST /tspublic/v1/metadata/assigntag`
+
+====
+
+== Version ts7.aug.cl
+
+.Custom actions
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>Custom actions for worksheets</h5>+++
+
+The Worksheet pages now include a `Custom actions` tab that shows the custom actions created in the Developer portal. ThoughtSpot users can add these  actions to a Worksheet and place them as primary actions or menu items in the new visualizations built from that Worksheet.
+
+This feature is available to all ThoughtSpot users who have edit privileges to a Worksheet.
+
+For more information, see xref:custom-actions-worksheet.adoc[Add custom actions to a Worksheet].
+
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>Query parameters for URL-based custom actions</h5>+++
+
+The Developer portal now allows you to add arbitrary key-value pairs as query parameters for a URL action. If a URL endpoint requires specific information, such as the database details or data object attributes, you can add a key-value pair of these attributes when creating a custom action. When the custom action workflow is triggered, these attributes are passed as query parameters in `GET` requests to get the data payload from ThoughtSpot.
+
+For more information, see xref:custom-actions-url.adoc[Configure a custom URL action].
+|====
+
+====
+
+.Visual Embed SDK version 1.3.1
+
+[%collapsible]
+====
+The ThoughtSpot 7 Cloud August release supports Visual Embed SDK version 1.3.1, which includes the following features and enhancements.
+
+[width="100%" cols="1,4"]
+|====
+||
+|[tag greenBackground]#NEW FEATURE#  a|  +++<h5>searchOptions</h5>+++
+
+The `searchEmbed` SDK package introduces the `searchOptions` parameter for setting search tokens. The `searchOptions` parameter includes the following attributes:
+
+* `searchTokenString`
++
+A TML query string to define search tokens.
+
+* `executeSearch`
++
+When set to `true`, it executes search and shows the search results.
+
+For more information, see xref:embed-search.adoc#search-query[Embed ThoughtSpot search].
+
+|[tag redBackground]#DEPRECATED# a| +++<h5>searchQuery</h5>+++
+
+The `searchQuery` parameter in the `searchEmbed` SDK package is deprecated in the Visual Embed SDK version 1.3.1. Instead, you can use the `searchOptions` parameter to define the search token string.
+
+For more information about `searchOptions`, see xref:embed-search.adoc#search-query[Embed ThoughtSpot search].
+
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>autoLogin</h5>+++
+
+The SDK now supports logging in users automatically after a user session has expired.
+
+For more information, see xref:embed-authentication.adoc#embed-session-sec[Embed user authentication].
+
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>shouldEncodeUrlQueryParams</h5>+++
+
+You can now convert query parameters in the ThoughtSpot generated URLs to base64-encoded format. You can enable this attribute to secure your cluster from cross-site scripting attacks.
+|[tag redBackground]#BREAKING CHANGE# a| +++<h5>Data structure changes in custom action response payloads</h5>+++
+
+* The  data structure passed in the custom action response for search now shows as `payload.data.embedAnswerData` instead of `payload.data.columnsAndData`.
+
+* The Answer payload for custom actions includes the following metadata:
+
+** `reportBookmetadata`
++
+Includes visualization metadata attributes such as description, object header metadata, author details, timestamp of the Answer creation, and modification.
+
+** user data
++
+Includes user information such as username, GUID of the user, and email address.
+
+To view a sample response payload, see xref:callback-response-payload.adoc#search-data-payload[Custom action response payload].
+
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>preventPinboardFilterRemoval</h5>+++
+
+The `pinboardEmbed` SDK package now includes the `preventPinboardFilterRemoval` attribute. You can use this attribute to disable the filter removal action and thus prevent users from removing the filter chips added on a pinboard page.
+
+For more information, see xref:embed-pinboard.adoc[Embed a pinboard] and xref:embed-a-viz.adoc[Embed a visualization].
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>suppressNoCookieAccessAlert</h5>+++
+
+You can now set custom alerts for `noCookieAccess` events. By default, the SDK triggers a `noCookieAccess` event and generates an alert when a user's browser blocks third-party cookies. The `suppressNoCookieAccessAlert` allows you to disable this alert.
+
+|[tag greenBackground]#NEW FEATURE# a| +++<h5>Support for fetching callback custom action payload in batches</h5>+++
+
+The Visual Embed SDK now supports processing data in batches for callback custom action responses.
+The callback custom action event in the SDK package supports defining `batchSize` and `offset` values to paginate the Answer payload and send the records in batches.
+
+For more information, see xref:push-data-to-external-app.adoc#large-dataset[Callback custom action workflow].
+|====
+
+====
+
+.REST APIs
+[%collapsible]
+====
+
+The ThoughtSpot 7 Cloud August release introduces several new APIs to xref:user-api.adoc[manage users], xref:group-api.adoc[user groups], xref:admin-api.adoc[cluster configuration], xref:dependency-apis.adoc[object dependencies], and so on.
+
+For a complete list of APIs, see xref:rest-api-reference.adoc[REST API Reference].
+
+====
+
+
+== Version ts7.jun.cl
+
+.Custom actions
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Global and local custom actions</h5>+++
+
+The ThoughtSpot developer portal now supports configuring a custom action as a __global__ or __local__ action. This feature allows you to determine and control the placement of custom actions in the ThoughtSpot UI. Developers can now choose to create a custom action that will appear on all visualizations, or a specific custom action that can be added to a visualization by a ThoughtSpot user. The custom actions panel in the visualization page allows ThoughtSpot users to view the available custom actions and add an action to any visualization.
+
+For example, if you want an action that triggers a callback into your parent app, which would then post its data to Slack, you might want to add a custom action globally to all visualizations. Similarly, if you want to send the data obtained from a specific visualization to a URL, you can associate a custom action locally to that visualization.
+
+For more information, see xref:customize-actions-menu.adoc[Custom actions] and xref:custom-actions-viz.adoc[Add a custom action to a specific visualization].
+
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Authentication schemes for custom actions</h5>+++
+
+You can now apply an authentication scheme for a custom action that triggers a data payload to a specific URL target. If an action requires your users to authenticate to send  data to a URL, you can specify the authentication method and authorization attributes when creating a custom action in the Developer portal.
+ThoughtSpot will use this information to send the required attributes in the `Authorization` headers to the URL endpoint configured in the custom action.
+
+|[tag greenBackground]#NEW FEATURE# a|
++++<h5>Custom action position settings</h5>+++
+
+ThoughtSpot users with edit privileges can now define or modify the position of a custom action on visualization pages. When a developer creates a custom action in the Developer portal, ThoughtSpot adds a menu item to the **More** image:./images/icon-more-10px.png[the more options menu] menu by default. ThoughtSpot users can change this to a context menu action or a primary action at any time.
+
+If your application instance requires an action that sends only a single row of data from charts or tables, developers can configure a custom action and restrict it to only the contextual menu. If this setting is enabled on a custom action, ThoughtSpot users cannot modify this action on a visualization page.
+
+For more information, see xref:custom-actions-viz.adoc[Add a custom action to a specific visualization].
+|====
+
+====
+
+.Custom link format for embedded instances
+[%collapsible]
+====
+
+ThoughtSpot generates links to access objects, such as pinboards, visualizations, and answers, when a user shares an object with another user or follows a pinboard to receive periodic notifications. If you have embedded ThoughtSpot in your application, you might want to generate these links in the format that preserves your host application context.
+
+For embedded instances, ThoughtSpot now allows you to customize the format of these links in the Developer portal. The *Link Settings* page in the Developer portal allows you to customize the link format for various resource URLs and the *unsubscribe* link sent in email notifications.
+
+For more information, see xref:customize-links.adoc[Customize links].
+====
+
+.REST APIs
+[%collapsible]
+====
+
+The ThoughtSpot 7 Cloud June release includes several new and modified APIs:
+
+.New APIs
+
+* `POST /tspublic/v1/security/share`
++
+Use this API to share ThoughtSpot objects with another user or user group. For more information, see xref:security-api.adoc#share-object[Share objects with another user].
+
+* `POST /tspublic/v1/security/shareviz`
++
+Use this API to share a specific ThoughtSpot visualization with another user or user group. For more information, see xref:security-api.adoc#shareviz[Share a visualization with another user or user group].
+
+* `GET /tspublic/v1/session/login/token`
++
+Use this API to get a login token for a ThoughtSpot user when trusted authentication is enabled. For more information, see xref:session-api.adoc#session-loginToken[Authenticate and log in a user].
+
+* `POST /tspublic/v1/metadata/assigntag`
++
+Use this API to programmatically assign a tag to a ThoughtSpot object such as a pinboard, Answer, table, or  Worksheet. For more information, see xref:metadata-api.adoc#assign-tag[Assign tags to metadata objects].
+
+* `POST /tspublic/v1/metadata/details`
++
+Use this API to query metadata details for a specific data object such as a pinboard, Answer, or a Worksheet. For more information, see xref:metadata-api.adoc#metadata-details[Get metadata details].
+
+* `POST /tspublic/v1/metadata/markunmarkfavoritefor`
++
+Use this API to add pinboards and answers to a user's favorites list. For more information, see xref:metadata-api.adoc#set-favorite[Set objects as favorites].
+
+* `DELETE /tspublic/v1/metadata/markunmarkfavoritefor`
++
+Use this API to remove an object from a user's favorites list. For more information, see xref:metadata-api.adoc#del-object-fav[Remove objects from favorites].
+
+* `POST /tspublic/v1/session/homepinboard`
++
+Use this API to set a pinboard as the home pinboard for a user account. For more information, see xref:session-api.adoc#set-home-pinboard[Set a pinboard as a home pinboard].
+
+* `GET /tspublic/v1/session/homepinboard`
++
+Use this API to get the GUID of the pinboard set as a home pinboard. For more information, see xref:session-api.adoc#get-home-pinboard[Get details of the home pinboard].
+
+* `DELETE /tspublic/v1/session/homepinboard`
++
+Use this API to remove the home pinboard. For more information, see xref:session-api.adoc#del-home-pinboard[Remove a home pinboard].
+
+
+.Other API enhancements
+
+The `POST /tspublic/v1/user/updatepreference` API now includes the optional `username` parameter to allow API users to specify the `username` of the ThoughtSpot user whose profile is being modified.
+For more information, see xref:user-api.adoc#updatepreference-api[Update a user profile].
+
+====
+
+
+== Version ts7.may.cl
+
+.Custom actions in the context menu
+[%collapsible]
+====
+You can now add a custom action to the contextual menu to send data or initiate an action from an embedded visualization. The *Customization* > *Actions* page in the *Develop* tab allows you to add a custom action to the contextual menu for visualizations in the *Answers* or *Pinboards* page.
+
+For more information, see xref:customize-actions-menu.adoc[Add custom actions].
+====
+
+.Visual Embed SDK version 1.2.0
+[%collapsible]
+====
+
+[width="100%" cols="1,4"]
+|====
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>SAML authentication</h5>+++
+
+The Visual Embed SDK packages now include the `noRedirect` attribute as an optional parameter for  the `SSO` `AuthType`. If you want to display the SAML authentication workflow in a pop-up window, instead of refreshing the application web page to direct users to the SAML login page, you can set the `noRedirect` attribute to `true`.
+
+For more information, see the instructions for embedding xref:full-embed.adoc[ThoughtSpot pages], xref:embed-search.adoc[search], xref:embed-pinboard.adoc[pinboard], and xref:embed-a-viz.adoc[visualizations].
+
+|[tag greenBackground]#NEW FEATURE#  a|+++<h5>Visual Embed SDK notification when third-party cookies are disabled</h5>+++
+
+When a user accesses the embedded application from a web browser that has third-party cookies disabled, the Visual Embed SDK emits the `NoCookieAccess` event to notify the developer. Cookies are disabled by default in Safari. Users can enable third-party cookies in Safari’s Preferences setting page or use another web browser.
+To know how to enable this setting by default on Safari for a ThoughtSpot embedded instance, contact ThoughtSpot Support.
+
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Pinboard actions</h5>+++
+The *More* menu image:./images/icon-more-10px.png[the more options menu] in the embedded Pinboard page now shows the following actions for pinboard and visualizations.
+
+Pinboard::
+* Save
+* Make a copy
+* Add filters
+* Configure filters
+* Present
+* Download as PDF
+* Pinboard info
+* Manage schedules
+
+
+[NOTE]
+Users with edit permissions can view and access the *Save*, *Add filters*, *Configure filters*, and *Manage schedules* actions.
+|[tag greenBackground]#NEW FEATURE# a|+++<h5>Visualization actions</h5>+++
+
+Visualizations on a pinboard:
+
+* Pin
+* Download
+* Edit
+* Present
+* Download as CSV
+* Download as XLSX
+* Download as PDF
+
+[NOTE]
+Users with edit permissions can view and access the *Edit* action. The *Download as CSV*, *Download as XSLX*, and *Download as PDF* actions are available for table visualizations. The *Download* action is available for chart visualizations.
+
+|====
+
+====
+
+.Performance optimization
+[%collapsible]
+====
+This release introduces the following performance improvements for ThoughtSpot embedded applications:
+
+* Faster loading of embedded objects and application pages.
+* Faster loading of preview results in the Playground.
+====
+.REST APIs
+[%collapsible]
+====
+The ThoughtSpot 7 Cloud May release introduces the following REST APIs:
+
+* `*POST* /tspublic/v1/user/updatepreference`
++
+You can use this API to programmatically update a ThoughtSpot user's profile settings such as the email address, locale preference, notification settings, and the preference for revisiting the onboarding experience. For more information, see xref:user-api.adoc#updatepreference-api[User API].
+
+* `*GET* /tspublic/v1/metadata/listas`
++
+You can use this API to get a list of object headers for a ThoughtSpot user or user group. For more information, see xref:metadata-api.adoc#headers-metadata-users[Metadata API].
+====
diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 7d4cdef55..28321157f 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -6,21 +6,110 @@
 :page-pageid: whats-new
 :page-description: New features and enhancements
 
-This page lists new features, enhancements, and deprecated functionality in ThoughtSpot Embedded instances.
+This page lists new features, enhancements, and deprecated functionality introduced for ThoughtSpot Embedded instances in 2026. For information about the features introduced in the previous release versions, see xref:whats-new-prev-history.adoc[release history].
 
-== Version 26.4.0.cl
+// ============================================================
+// VERSION TEMPLATE — copy this block for each new release
+// ============================================================
+//
+//
+// [.version-badge.breaking]#Breaking# /
+// [.version-badge.new]#New# /
+// [.version-badge.deprecated]#Deprecated# /
+// [.version-badge.fixed]#Fixed#
+//
+// *API version string:* `?api-version=YYYY-MM-DD`
+// *Status:* Current / Supported / Deprecated
+// *Affects:* Developers, Administrators, End Users
+// ============================================================
 
-=== MCP Server with Spotter 3 support for advanced analytics
 
-ThoughtSpot MCP Server now supports a new version powered by the Spotter 3 engine, bringing advanced analytics including "why" questions, forecasting, and multi-step deep research. Additional capabilities include real-time response streaming, session-based follow-up conversations, and inline chart visualizations within MCP-aware clients such as Claude.
+== May 2026
 
+**Release version**: ThoughtSpot Cloud 26.5.0.cl +
+*Upgrade notes*: ⚠️Includes breaking changes to Spotter APIs. Refer to the xref:rest-apiv2-changelog.adoc[REST API changelog] for more information. +
+*Recommended SDK versions*: Visual Embed SDK v1.48.0 and later
 
+
+[.cl-table, cols="2,4", frame=none, grid=none]
+|=====
+a|
+[.cl-label]
+*Version 26.5.0.cl*
+
+a|
+
+[discrete]
+=== Liveboard downloads
+
+Continuous Liveboard PDF export::
+In PDF downloads, Liveboard tabs can now be rendered in a single page matching the UI layout. This feature can be enabled or disabled via `isContinuousLiveboardPDFEnabled` in the SDK. Setting this flag to `false` returns to the paginated PDF view.
+
+Excel exports for pivot tables::
+Pivot table visualizations can now be exported to Excel format.
+
+---
+
+[discrete]
+=== Visualization edit interface within the Liveboard view
+
+Users can now edit the underlying query of an answer directly within the Liveboard. When this feature is enabled, the edit button for visualization appears in the answer's floating toolbar when the Liveboard is opened in the edit mode. Clicking the edit button opens the Answer interface preloaded with the answer's current query context. You can make the edits and save the changes without leaving the Liveboard.
+
+---
+
+[discrete]
+=== KPI charts in embedded Liveboards
+
+Embedded Liveboards support advanced controls KPI chart customization. For more information, see link:https://docs.thoughtspot.com/cloud/latest/chart-kpi#advanced[KPI charts].
+
+---
+
+=== Per‑org and per‑user timezone control via variables [beta betaBackground]^Beta^
+
+You can centrally control timezone behavior per org and per user in embedded deployments using the new template variable `ts_user_timezone` and variable APIs.
+
+For multi‑org and multi‑tenant environment, each tenant org and user can be configured independently, guaranteeing isolation and consistency of time‑based analytics across regions. Administrators can reference the timezone variable in formulas to render and filter timestamp data correctly for each embedded user, without separate content per region.
+
+
+[discrete]
+=== Visual Embed SDK
+The Visual Embed SDK version 1.48.0 includes several new features and enhancements. For more information, see the xref:api-changelog.adoc[Visual Embed changelog].
+
+---
+
+[discrete]
+=== REST API v2
+This release introduces new Spotter API endpoints and modifications to the agent conversation APIs, and deprecates legacy agent endpoints. For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+
+|=====
+
+
+== April 2026
+
+**Release version**: ThoughtSpot Cloud 26.4.0.cl +
+*Upgrade notes*: ⚠️Variable update and delete API and metadata parameterization endpoints are deprecated and replaced with new API endpoints. Refer to xref:rest-apiv2-changelog.adoc#version_26_4_0_cl_april_2026[REST API changelog] and xref:deprecated-features.adoc[Deprecation announcements]. +
+*Recommended SDK versions*: Visual Embed SDK v1.47.0 and later
+
+[.cl-table, cols="2,4", frame=none, grid=none]
+|===
+
+a|
+[.cl-label]
+*Version 26.4.0.cl*
+
+a|
+
+[discrete]
 === Theme builder in AI mode
 
 The Theme Builder now has an AI mode that enables developers to explore and preview style customizations for their embedded application’s branding using natural language instructions and uploaded brand assets. You can execute style updates such as applying colors directly from a PDF branding guide, updating all button shapes with higher contrast, matching a header to a dark background based on a screenshot, or importing typography and spacing from a JSON file. In the AI mode, Theme builder interprets your intent and applies the changes instantly.
 
 For more information, see xref:theme-builder.adoc[Theme builder].
 
+---
+
+
+[discrete]
 === Webhook integration
 In this release version, the following enhancements are introduced in the webhook configuration and delivery status monitoring workflows:
 
@@ -33,6 +122,10 @@ Administrators can also monitor the status of a webhook delivery via a `POST /ap
 Support for custom HTTP headers in webhook requests::
 When configuring or updating a webhook, you can now specify custom headers to include in every outbound request, in addition to the standard HTTP and authentication headers that ThoughtSpot sends. For more information, refer to the xref:webhooks-lb-schedule.adoc#_create_a_webhook[webhook documentation].
 
+---
+
+
+[discrete]
 === Spotter embed enhancements
 You can now customize the appearance and contents of the chat history sidebar panel in Spotter embedding.
 
@@ -40,6 +133,9 @@ You can also customize the branding and logo in the Spotter chat interface.
 
 For more information, see xref:embed-spotter.adoc#_chat_history_panel[Customizing chat history sidebar] and xref:embed-spotter.adoc#_hiding_the_spotter_icon_and_thoughtspot_branding_chat_interface[Hiding logo and brand label in Spotter chat interface].
 
+---
+
+[discrete]
 === Liveboard enhancements
 The following enhancements are introduced in Liveboard export and filtering workflows.
 
@@ -55,6 +151,10 @@ The rolling date filters with the **Last <N> <Period>** and **Next <N> <Period>*
 Liveboard PNG export::
 The PNG export workflow in the `/api/rest/2.0/report/liveboard` REST API is enhanced to provide high-resolution PNG files. The legacy PNG workflow is deprecated in 26.4.0.cl. For more information about breaking changes and deprecation guidelines, see xref:deprecated-features.adoc[Deprecation announcements]. For information about the new PNG download workflow, see xref:data-report-v2-api.adoc#_liveboard_report_api[Liveboard report API documentation].
 
+---
+
+
+[discrete]
 === Full app embedding
 In full application embedded deployments with the V3 navigation and home page experience, the default list page experience is set to ListPage v3 experience.
 
@@ -66,7 +166,11 @@ The ListPage V3 experience provides a refreshed list layout and styling, includi
 
 For more information, see xref:full-app-customize.adoc#_customize_list_page_experience[List page customization].
 
-=== Variable API enhancements
+---
+
+
+[discrete]
+=== Variable API
 The variable REST API provides new API endpoints for the following bulk operations:
 
 * Bulk deletion:
@@ -81,11 +185,19 @@ The `/api/rest/2.0/template/variables/update-values` and `/api/rest/2.0/template
 
 For more information, see xref:variables.adoc[Variables documentation].
 
+---
+
+
+[discrete]
 === Metadata parameterization
 You can now parameterize multiple properties of metadata objects using `POST /api/rest/2.0/metadata/parameterize-fields`. The legacy endpoint `/api/rest/2.0/metadata/parameterize` is deprecated in 26.4.0.cl and later versions, and is replaced with the new endpoint to allow updating multiple fields in a single API request.
 
 For more information, see xref:metadata-parameterization.adoc[Metadata parameterization documentation].
 
+---
+
+
+[discrete]
 === Collections [beta betaBackground]^Beta^
 ThoughtSpot embedded users can now use REST APIs v2 to organize different ThoughtSpot objects into organizational containers called *Collections*. These objects can be Liveboards, Answers, data models, tables, and even other Collections.
 
@@ -95,20 +207,43 @@ For more information, see xref:collections.adoc[Collections].
 ====
 These APIs are currently in beta and turned off by default on ThoughtSpot instances. To enable this feature on your instance, contact ThoughtSpot Support.
 ====
+---
 
+[discrete]
 === Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.46.0, see the xref:api-changelog.adoc[Visual Embed changelog].
 
+
+[discrete]
 === REST API v2
 For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
-== Version 26.3.0.cl
+---
+|===
+
+== March 2026
+
+**Release version**: ThoughtSpot Cloud 26.3.0.cl +
+*Upgrade notes*: ⚠️Includes feature deprecations. Refer to xref:rest-apiv2-changelog.adoc#_custom_access_token_api[REST API changelog] and xref:deprecated-features.adoc[Deprecation announcements]. +
+*Recommended SDK versions*: Visual Embed SDK v1.46.0 and later
 
-=== ThoughtSpot integration with Amazon S3 storage for webhook delivery
+[.cl-table, cols="2,4", frame=none, grid=none]
+|===
+
+a|
+[.cl-label]
+*Version 26.3.0.cl*
+
+a|
+[discrete]
+=== Amazon S3 storage destination for webhook delivery
 You can now configure ThoughtSpot to deliver webhook payloads and attachments directly into your own Amazon S3 storage using secure AWS cross-account access. To enable this integration, your AWS administrator must create an IAM role with S3 permissions and trust policy, and then register a webhook in ThoughtSpot to deliver the payloads and attachments directly to your S3 bucket.
 
 For more information, see xref:webhooks-s3-storage.adoc[Amazon S3 storage integration for webhook delivery].
 
+---
+
+[discrete]
 === Host event enhancements for context-aware routing
 
 HostEvents in the Visual Embed SDK are enhanced to improve event routing and context targeting in ThoughtSpot embedded applications.
@@ -117,6 +252,9 @@ Developers can use the page context framework in the SDK to route host events to
 
 For more information, see xref:events-context-aware-routing.adoc[Context-based execution of host events].
 
+---
+
+[discrete]
 === JWT-based ABAC implementation
 The legacy JWT-based approach that uses `filter_rules` and `parameter_values` to implement Attribute-Based Access Control (ABAC) is deprecated.
 
@@ -130,6 +268,9 @@ Existing ABAC implementations that use `filter_rules` will continue to function
 
 For new deployments, use ABAC via RLS with custom variables and pass data security attributes through the `variable_values` property in the custom access token, and define your RLS rules based on those variables. For more information, see xref:abac_rls-variables.adoc[ABAC via RLS].
 
+---
+
+[discrete]
 === Spotter coaching access across published Orgs
 Starting with the 26.3.0.cl release, ThoughtSpot supports publishing Spotter coaching information to other Orgs. Coaching changes from the primary Org are synchronized with the data models published in secondary Orgs.
 
@@ -139,13 +280,9 @@ Users and groups with `SPOTTER_COACHING_PRIVILEGE` can import and export coachin
 
 For more information, see xref:spotter-apis.adoc#_spotter_coaching_access[Spotter coaching access].
 
-////
-=== Spotter embed enhancements
-Developers can customize the appearance of the chat history sidebar in the embedded Spotter 3 interface.
-
-For more information, see xref:embed-spotter.adoc#_chat_history_panel[Spotter embed documentation].
-////
+---
 
+[discrete]
 === Full application embedding
 The height and aspect ratio of the logo in the top-left corner of the ThoughtSpot application interface have been updated for visual alignment and consistency across pages. This enhancement is available only in the V3 navigation and home page experience.
 
@@ -153,31 +290,62 @@ If you have embedded the full application with the V3 navigation experience, you
 
 For information about adding a custom logo image, see xref:customize-style.adoc#logo-change[Customize application logo and favicon].
 
+---
+
+[discrete]
 === Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.46.0, see the xref:api-changelog.adoc[Visual Embed changelog].
 
+---
+
+[discrete]
 === REST API v2
 For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
-== Version 26.2.0.cl
+---
+
+|===
+
+== February 2026
+**Release version**: ThoughtSpot Cloud 26.2.0.cl +
+*Upgrade notes*: ⚠️Includes API parameter deprecations. Refer to xref:rest-apiv2-changelog.adoc[REST API changelog] and xref:deprecated-features.adoc[Deprecation announcements]. +
+*Recommended SDK versions*: Visual Embed SDK v1.45.0 and later
+
+
+[.cl-table, cols="2,4", frame=none, grid=none]
+|===
+a|
+[.cl-label]
+*Version 26.2.0.cl*
 
+a|
+[discrete]
 === SpotterCode extension for IDEs [earlyAccess eaBackground]#Early Access#
 
 ThoughtSpot introduces SpotterCode, an AI-powered Model Context Protocol (MCP) extension for Integrated Development Environments (IDEs) such as Cursor, Visual Studio Code, and Claude Code. When integrated, SpotterCode enables the AI agent in the IDE to access ThoughtSpot SDKs and API documentation resources and provide in-context coding assistance to developers embedding ThoughtSpot content within their applications.
 
 SpotterCode is available as an Early Access feature and can be integrated with development environments that support MCP servers and tools. For more information, see xref:spottercode.adoc[SpotterCode], xref:spottercode-integration.adoc[Integrating SpotterCode in IDEs], and xref:spottercode-prompt-guide.adoc[SpotterCode prompting guide].
 
+---
+
+[discrete]
 === Spotter 3 experience [earlyAccess eaBackground]#Early Access#
 You can now embed the Spotter 3 experience, which introduces several new capabilities, agentic analytics, and enhanced user experience. Spotter 3 is an Early Access feature and is disabled by default on ThoughtSpot embedded instances.
 
 For more information, see xref:embed-ai-analytics.adoc[Embed AI Search and Analytics] and xref:embed-spotter.adoc[Spotter embedding documentation].
 
+---
+
+[discrete]
 === Rate limits for REST APIs
 To prevent excessive requests from reaching application servers and ensure API stability and service quality for REST API users, ThoughtSpot enforces rate limits on public API requests per client IP. These limits are applied globally at the cluster level for all public API requests, including calls to both REST API v1 and v2 endpoints.
 //Administrators can adjust these limits for their ThoughtSpot deployments as needed.
 
 For more information, see xref:about-rest-apis.adoc#_rate_limits_for_api_requests[Rate limits for REST APIs].
 
+---
+
+[discrete]
 === Security settings via REST APIs
 Security settings that ensure data security and a seamless embedded user experience can now be configured through REST APIs v2. Administrators and developers can configure allowlists for:
 
@@ -188,6 +356,9 @@ Security settings that ensure data security and a seamless embedded user experie
 
 For more information, see xref:security-settings.adoc[Security Settings].
 
+---
+
+[discrete]
 === WebSocket support for external tools
 ThoughtSpot supports secure WebSocket (`wss://`) endpoints for external tool script integrations, for example, tools that open WebSocket connections from the browser.
 
@@ -195,44 +366,70 @@ To allow a WebSocket host, add the corresponding `wss://` URL to both your CSP a
 
 For more information, see xref:3rd-party-script.adoc#_allow_websocket_endpoints[External tools and script integration].
 
+---
+
+
+[discrete]
 === Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.45.0, see the xref:api-changelog.adoc[Visual Embed changelog].
 
+---
+
+[discrete]
 === REST API v2
 For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
-== Version 10.15.0.cl
+---
+|===
 
-.Theme Builder
-[%collapsible]
-====
+
+== January 2026
+
+**Release version**: ThoughtSpot Cloud 10.15.0.cl +
+*Upgrade notes*: ⚠️Includes API parameter deprecations. Refer to xref:rest-apiv2-changelog.adoc[REST API changelog] and xref:deprecated-features.adoc[Deprecation announcements]. +
+*Recommended SDK versions*: Visual Embed SDK v1.45.0 and later
+
+
+[.cl-table, cols="2,4", frame=none, grid=none]
+|===
+a|
+[.cl-label]
+*Version 10.15.0.cl*
+
+a|
+[discrete]
+=== Theme Builder
 Theme Builder is now generally available (GA) and will be rolled out to all ThoughtSpot instances in customer deployments over the next few weeks.
 
 When this feature is enabled on your instance, you can access it from the *Develop* page in ThoughtSpot and use it to customize styles and UX themes directly within the product.
 
 For more information, see xref:theme-builder.adoc[Theme Builder].
-====
 
-.V3 navigation and home page experience
-[%collapsible]
-====
+---
+
+[discrete]
+=== V3 navigation and home page experience
+
 The new V3 navigation and home page experience is now generally available (GA) and can be enabled on ThoughtSpot embedded instances.
 
 The default UI experience in full application embedding remains the classic (V1) experience until further notice. Developers embedding the full ThoughtSpot application can enable the V3 experience in their applications by setting the appropriate configuration options in their embed code.
 
 For more information, see xref:full-app-customize.adoc[Customizing full application embedding].
-====
 
-.Formula variables in RLS rules
-[%collapsible]
-====
+---
+
+[discrete]
+=== Formula variables in RLS rules
+
 You can now create formula variables using the Variable REST API and use these variables in RLS rules for a specific data context and in ABAC token requests to dynamically assign security attributes to users.
 
 For more information, see xref:abac_rls-variables.adoc[ABAC via RLS with variables].
-====
-.Spotter APIs
-[%collapsible]
-====
+
+---
+
+[discrete]
+=== Spotter APIs
+
 ThoughtSpot introduces new REST APIs for the following Spotter workflows:
 //* To get data source suggestions based on a user's query
 * To send queries to a conversation session with the Spotter agent
@@ -240,2556 +437,35 @@ ThoughtSpot introduces new REST APIs for the following Spotter workflows:
 * To fetch NL instructions configured on a model
 
 For more information, see xref:spotter-apis.adoc[Spotter APIs].
-====
-.Embed events and parameters to intercept API calls
-[%collapsible]
-====
-You can now intercept API calls from the embedded ThoughtSpot application using the `interceptUrls` attribute in the Visual Embed SDK. This feature lets you control API requests in your embedding application and use embed events to modify, block, or handle requests before they are sent to the backend. For more information, see xref:api-intercept.adoc[Intercept API calls and search requests].
-====
-.Icon customization enhancements
-[%collapsible]
-====
-You can now replace or customize the chart switcher toggle and icons in the Charts drawer on an Answer or visualization page using SVG sprites. Previously, these icons were fixed to ThoughtSpot defaults and were not configurable. In the new version, these icons are available as SVG components and can be replaced by developers through the xref:customize-icons.adoc[icon customization framework] as needed.
-====
-.Mobile Embed SDK
-[%collapsible]
-====
-The SDKs for embedding ThoughtSpot components in mobile apps are now Generally Available (GA). For more information about the SDKs and how to embed a ThoughtSpot component in a mobile app, see xref:mobile-embed.adoc[Mobile embed documentation].
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.44.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.14.0.cl
-
-.Code based custom actions
-[%collapsible]
-====
-ThoughtSpot now enables developers to define custom action in their embed code through the Visual Embed SDK. This enhancement enables code based customization of actions for Liveboards, Visualizations, Answers, and Spotter.  With this functionality, developers can add custom actions that show up as new menu options in one of the following UI elements:
-
-* the primary menu bar
-* the **More** options menu image:./images/icon-more-10px.png[the more options menu]
-* the contextual menu that appears when a user right-clicks on an Answer or visualization +
-
-Key characteristics of code-based custom actions:
-
-* Can be maintained within your codebase to facilitate migration across organizations and clusters.
-* Can have controlled visibility in ThoughtSpot by evaluating conditions within your application logic. This approach enables you to dynamically display or hide custom actions based on specific criteria, ensuring that only relevant actions are presented to users in different contexts.
-* Can be assigned to Liveboards.
-* Can be conditionally displayed based on the presence of a specific column in a visualization.
-
-For more information, see xref:code-based-custom-actions.adoc[Code based custom actions].
-====
-
-.Webhooks for Liveboard schedule events [beta betaBackground]^Beta^
-[%collapsible]
-====
-You can now configure a xref:webhooks-lb-schedule.adoc[webhook for Liveboard schedule events] to automate notifications to external applications. This feature allows you to send Liveboard reports directly to a webhook endpoint and create your own custom emails or workflow.
-
-This feature is currently in beta and is not enabled by default. To enable it on your instance, contact ThoughtSpot Support.
-====
-
-.Template variables for publishing
-[%collapsible]
-====
-The variable APIs include several enhancements to streamline variable creation and update workflows.
-For information about the new enhancements and breaking changes, see xref:rest-apiv2-changelog.adoc#_variable_api_enhancements[REST API changelog] and xref:variables.adoc[Variables documentation].
-====
-
-.Parameter chip visibility configuration [tag redBackground]#BREAKING CHANGE#
-[%collapsible]
-====
-The `HostEvent.UpdateParameters` event in the Visual Embed SDK now includes the `isVisibleToUser` attribute, which allows you to control the visibility of Parameter chips on embedded ThoughtSpot pages.
-
-Before this enhancement, the Parameter chip display behavior was inconsistent across embed types when the Parameter values were updated via `HostEvent.UpdateParameters` requests. With the new change, the `isVisibleToUser` attribute in `HostEvent.UpdateParameters` is set to `false` by default for all embed types.
-
-With the new enhancement, the embedded pages that previously kept the parameter chip visible after an override via `HostEvent.UpdateParameters` will now hide it unless the `isVisibleToUser` attribute is explicitly set to `true`. +
-This behavior may introduce a breaking change if your current implementation relies on the previous default chip visibility behavior. To retain chip visibility, developers must update their embedding implementation to pass `isVisibleToUser: true` in their `HostEvent.UpdateParameters` requests.
-
-For more information, see xref:runtime-parameters.adoc#_show_or_hide_parameter_chips_in_embedded_sessions[Runtime Parameter overrides].
-====
-.Pre-rendering enhancements
-[%collapsible]
-====
-Pre-rendering now provides enhanced flexibility and granular control over for rendering embedded ThoughtSpot components. For more information, see xref:prerender.adoc[Pre-rendering ThoughtSpot Embed components].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.43.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.13.0.cl
-
-.Spotter AI APIs
-[%collapsible]
-====
-ThoughtSpot introduces the following new xref:spotter-apis.adoc[Spotter AI APIs] [beta betaBackground]^Beta^, to provide contextual and agentic capabilities for integration with external clients and custom AI applications:
-
-* `/api/rest/2.0/ai/agent/conversation/create`
-//* `/api/rest/2.0/ai/data-source-suggestions`
-* `/api/rest/2.0/ai/relevant-questions/`
-* `/api/rest/2.0/ai/agent/converse/sse`
-
-These APIs are designed to build context with each interaction, orchestrate reasoning, and expose tools and skills for natural language analytics.
-
-For more information, see xref:spotter-apis.adoc[Spotter AI APIs].
-
-////
-With the introduction of these APIs, the following legacy API endpoints will be deprecated:
-
-* `POST /api/rest/2.0/ai/conversation/create`
-* `POST /api/rest/2.0/ai/conversation/{conversation_identifier}/converse`
-* `POST /api/rest/2.0/ai/analytical-questions`
-
-The above-listed AI endpoints will be available in the Playground until further notice. However, we recommend using the new APIs for better context management, extensibility, and integration options.
-////
-====
-
-.Support for runtime overrides in Spotter embed
-[%collapsible]
-====
-You can apply runtime filters and parameter overrides to Spotter sessions and interactions using the Visual Embed SDK. When these overrides are configured in the SDK, they are applied to the data used for Spotter queries, and the generated answers in these sessions will reflect the applied overrides.
-
-The Visual Embed SDK Playground for Spotter embedding includes an option to set runtime overrides. You can test and preview the results before updating your embed code.
-
-For more information, see xref:runtime-filters.adoc[Runtime filters] and xref:runtime-parameters.adoc[Runtime Parameters].
-====
-
-.Full application embed experience
-[%collapsible]
-====
-* The new experience with a sliding navigation panel and modular home page is now available as an Early Access feature for ThoughtSpot embedded application users.
-+
-The new experience introduces a left navigation panel with a persona-based app selector and a modular home page with customizable components. This feature is turned off by default on ThoughtSpot. If this feature is enabled on your instance, you can enable it in full application embed using the `discoveryExperience` SDK property.
-+
-For more information, see xref:full-app-customize.adoc[V3 navigation and home page experience].
-
-* List pages, such as Answers and Liveboards, now include enhanced sorting and filtering capabilities. These pages also allow users to organize, find, and personalize content. Developers can customize the visibility of columns in their embeds by configuring the xref:AppViewConfig.adoc#_hiddenlistcolumns[`hiddenListColumns`] property in the SDK.
-+
-For more information, see xref:full-app-customize.adoc#_hide_columns_on_list_pages_new_experience[Hide columns on List pages].
-====
-
-.Worksheet deprecation and removal
-[%collapsible]
-====
-Worksheets are replaced with Models, and all application workflows will require you to use Models. If you are importing worksheet TMLs, the import operation may fail with an error, requiring users to convert Worksheets to Models. Please update your CI/CD and Git workflows to use Model TMLs instead of Worksheets.
-
-For more information, see xref:deprecated-features.adoc#_worksheet_deprecation_and_removal[Worksheet deprecation].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.42.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.12.0.cl
+---
 
-.Liveboard grouping and styling [beta betaBackground]^Beta^
-[%collapsible]
-====
-You can now create a visual group of Answers and note tiles on an embedded Liveboard and customize the look and feel of the Liveboard, groups, and visualizations using the new styling panel.
-
-The Liveboard styling and grouping feature is disabled by default on embedded apps. To enable this feature on your embed, set `isLiveboardStylingAndGroupingEnabled` to `true` in the SDK and contact ThoughtSpot Support.
-
-[NOTE]
-The `isLiveboardStylingAndGrouping` attribute is now replaced with `isLiveboardMasterpiecesEnabled`.
-
-When this feature is enabled, you can use the following CSS variables in the Visual Embed SDK to style your Liveboard elements:
-
-* `--ts-var-liveboard-layout-background`
-* `--ts-var-liveboard-group-background`
-* `--ts-var-liveboard-group-title-font-color`
-* `--ts-var-liveboard-group-border-color`
-* `--ts-var-liveboard-group-description-font-color`
-* `--ts-var-liveboard-group-tile-title-font-color`
-* `--ts-var-liveboard-group-tile-description-font-color`
-
-For more information, see xref:customize-css-styles.adoc#grp-style[CSS variables reference].
-====
-.Lazy loading of visualizations on a Liveboard
-[%collapsible]
-====
-To optimize initial load time, you can now enable lazy loading of Liveboard visualizations using the `lazyLoadingForFullHeight` parameter. When both `fullHeight` and `lazyLoadingForFullHeight` attributes are set to `true`, visualizations in the embedded Liveboard are loaded incrementally as the user scrolls, rather than all at once on initial load. For more information, see xref:lazy-loading-fullheight.adoc[Lazy loading of Liveboard visualizations].
-====
-
-.Spotter embed enhancements
-[%collapsible]
-====
-Spotter coaching::
-Your application users can now coach Spotter based on an ongoing conversation.
-The *Add to coaching* feature is turned off by default on ThoughtSpot instances. To enable this feature, contact your administrator.
-
-Spotter Agent embedding::
-To embed Spotter Agent in a React app, the SDK provides a React component and the `useSpotterAgent` custom React hook. For more information, see xref:embed-ts-react-app.adoc#_embed_spotter_agent_in_your_own_app[Embed Spotter Agent in your React app].
+[discrete]
+=== Embed events and parameters to intercept API calls
+You can now intercept API calls from the embedded ThoughtSpot application using the `interceptUrls` attribute in the Visual Embed SDK. This feature lets you control API requests in your embedding application and use embed events to modify, block, or handle requests before they are sent to the backend. For more information, see xref:api-intercept.adoc[Intercept API calls and search requests].
+---
 
-For information about the other SDK enhancements, see xref:_visual_embed_changelog[Visual Embed Changelog].
-====
+[discrete]
+=== Icon customization enhancements
 
-.Full application embed
-[%collapsible]
-====
-In full application embed, developers can now enable the new navigation panel and home page  experience. The new experience also organizes the application menu into separate persona-based contextual sections. The new interface also provides a slider to allow users to view or hide the left navigation panel.
+You can now replace or customize the chart switcher toggle and icons in the Charts drawer on an Answer or visualization page using SVG sprites. Previously, these icons were fixed to ThoughtSpot defaults and were not configurable. In the new version, these icons are available as SVG components and can be replaced by developers through the xref:customize-icons.adoc[icon customization framework] as needed.
 
-The new navigation experience is disabled by default and is available for Early Access. To enable this feature on your instance, contact your ThoughtSpot administrator and then configure the xref:AppViewConfig.adoc#_discoveryexperience[`discovery experience`] property in the SDK.
-====
+---
 
-.REST API
-[%collapsible]
-====
 [discrete]
-==== Connection configuration APIs
-ThoughtSpot now supports multiple configurations per data Connection. This feature allows data engineers to define and manage several distinct Connection configurations under a single data Connection object in ThoughtSpot. This feature is available only for Snowflake, Databricks, and BigQuery Cloud Data Warehouses (CDW) connections.
+=== Mobile Embed SDK
+The SDKs for embedding ThoughtSpot components in mobile apps are now Generally Available (GA). For more information about the SDKs and how to embed a ThoughtSpot component in a mobile app, see xref:mobile-embed.adoc[Mobile embed documentation].
 
-For more information, see xref:connection-config.adoc[Connection Configuration].
+---
 
 [discrete]
-==== Custom calendar APIs
+=== Visual Embed SDK
+For information about the new features and enhancements introduced in Visual Embed SDK version 1.44.0, see xref:api-changelog.adoc[Visual Embed changelog].
 
-You can now create and manage custom calendars for a given Connection object. For more information, see the API documentation in the REST API v2 Playground. For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
+---
 
 [discrete]
-==== Other enhancements
-For information about other REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.41.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-== Version 10.11.0.cl
-
-.Spotter embed enhancements
-[%collapsible]
-====
-Spotter embed now supports a comprehensive set of embed and host events that enable interaction between the embedded Spotter component and the host application.
-
-Developers can use these events to:
-
-* Listen for key Spotter user interactions and system events, such as downloads, edits, visual changes, and Spotter-specific query responses, by registering handlers for embed events.
-* Trigger specific host events from the application to programmatically control actions such as starting a search, resetting the conversation, saving, downloading, and adding Spotter-generated Answers to a Liveboard.
-
-For a complete list of events, see the following pages:
-
-* xref:api-changelog.adoc[Visual Embed SDK changelog]
-* xref:EmbedEvent.adoc[EmbedEvent]
-* xref:HostEvent.adoc[HostEvent]
-====
-
-.Primary action configuration for Liveboard visualizations
-[%collapsible]
-====
-You can now override the action assigned to the primary button that appears on visualization tiles of an embedded Liveboard. The `primaryAction` parameter in the Visual Embed SDK allows developers to set that primary action for the embedded Liveboard visualizations.
-
-For more information, see xref:embed-actions.adoc#_override_default_primary_actions[Override default primary action].
-====
-
-.Enhancements to the API response format for Liveboards
-[%collapsible]
-====
-The `liveboard_reponse_version` parameter in search metadata (`/api/rest/2.0/metadata/search`) REST API request now allows you to retrieve details of Liveboard tabs, visualizations, and filters in a structured format.
-
-For more information, see xref:rest-api-v2-metadata-search.adoc#_response_format_for_liveboards[Response format for Liveboard objects].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.40.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
+=== REST API
 For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.10.0.cl
-
-.Email customization per Org [beta betaBackground]^Beta^
-[%collapsible]
-====
-ThoughtSpot embedded users can now customize their automated email notifications for each Org through REST APIs v2. You can customize features such as the company logo, style, and fonts, visibility of components in the template, and ThoughtSpot-specific content in notification emails, thus ensuring a consistent brand experience.
-
-For more information, see xref:customize-email-apis.adoc[Customize email template].
-
-[NOTE]
-These APIs are currently in beta and turned off by default on ThoughtSpot instances. To enable this feature on your instance, contact ThoughtSpot Support.
-====
-
-.Publishing content to Orgs [beta betaBackground]^Beta^
-
-[%collapsible]
-====
-The publishing feature enables administrators to publish objects from the Primary Org to other Orgs within a multi-tenant instance. This feature simplifies the deployment process for ThoughtSpot administrators, especially when the same object needs to be made available to multiple Orgs within an instance. It also eliminates the need to create duplicate copies of the object, thereby optimizing memory usage.
-
-The publishing feature includes a set of REST APIs that ThoughtSpot administrators can use to create and assign variables, parameterize properties of underlying data objects such as Connections and Tables per Org, and publish objects from the Primary Org to other Orgs on their instance. For more information, see xref:publishing-overview.adoc[Publishing content to Orgs].
 
-[NOTE]
-The publishing feature is in beta and turned off by default on ThoughtSpot instances. To enable this feature on your instance, contact ThoughtSpot Support.
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.39.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.9.0.cl
-
-.String IDs for customizing text strings
-[%collapsible]
-====
-You can now customize a specific occurrence of a text string in the ThoughtSpot UI using string IDs. String IDs allow you to selectively and precisely override the visible text strings in the UI and prevent unintended text changes.
-
-For more information, see xref:customize-text-strings.adoc[Customize text strings].
-====
-.Mobile embed SDKs
-[%collapsible]
-====
-ThoughtSpot provides the following new SDKs to embed ThoughtSpot in mobile apps:
-
-* link:https://github.com/thoughtspot/flutter-embed-sdk[Flutter Embed SDK, window=_blank] [beta betaBackground]^Beta^  to embed ThoughtSpot content in a Flutter app
-* link:https://github.com/thoughtspot/swift-embed-sdk[Swift Embed SDK, window=_blank] [beta betaBackground]^Beta^  to embed ThoughtSpot content in an iOS native app
-* link:https://github.com/thoughtspot/android-embed-sdk[Android Embed SDK, window=_blank] [beta betaBackground]^Beta^  to embed ThoughtSpot content in an Android native app
-
-For more information and quickstart guides, see xref:mobile-embed.adoc[Mobile embed documentation].
-====
-.Spotter embed components
-[%collapsible]
-====
-The following Spotter embed components are now deprecated and replaced with new components:
-
-* `ConversationEmbed` +
-Replaced with `SpotterEmbed`
-* `ConversationViewConfig` +
-Replaced with `SpotterEmbedViewConfig`
-* `BodylessConversation` +
-Replaced with `SpotterAgentEmbed`
-* `BodylessConversationViewConfig` +
-Replaced with `SpotterAgentEmbedViewConfig`
-
-[discrete]
-==== Impact on Spotter embed deployments
-The new Spotter embed components are available for use with the Visual Embed SDK v1.38.0 and later.
-The `ConversationEmbed`, `ConversationViewConfig`, `BodylessConversation`, and `BodylessConversationViewConfig` components are deprecated in Visual Embed SDK v1.38.0 and later versions.
-The old component names will be visible in the code panel of the Visual Embed Playground on ThoughtSpot instances with 10.9.0.cl or earlier. The component names in the Playground will be updated in an  upcoming version.
-
-[discrete]
-==== Recommended action
-The Spotter embed component changes do not break your existing Spotter embed implementation. Your  implementation with the old component names will continue to function until further notice. However, ThoughtSpot recommends transitioning to the new names as early as you can, to allow sufficient time for testing your implementation with the updated names.
-
-For Spotter embed documentation and code samples with new components, see xref:embed-spotter.adoc[Embed Spotter].
-====
-.Ability to control the visibility of columns in full app embedding
-[%collapsible]
-====
-You can now show or hide the following columns on the *Liveboards*, and *Answers* list pages in full application embeds:
-
-* `Favorite`
-* `Author`
-* `Last modified`
-* `Tags`
-* `Share`
-
-For more information, see xref:full-app-customize.adoc#_hide_columns_on_list_pages_new_experience[Customize full application embedding].
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.38.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-.REST API Java SDK
-[%collapsible]
-====
-The REST API Java SDK enables developers to interact programmatically with ThoughtSpot REST APIs from Java applications. It provides a client library with Java methods and classes that map to API endpoints, handle authentication, send API requests, and allow creating and modifying ThoughtSpot resources and objects.
-
-For information about how to install and use the SDK, see xref:rest-api-java-sdk.adoc[Java SDK for REST APIs].
-====
-
-== Version 10.8.0.cl
-
-.React Native SDK to embed ThoughtSpot in a mobile app [beta betaBackground]^Beta^
-[%collapsible]
-====
-Developers can now embed ThoughtSpot Analytics in their mobile apps using the React Native Embed SDK [beta betaBackground]^Beta^. With the React Native Embed SDK, developers can use native resources and a single codebase to build their mobile app with embedded ThoughtSpot content for both *iOS* and *Android* platforms.
-
-In the initial release, the SDK supports embedding a Liveboard component and customizing the embedded view. For more information, see xref:mobilesdk-quick-start.adoc[React Native SDK quick start guide].
-====
-.External tools and custom script integration
-[%collapsible]
-====
-You can now integrate third-party tools and execute custom scripts within your embed. This feature is disabled by default on ThoughtSpot instances. When enabled, you can use this feature to integrate your preferred analytics and product-guide tools such as Pendo, LogRocket, and Mixpanel into your ThoughtSpot embed.
-
-While you can inject custom Javascript into your embeds, it is essential to consider the associated security risks and vulnerabilities, such as Cross-site scripting (XSS). Before contacting Support to enable this feature on your instance, assess the potential security risks to your application environment and review your organization's security guidelines. We recommend that you sanitize user data before rendering and ensure that your environment runs scripts from trusted domains only. For more information, see xref:3rd-party-script.adoc[Integrate third-party tools and scripts].
-====
-.Recommended action for deployments that use pendoTrackingKey
-[%collapsible]
-====
-If you are using the xref:EmbedConfig.adoc#_pendotrackingkey[pendoTrackingKey] setting in the Visual Embed SDK, note that ThoughtSpot will deprecate this attribute six months after the 10.8.0.cl release. While you can continue using `pendoTrackingKey` until its deprecation, we recommend using the xref:3rd-party-script.adoc[external tools integration] feature to integrate your preferred tool for analytics and product guides. For additional information or migration assistance, contact ThoughtSpot Support.
-====
-.Help menu and information center changes
-[%collapsible]
-====
-In the 10.8.0.cl release, ThoughtSpot introduces a unified help and support experience that will eventually replace the information center panel generated by Pendo.
-The new information panel provides access to ThoughtSpot documentation and support and also allows you to add custom links. This feature will be enabled gradually on ThoughtSpot instances.
-
-This change will affect your instance if you have embedded the full ThoughtSpot experience with the top navigation bar and Help (?) icon, using `showPrimaryNavbar: true` and `disableProfileAndHelp: false` settings in the Visual Embed SDK.
-
-Customer environments currently using the legacy information center during embedded sessions will continue to do so for the next few months to minimize disruption. Your ThoughtSpot Customer Success team will contact you and assist you in migrating to the new experience.
-
-To facilitate testing and the rollout of the new information center, ThoughtSpot provides the xref:AppViewConfig.adoc#_enablependohelp[enablePendoHelp] SDK flag. By default, the `enablePendoHelp` is set to `true` to ensure that your embedded sessions use the legacy information center generated by Pendo. To enable the new experience, you need to set `enablePendoHelp` to `false`.
-====
-.Column name localization [beta betaBackground]^Beta^
-[%collapsible]
-====
-ThoughtSpot now supports column name and description aliases in a Worksheet or Model, which can be used for localizing the Search and Answer interfaces. This feature is disabled by default on ThoughtSpot instances. To enable this feature, contact ThoughtSpot support.
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.37.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.6.0.cl
-
-.Spotter embed enhancements
-[%collapsible]
-====
-Spotter is enabled on ThoughtSpot instances by default and is now generally available for embedding in your applications and chatbot.
-
-This release also introduces several enhancements to Spotter embed:
-
-* xref:embed-spotter.adoc#configControls[Configuration controls in the SDK] to disable or hide the data source, and show or hide sample questions
-* xref:embed-spotter.adoc#SpotterCSS[Customization controls for CSS overrides], xref:embed-spotter.adoc#spotterMenuActions[action IDs] for menu customization on the Spotter page.
-* Additional options in the xref:developer-playground.adoc#playground-spotter[Spotter Playground experience], which allow users to explore the customization settings available for Spotter.
-
-For more information, see xref:embed-spotter.adoc[Embed Spotter].
-====
-.Theme builder for ThoughtSpot interface customization [beta betaBackground]^Beta^
-[%collapsible]
-====
-ThoughtSpot now offers link:https://developers.thoughtspot.com/docs/theme-builder[Theme Builder, window=_blank] [beta betaBackground]^Beta^, a graphical representation of CSS controls and themes to assist developers with the CSS customization framework. Theme Builder allows you to explore and preview the CSS customization options available with the Visual Embed SDK to customize the look and feel of the ThoughtSpot application interface.
-
-Developers embedding ThoughtSpot can preview the customization options in Theme Builder for various embed components, including Liveboard, Visualizations, Search page, and the full application experience. Additionally, you can view and download the default CSS variables in JSON format and upload a JSON file containing custom values for these CSS variables.
-
-For more information, see xref:theme-builder.adoc[Theme Builder].
-====
-.Multi-Factor authentication and REST API behavior
-[%collapsible]
-====
-ThoughtSpot now supports Multi-Factor authentication (MFA) [beta betaBackground]^Beta^ for environments using local authentication with IAMv2. MFA is in beta and disabled by default on ThoughtSpot instances. When enabled on a ThoughtSpot instance, administrators can enable MFA for all local users authenticating to ThoughtSpot with `username` and `password`.
-
-[tag redBackground]#BREAKING CHANGE#
-
-When MFA is enabled on your ThoughtSpot instance, using basic authentication in REST API calls to the following API endpoints will result in an error:
-
-* `POST /api/rest/2.0/auth/session/login`
-* `POST /api/rest/2.0/auth/token/object`
-* `POST /api/rest/2.0/auth/token/full`
-* `POST /api/rest/2.0/auth/token/custom`
-* `POST /tspublic/v1/session/login`
-
-When MFA is enabled on a ThoughtSpot instance, local authentication users cannot log in with their `username` and `password` and are prompted to enable MFA when they try to log in via UI. Setting up MFA via APIs is not supported.
-
-If you are using REST APIs with basic authentication, ThoughtSpot recommends updating your application environment to use `username` and `secret_key` to generate authentication token. To stay security compliant and avoid breaking changes, before activating MFA for your users, we recommend that you enable *Trusted Authentication* on your instance and set up your embed and REST API environments to use token-based authentication. For more information and assistance, contact ThoughtSpot Support.
-====
-.Liveboard enhancements
-[%collapsible]
-====
-[discrete]
-==== Compact Liveboard header [earlyAccess eaBackground]#Early Access#
-
-Developers embedding ThoughtSpot Liveboards can now enable the Compact Liveboard feature for their application users. When enabled, this feature optimizes Liveboard header space, moves the tabs panel to the top of the header, and maximizes the visibility of the charts and tables on the Liveboard.
-
-Compact Liveboard header is disabled by default. To enable this feature, set `isLiveboardCompactHeaderEnabled` to `true` in the SDK.
-
-[discrete]
-==== Show only relevant filters and Parameters on Liveboards
-
-By default, Liveboards display all filters and parameters, including those that are not applicable to the visualizations in a tab. On embedded Liveboards, developers can control the visibility of filters and Parameters for visualizations in a tab using the `hideirrelevantchipsinliveboardtabs` property in the SDK.
-
-For more information about filters for Liveboard tabs, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters#_apply_filters_to_specific_visualizations_or_tabs[Apply filters to specific visualizations or tabs].
-====
-.Worksheet to Model conversion
-[%collapsible]
-====
-You can now convert a Worksheet to a Model via a REST API POST call to the
-+++<a href="{{navprefix}}/restV2-playground?apiResourceId=http%2Fapi-endpoints%2Fmetadata%2Fconvert-worksheet-to-model">/api/rest/2.0/metadata/worksheets/convert</a>+++ endpoint.
-
-ThoughtSpot recommends migrating your Worksheet data to Models, because Worksheets are deprecated in ThoughtSpot and will be removed from the product in 10.10.0.cl release.
-====
-.ThoughtSpot Enterprise Org enablement
-[%collapsible]
-====
-Starting with ThoughtSpot Cloud 10.6.0.cl release, all ThoughtSpot Enterprise instances will gradually be enabled with Orgs.  Your environment will remain a single-tenant instance until you create Orgs. When the Orgs feature is enabled on your instance, you can switch to a single-tenant mode anytime by deleting all user-created Orgs and using only the default Primary Org.
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.36.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 10.5.0.cl
-
-.Default search experience on embedded ThoughtSpot Home page
-[%collapsible]
-====
-If your ThoughtSpot instance is upgraded from 10.1.0.cl to 10.5.0.cl, the Natural Language Search interface will be the default search experience on the embedded ThoughtSpot Home page. The split search experience, which was introduced in 10.3.0.cl, will be turned off by default on these instances. For applications embedding full ThoughtSpot experience, the `isUnifiedSearchExperienceEnabled` property will be set to `true` in the Visual Embed SDK. Your application users can continue to use the unified experience until it is deprecated. However, developers can choose to disable the unified search experience and customize the Home page search experience for their application users.
-
-On instances upgraded from 10.3.0.cl or 10.4.0.cl to 10.5.0.cl, Object Search will be the default search experience on the embedded ThoughtSpot Home page. The unified search experience will be disabled by default and the `isUnifiedSearchExperienceEnabled` property in the Visual Embed SDK will be set to `false`. If required, developers can switch to AI Search experience by setting the `homePageSearchBarMode` property to `aiAnswer`.
-
-For more information, see xref:full-app-customize.adoc#_search_experience_on_home_page[Home page search experience customization].
-====
-.Support for partitioned cookies
-[%collapsible]
-====
-With most web browsers blocking third-party cookies, cookies will no longer be shared across the ThoughtSpot
-embedded pages and the host application, or other tabs in the browser. If your embed no longer functions without the use of third-party cookies, consider using one of the following options:
-
-* Update your implementation to use cookieless authentication; for example, `AuthType.EmbeddedSSO` or `AuthType.TrustedAuthTokenCookieless` (Recommended)
-* Customize the domain of your ThoughtSpot instance to match the domain of your host application. +
-For more information, see xref:custom-domain-configuration.adoc[Custom domain configuration].
-* Enable partitioned cookies on your ThoughtSpot instance. +
-If your implementation relies on cookies or if you are using `AuthType.None` in your development and test environments, ThoughtSpot administrators have the option to enable partitioned cookies on their instance. With partitioned cookies, you can restrict cookie sharing between different sites and thus prevent cross-site tracking.
-+
-On browsers that support partitioned cookies, the session cookie will persist in the ThoughtSpot app after a successful login. When using the `AuthType.None` embed authentication method in development or test environments with partitioned cookies, users must log in to their ThoughtSpot instance using basic authentication for seamless access to the embed.
-+
-[NOTE]
-Safari blocks all third-party cookies and does not support partitioned cookies. ThoughtSpot recommends switching to a Web browser that supports partitioned cookies or using cookieless authentication.
-
-For more information, see xref:security-settings.adoc#_enable_partitioned_cookies[Security Settings].
-====
-
-.ABAC via tokens implementation changes
-[%collapsible]
-====
-The ABAC via tokens feature is GA in 10.5.0.cl. Several changes have been introduced since the ThoughtSpot 10.4.0.cl release to improve the ABAC configuration workflows:
-
-* The `user_parameters` property in `auth/token/full` and `auth/token/object` APIs used for the xref:abac-user-parameters-beta.adoc[beta implementation of ABAC] was deprecated in 10.4.0.cl.
-* Starting from 10.4.0.cl, administrators are advised to xref:abac-user-parameters.adoc[use the `/api/rest/2.0/auth/token/custom` API endpoint] to define security attributes for ABAC implementation.
-
-If you have implemented ABAC using `auth/token/full` or `auth/token/object` API endpoints and your cluster is upgraded to 10.4.0.cl or 10.5.0.cl, you can migrate your implementation to start using the `/api/rest/2.0/auth/token/custom` API endpoint. For more information, refer to xref:jwt-migration.adoc[ABAC migration guide].
-====
-.Orgs context for custom links
-[%collapsible]
-====
-Starting with ThoughtSpot Cloud 10.5.0.cl release, developers embedding ThoughtSpot in their application can include the Org context in ThoughtSpot URLs using custom link settings.
-//For instance, being able to seamlessly access content from a different Org, while being logged in another Org.
-
-This feature is turned off by default. To enable this feature on your ThoughtSpot instance, contact link:https://community.thoughtspot.com/customers/s/contactsupport[ThoughSpot Support, window=_blank]. For more information, see xref:orgs.adoc[Orgs context for sharing links].
-====
-
-.Migration to IAMv2
-[%collapsible]
-====
-All new ThoughtSpot application instances are enabled with enhanced Identity and Access Management (IAMv2). The existing ThoughtSpot embedded instances will be migrated to IAMv2 during the maintenance windows.
-
-* To ensure a seamless migration, review and follow the link:https://docs.thoughtspot.com/cloud/latest/okta-iam#_before_migrating_to_iam_v2[steps in the ThoughtSpot product documentation, window=_blank].
-* To understand changes to the API endpoints with this upgrade, see xref:api-user-management.adoc[User migration to IAMv2]
-* For more information, see link:https://docs.thoughtspot.com/cloud/latest/okta-iam[Identity and Access Management V2, window=_blank].
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.35.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-== Version 10.4.0.cl
-
-.Spotter AI for conversational analytics
-[%collapsible]
-====
-ThoughtSpot Spotter [beta betaBackground]^Beta^ enables users to find insights from their data through a conversational interface powered by Generative AI. Spotter functions as your AI Analyst and allows your application users to start a conversation, ask follow-up questions on the results generated by ThoughtSpot, and get the data they need.
-
-For more information, see the following pages:
-
-* xref:embed-spotter.adoc#_embed_spotter_using_visual_embed_sdk[Embed Spotter in your app] +
-* xref:spotter-apis.adoc[Generate Answers from AI APIs]
-* xref:spotter-in-custom-chatbot.adoc[Spotter tutorials]
-
-[NOTE]
-The Spotter feature is in beta and disabled by default on ThoughtSpot Embedded instances. To enable this feature on your instance, contact ThoughtSpot Support.
-====
-
-.ABAC token generation enhancements
-[%collapsible]
-====
-To generate a token with custom rules, attributes, and filter conditions for Attribute-Based Access Control (ABAC) [beta betaBackground]^Beta^, you can use the `/api/rest/2.0/auth/token/custom` API endpoint instead of the `user_parameters` property in `/api/rest/2.0/auth/token/full` and `/api/rest/2.0/auth/token/object` APIs.
-
-For more information, see xref:authentication.adoc#_get_tokens_with_custom_rules_and_filter_conditions[Get tokens with custom rules and filter conditions].
-====
-
-.Visual Embed Playground enhancements
-[%collapsible]
-====
-The Visual Embed Playground provides several checkboxes and customization settings for ThoughtSpot embed components. You can use these checkboxes to customize your embedded view, view results instantly, and copy code.
-
-For more information, see xref:developer-playground.adoc[Visual Embed Playground].
-====
-.Models
-[%collapsible]
-====
-Models are now available on ThoughtSpot embedded instances. ThoughtSpot recommends using Models as data source objects for Answers and Liveboards instead of Worksheets from 10.4.0.cl release onwards.
-
-Worksheets are deprecated in 10.4.0.cl and will be removed from ThoughtSpot in an upcoming release. If you are embedding full ThoughtSpot application or the Data Workspace page in your app, you will notice that the Worksheet creation option is disabled by default. However, existing Worksheets continue to be available and editable. To enable Worksheet creation on your instance, contact ThoughtSpot Support.
-====
-.Orgs enablement
-[%collapsible]
-====
-Starting with ThoughtSpot Cloud 10.4.0.cl release, Orgs will be enabled by default on all new ThoughtSpot instances. Your environment remains a single-tenant instance until you create Orgs.
-If the Orgs feature is enabled on your instance, you can switch to a single-tenant mode anytime by deleting the Orgs and using just the Primary Org.
-
-For more information, see xref:orgs.adoc[Multi-tenancy with Orgs].
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.34.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-.Feature deprecations
-[%collapsible]
-====
-The Search Assist feature for Worksheets and the **Enable Search Assist** checkbox in Search Embed Playground are removed from ThoughtSpot in 10.4.0.cl. If your embedding application uses the `enableSearchAssist` property, you may want to update your deployment.
-
-For more information, see xref:deprecated-features.adoc#_search_assist[Deprecated features].
-====
-
-== Version 10.3.0.cl
-
-.Natural language search and object search
-[%collapsible]
-====
-Starting from the ThoughtSpot 10.3.0.cl release, the **Home** page does not provide a combined search experience with Natural Language Search and Object Search. As a result, Object Search will become the default search experience on the **Home** page, and Natural Language Search will be disabled by default.
-
-If you are embedding the **Home** page of ThoughtSpot application in your app, and you want to retain both the object Search and Natural Language Search experience for your users, you can customize the search type in the Visual Embed SDK. For more information, see xref:full-app-customize.adoc#_customize_search_experience[Search experience customization].
-====
-
-.Selective user access
-[%collapsible]
-====
-With selective user access, you can allow users without the administrator or developer privilege to securely access the non-embedded pages.
-
-For more information, see xref:selective-user-access.adoc[User access to non-embedded content].
-====
-
-.Liveboard experience enhancements
-[%collapsible]
-====
-You can now customize the width of the Liveboard breakpoint on an embedded instance. To enable it, you must set the `enable2ColumnLayout` property to `true`.
-
-For more information, see xref:embed-pinboard.adoc#_redefine_liveboard_breakpoint_widths[Redefine Liveboard breakpoint widths].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.33.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-.Feature deprecations
-[%collapsible]
-====
-In the 10.3.0.cl release, the application background customization option on the **Admin** > **Style customization** and **Develop** > **Customizations** > **Styles** is deprecated. For more information, see xref:deprecated-features.adoc#_application_background_customization_via_ui[Application background customization].
-====
-
-== Version 10.1.0.cl
-
-.Customization of the new Data Panel experience
-[%collapsible]
-====
-The CSS customization framework now supports customizing the look and feel of the new Data Panel experience. For more information, see xref:embed-search.adoc#_data_panel_experience_in_the_embedded_search_page[Embed Search] and xref:css-customization.adoc[CSS customization framework].
-====
-
-.UI changes in the Liveboard and Answers list pages
-[%collapsible]
-====
-If you have embedded full application experience with **Liveboards** and **Answers** listing pages, note the following UI changes:
-
-* The *Edit TML*, *Export TML*, and *Import TML* actions are no longer available on the *Liveboards* and *Answers* listing pages. You can use the TML menu actions on the individual Liveboard and Answer pages, or the import and export TML options available on the **Data Workspace** > **Utilities** page.
-* To add new tags or assign a tag to an object, users can use the **Edit tags** button on the **Liveboards** and **Answers** pages. However, users cannot rename or delete a tag.
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.32.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-.Feature deprecations
-[%collapsible]
-====
-In 10.1.0.cl release, the following features are deprecated and removed from the UI:
-
-* Classic experience mode for Liveboards, SpotIQ, and Answers. For more information, see xref:deprecated-features.adoc#_classic_experience_for_liveboards_answers_and_spotiq[Deprecation announcements].
-* Page title customization setting in the **Admin** > **Style customization** and **Develop** > **Customizations** > **Styles** page. For more information, see xref:deprecated-features.adoc#_page_title_customization[Deprecation announcements].
-====
-
-== Version 10.0.0.cl
-
-.Customize number, currency, and date format
-[%collapsible]
-====
-You can now customize the number, date, and currency format displayed on embedded pages.
-
-For more information, see xref:locale-setting.adoc#_set_locale_in_the_sdk[Set locale].
-====
-.Git integration
-[%collapsible]
-====
-If xref:roles.adoc[RBAC] is enabled on your instance, ensure that the Version Control API users have the `Can manage version control` (`CAN_MANAGE_VERSION_CONTROL`) Role privilege.
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.31.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information on REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-.Feature deprecations
-[%collapsible]
-====
-For information about deprecated features, see xref:deprecated-features.adoc[Deprecation announcements].
-====
-
-== Version 9.12.5.cl
-
-.New home page and navigation [earlyAccess eaBackground]#Early Access#
-[%collapsible]
-====
-The new navigation and Home page experience is now available for ThoughtSpot users.
-
-ThoughtSpot administrators can enable this feature on their application instance on the **Admin** page. If the new navigation and Home page experience is enabled on your instance, users can turn on the New Experience mode on their *Profile* settings page.
-
-On embedding apps, the new navigation and Home page experience is disabled by default. To enable it, you must set the `modularHomeExperience` property to `true` in the `AppEmbed` component.
-
-The new navigation and Home page experience introduces the following notable changes:
-
-* The top navigation menu bar is replaced with an app selector image:./images/app_switcher.png[the app switcher menu] that allows users to switch between different apps.
-* The **Insights** module presents a redesigned Home page with modular content and a left navigation panel. Users can navigate to Liveboards, Answers, SpotIQ Analysis, and Monitor Subscriptions pages from the Home page by using the left navigation menu options.
-
-For more information, see xref:full-app-customize.adoc[Customize full application embedding].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.30.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 9.12.0.cl
-
-.SSO authentication with IAMv2
-[%collapsible]
-====
-ThoughtSpot now supports managing user authentication through IAMv2 on embedded instances. With this feature, administrators can set up SAML and OIDC authentication with Identity providers such as Okta, Google, and so on. You can also map Identity Provider (IDP) attributes on the  ThoughtSpot Admin page when setting up OIDC or SAML authentication on your instance.
-
-IAMv2 is turned off by default. To enable it on your instance, contact ThoughtSpot Support.
-
-For more information, see xref:configure-saml.adoc#IAMv2[SAML SSO authentication] and xref:configure-oidc.adoc#IAMv2[OpenID Connect authentication].
-====
-
-.OIDC authentication on Orgs-enabled clusters
-[%collapsible]
-====
-ThoughtSpot now supports Orgs through OpenID Connect (OIDC) authentication on embedded instances. With Org mapping, the IdP will have the ability to assign users to specific Orgs when they log in via OIDC authentication. You need administrator privileges to enable Org mapping on the cluster.
-
-For more information, see xref:orgs.adoc#_oidc_authentication[Multi-tenancy with Orgs] and xref:configure-oidc.adoc#orgMapping[OpenID Connect authentication].
-====
-
-.Ask Sage [beta betaBackground]^Beta^
-[%collapsible]
-====
-ThoughtSpot application users can now ask follow-up questions and seek clarifications about visualizations and Answers generated using natural language search. The **Ask Sage** action on Liveboard visualizations and **Ask a follow-up** action search results page allow you to start a conversation with the AI analyst, ask successive questions, and refine the Answer retrieved from a Natural Language Search query.
-
-The **Ask Sage** feature is turned off by default. To enable this feature on your instance, contact ThoughtSpot Support. To enable or disable this feature for embedded application users, use the `enableAskSage` attribute.
-====
-
-.Liveboard UI changes
-[%collapsible]
-====
-The following TML menu actions are now grouped under the *TML* sub-menu of the **More** image:./images/icon-more-10px.png[the more options menu]menu.
-
-* Export TML
-* Edit TML
-* Update TML
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.29.x, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-
-== Version 9.10.5.cl
-
-.Row-level security via tokens [beta betaBackground]^Beta^
-[%collapsible]
-====
-You can now implement Row-Level Security (RLS) and Attribute-Based Access Control (ABAC) via tokens for ThoughtSpot embedded application users. You can now configure your authentication process in the SDK to assign security attributes for any user during session creation.
-
-For more information, see xref:abac-user-parameters.adoc[ABAC via token].
-
-[NOTE]
-ABAC via tokens is supported only with the Trusted Authentication method.
-====
-
-.AI Highlights [earlyAccess eaBackground]#Early Access#
-
-[%collapsible]
-====
-You can now get quick insights on how top metrics have changed in your Liveboard via AI Highlights.
-
-* Users with administration privileges can enable AI Highlights at the cluster level on the **Admin** page.
-* When AI Highlights is enabled, the AI highlights image:./images/ai-highlights.png[AI Highlights icon] icon appears on the Liveboard header and the **Edit**  button moves to the **More** menu image:./images/icon-more-10px.png[the more options menu].
-* You can hide this feature on your embedded instance by adding `Action.AIHighlights` to the  `hiddenActions`  array in the SDK.
-
-For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-ai-highlights[AI Highlights, window=_blank].
-====
-
-.Granular Roles for data management
-[%collapsible]
-====
-If the RBAC is enabled on your ThoughtSpot instance, administrators can use the following Roles for granular access control and data management:
-
-* `CAN_MANAGE_CUSTOM_CALENDAR`
-* `CAN_CREATE_OR_EDIT_CONNECTIONS`
-* `CAN_MANAGE_WORKSHEET_VIEWS_TABLES`
-
-For more information, see xref:roles.adoc[Role-based access control].
-
-[NOTE]
-The RBAC feature is in beta and turned off by default. To enable this feature, contact ThoughtSpot Support.
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.29.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-
-== Version 9.10.0.cl
-
-.Integration with Vercel projects
-[%collapsible]
-====
-You can now integrate your ThoughtSpot instance with a Vercel project. If you are using Vercel to build and maintain your embedding application, you can install ThoughtSpot analytics integration, connect to ThoughtSpot data, and embed content in your app seamlessly.
-
-For more information, see xref:vercel-int.adoc[Vercel integration].
-====
-
-.CSS variables for custom styling
-[%collapsible]
-====
-The following custom CSS variables are deprecated and not supported from 9.10.0.cl onwards:
-
-* `--ts-var-sage-bar-img-url`
-* `--ts-var-sage-bar-img-color`
-* `--ts-var-sage-bar-img-visibility`
-====
-
-.Security settings for non-embedded instances
-[%collapsible]
-====
-The **Security Settings** page in the **Develop** tab now allows any ThoughtSpot user with developer or admin privileges to modify CSP settings for image, font, and style import.
-
-For more information, see xref:security-settings.adoc[Security Settings].
-====
-.Support for Sage coach
-[%collapsible]
-====
-In full application embedding, you can now review user feedback on the natural language search queries on the **Data** page.
-//For more information, see link:https://docs.thoughtspot.com/cloud/latest/sage-coach[Sage Coach, window=_blank].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.28.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 9.8.0.cl
-
-.Support for Natural Language Search embedding
-[%collapsible]
-====
-You can now embed ThoughtSpot Search with Natural Language Search capabilities using `SageEmbed` SDK package. Natural Language Search allows your application users to search for data using natural language query strings. This feature also provides AI-suggested sample questions and popular queries to assist users in their data search operations.
-
-Using `SageEmbed`, you can embed the ThoughtSpot Search interface with Natural Language Search components in your app and also customize the search experience as per your requirements.
-
-For more information, see xref:embed-nls.adoc[Embed Natural Language Search].
-====
-
-.Embed Playground enhancements
-[%collapsible]
-====
-The Visual Embed playground now allows you to explore Natural Language Search embedding options and Search page customization capabilities. For more information, see xref:developer-playground.adoc#playground-nls-search[Natural Language Search].
-====
-
-.Git integration enhancements
-[%collapsible]
-====
-The **Deploy Commit** Version Control API now provides the `VALIDATE_ONLY` option to validate TML imports to the destination environment. If your destination environment has TML content that has been modified or is different from the content on the main branch, you can run the validation before deploying changes to the destination environment.
-
-For more information, see xref:version_control.adoc#_deploy_commits[Deploy commits].
-====
-
-.CSS variables for Natural Language Search interface customization
-[%collapsible]
-====
-To customize Natural Language Search interface, you can use the following variables in your custom CSS:
-
-* `--ts-var-sage-bar-header-background-color`
-* `--ts-var-source-selector-background-color`
-* `--ts-var-sage-search-box-font-color`
-* `--ts-var-sage-search-box-background-color`
-* `--ts-var-sage-embed-background-color`
-* `--ts-var-sage-seed-questions-background`
-* `--ts-var-sage-seed-questions-font-color`
-* `--ts-var-sage-seed-questions-hover-background`
-* `--ts-var-sage-bar-img-url`
-* `--ts-var-sage-bar-img-color`
-* `--ts-var-sage-bar-img-visibility`
-
-For mor information, see xref:css-customization.adoc#_natural_language_search_interface[Customize CSS].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.27.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-
-== Version 9.7.0.cl
-
-.Git integration and version control
-[%collapsible]
-====
-The Git integration feature and Version Control APIs are GA and enabled by default on ThoughtSpot. This version also includes several enhancements to the Version Control APIs.
-For more information, see xref:rest-apiv2-changelog.adoc#_version_control_apis[REST API v2 Changelog] and xref:version_control.adoc[Git integration and version control].
-====
-
-.Custom styles
-[%collapsible]
-====
-You can now customize icon sprites and add custom text strings. For more information, see xref:css-customization.adoc#_customize_text_strings[Customize text strings] and xref:css-customization.adoc#_customize_icons[Customize icons].
-====
-
-.Liveboard experience
-[%collapsible]
-====
-Personalized Liveboard Views [tag purpleBackground]#Early Access#::
-
-Embedding application users can now create a personalized version of Liveboard with their changes. The personalized Liveboard view inherits any changes made to the master Liveboard, including changes made to pinned visualizations, tabs, filter chips, and re-ordering.
-+
-This feature is disabled by default and can be enabled by administrators. For more information, see link:https://docs.thoughtspot.com/cloud/latest/personalized-liveboard-views[ThoughtSpot Product Documentation].
-
-Embedding in note tiles::
-You can now embed interactive content such as videos in an iFrame on a Liveboard Note tile. For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-notes#embed[ThoughtSpot Product Documentation].
-
-Liveboard customization::
-You can now customize Liveboard headers, show or hide Liveboard users, tabs, description text, and Liveboard title.
-
-For more information, see xref:api-changelog.adoc#_version_1_26_0_november_2023[Visual Embed SDK Changelog] and xref:LiveboardViewConfig.adoc[SDK documentation].
-====
-
-.Search experience
-[%collapsible]
-====
-You can now enable the new data panel experience on the embedded Search page in the SDK. The new data panel experience is turned off by default on embedded ThoughtSpot instances.
-
-For more information, see xref:embed-search.adoc#_data_panel_experience_in_the_embedded_search_page[Embed ThoughtSpot Search].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.26.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-
-== Version 9.6.0.cl
-.Playground enhancements
-[%collapsible]
-====
-The 9.6.0.cl release adds the following features to the Visual Embed Playground:
-
-* Liveboard tab selection +
-The Playground page for Liveboard embedding now shows the tab selection drop-down, which allows users to set the default tab view on an embedded Liveboard.
-
-* Use host event checkbox +
-+
-On selecting the *Use host event* checkbox, the code panel in the Playground displays the code snippet to try out host events. You can use this code snippet to register a host event and trigger an action using the *Try Event* button in the Playground.
-====
-
-.Home page experience in Full application embedding mode
-[%collapsible]
-====
-If you are embedding the full ThoughtSpot experience with the ThoughtSpot Sage feature, the Home page allows you to use AI-generated search answers. To enable AI-assisted search on your instance, contact ThoughtSpot Support.
-====
-
-.Role-Based Access Control [beta betaBackground]^Beta^
-[%collapsible]
-====
-The role-based access control (RBAC) feature allows administrators to create a role in the UI or via REST API calls and assign a set of privileges. With the RBAC feature, you can assign granular permissions and control user access to ThoughtSpot features and application workflows. For more information, see xref:roles.adoc[Role-based Access Control].
-
-The RBAC feature is turned off by default. To enable this feature, contact ThoughtSpot Support.
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.25.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 9.5.0.cl
-
-.Webhooks for KPI monitor alerts [beta betaBackground]^Beta^
-[%collapsible]
-====
-ThoughtSpot administrators and developers can now create a Webhook to send KPI monitor alerts to the REST endpoint of an external application. The Webhooks feature is turned off by default. To enable this feature on your instance, contact ThoughtSpot Support.
-
-For more information, see xref:webhooks.adoc[Webhooks for KPI Monitor alerts].
-====
-
-.Version control and Git integration [beta betaBackground]^Beta^
-[%collapsible]
-====
-The Git integration feature now supports pushing commits and publishing content to Org-based deployment environments. If your ThoughtSpot cluster has Orgs and multi-tenancy enabled, you can create `dev` and `prod` environments on the same ThoughtSpot instance and connect these environments to your GitHub repository.
-
-For more information, see xref:version_control.adoc[Git integration and version control].
-====
-
-.SDK library to embed AI-powered ThoughtSpot Search experience [beta betaBackground]^Beta^
-[%collapsible]
-====
-The Visual Embed SDK provides a new JavaScript library to embed the Search page with AI-powered features such as natural language search and AI-suggested answers. To view the AI-suggested answers, make sure the AI search support is enabled on the data source or worksheet used for searching data.
-
-//ThoughtSpot does not display AI-suggested search responses if the xref:search-assist-tse.adoc[Search Assist] feature is enabled.
-
-For more information, see xref:SageEmbed.adoc[SageEmbed SDK reference].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.24.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 9.4.0.cl
-
-.Version control and Git integration [beta betaBackground]^Beta^
-[%collapsible]
-====
-GUID mapping::
-
-If a TML file on your source environment contains GUIDs that don't match the GUIDs on your destination environment, the version control APIs can now automatically handle the mapping of GUIDs when deploying the TML content.
-
-+
-For more information, see xref:version_control.adoc#_guid_mapping[Git integration and version control].
-
-Folder structure changes [tag redBackground]#BREAKING CHANGE#::
-
-The folder structure of the TML objects in the Git repository is modified in 9.4.0.cl. In earlier releases, the TML objects were stored in the object directory of the `primary` root folder, for example `primary/liveboard`. Starting from 9.4.0.cl, the TML objects will be stored in the object folder at the root level. ThoughtSpot will not migrate your existing TML files from `primary/<object-dir>` to the new folder structure. You must move these files to the respective object directory at the root level.
-
-File naming convention [tag redBackground]#BREAKING CHANGE#::
-Starting from 9.4.0.cl, the TML files pushed to a Git branch from a ThoughtSpot instance are named in the
-`<object-name>.<guid>.tml` format. The earlier releases used the `<guid>.<object-name>.tml` naming convention for TML files. This change may break your current setup. We recommend that you reconfigure the Git connection on your ThoughtSpot instance and start using the version control feature from scratch.
-====
-
-.Security settings enhancements for Orgs
-[%collapsible]
-====
-
-CORS settings per Org::
-
-On multi-tenant clusters with Orgs, developers can now add a list of CORS hosts at the Org level. For more information, see xref:security-settings.adoc#cors-hosts[Security Settings].
-
-Block user access to non-embedded application pages::
-
-ThoughtSpot administrators and developers can now enable the **Block non-embed full app access** feature at the Org level.
-
-For more information, see xref:security-settings.adoc#_block_access_to_non_embedded_thoughtspot_pages[Security Settings].
-====
-
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.23.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-
-== Version 9.3.0.cl
-
-.Support for cookieless authentication
-[%collapsible]
-====
-Developers can now enable cookieless authentication when embedding ThoughtSpot in their applications. The cookieless authentication method allows using a bearer token instead of session cookies when users interact with embedded content or initiate API requests. If the embedded content does not load from the same domain as your embedding application, and your Web browser does not allow third-party cookies, you can use Cookieless authentication in the Trusted authentication mode.
-
-For more information, see xref:embed-authentication.adoc#trusted-auth-embed[Trusted authentication].
-====
-
-.Idle sensing and APIs for managing cluster states
-[%collapsible]
-====
-ThoughtSpot Cloud clusters support idle sensing in embedded deployments. With idle sensing enabled on your embedded ThoughtSpot instance, your instance becomes inactive if there is no active user session detected for a period of 120 minutes. You can restart an inactive cluster using API when required.
-
-For more information, see xref:tse-eco-mode.adoc[Manage your cluster state].
-====
-
-.Per-Org style customization
-[%collapsible]
-====
-The *Develop* tab now allows customizing UI styles and layout at the Org level. To enable this feature on your multi-tenant instance, contact ThoughtSpot support.
-
-For more information, see xref:style-customization.adoc#_custom_styles_for_orgs_on_multi_tenant_clusters[Custom styles for Orgs on multi-tenant clusters].
-====
-
-.Version control and Git integration via REST API [beta betaBackground]^Beta^
-[%collapsible]
-====
-You can now connect your ThoughtSpot instance to a Git repository and push commits from your application instance to a Git branch via REST API. With the Git integration [beta betaBackground]^Beta^ feature, ThoughtSpot provides the ability to integrate your application environment with Git workflows and deploy commits from a development instance to a production cluster.
-
-For more information, see xref:version_control.adoc[Version control with Git integration].
-====
-
-.Visual Embed Playground enhancements
-
-[%collapsible]
-====
-The Visual Embed developer Playground now includes a *Try* button in the preview panel. The *Try* button is attached to an event handler. You can register a host event and click *Try* to trigger an action on the embedded page in the Playground.
-
-For more information, see xref:embed-events.adoc[Events reference].
-====
-
-.Visual Embed SDK
-
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK versions 1.22.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 9.2.0.cl
-
-.Per-Org secret key and tokens for Trusted authentication
-
-[%collapsible]
-====
-ThoughtSpot now supports generating secret keys per Org. Org administrators can generate a secret key for trusted authentication in their Org context and allow their Org users to obtain authentication tokens using this secret key.
-
-Starting from 9.2.0.cl, Org users require Org-specific authentication tokens issued for their user accounts when switching between Orgs. When generating an authentication token via REST API, make sure to request separate tokens for each Org context.
-
-For more information, see xref:trusted-authentication.adoc#trusted-auth-enable[Trusted authentication].
-====
-
-.Custom styles
-
-[%collapsible]
-====
-The 9.2.0.cl release introduces the following new variables for custom styling of the ThoughtSpot Search page:
-
-* `--ts-var-search-auto-complete-font-color`
-* `--ts-var-search-auto-complete-subtext-font-color`
-* `--ts-var-answer-edit-panel-background-color`
-
-For more information, see xref:css-customization.adoc#_search_bar_and_data_panel[Customize CSS].
-====
-
-.GraphQL playground [beta betaBackground]^Beta^
-[%collapsible]
-====
-The *Develop* tab in the ThoughtSpot UI introduces the GraphQL playground to allow users to interact with GraphQL endpoints and run query and mutation operations. To enable this feature on your instance, contact ThoughtSpot Support.
-
-For more information, see xref:graphql-playground.adoc[GraphQL Playground].
-====
-.Runtime Parameter overrides
-[%collapsible]
-====
-Embedded application users can now create Worksheet and Answer Parameters to optimize data queries. You can also adjust values and apply overrides at runtime on a Liveboard or Answer either via REST API or by appending Parameters to the query URL in the UI.
-
-For more information, see xref:runtime-parameters.adoc[Runtime Parameter overrides].
-====
-.Link customization
-[%collapsible]
-====
-You can now customize the navigation links in your app using the *Generic link* option in the *Develop* > *Customization* > *Link settings* page.
-
-For more information, see xref:customize-links.adoc#_customize_link_format[Customize links].
-====
-.Cross filters on Liveboard visualizations [earlyAccess eaBackground]#Early Access#
-[%collapsible]
-====
-ThoughtSpot now supports brushing and linking of visualizations on a Liveboard using cross filters. Cross filters allow you to present a coordinated view of a Liveboard by applying filters across all visualizations based on the current selection.
-
-[NOTE]
-The Cross filters feature is turned off by default. To enable this feature on your instance, contact your ThoughtSpot administrator.
-
-To hide or disable the cross filter feature on an embedded instance, use the `Action.CrossFilter` and `Action.RemoveCrossFilter` parameters in the SDK. For more information, see xref:embed-actions.adoc[Show or hide menu items] and xref:Action.adoc[Action reference].
-[discrete]
-=== Contextual menu behavior
-
-By default, the contextual menu in ThoughtSpot application pages is set as right-click pop-up menu. Starting from 9.2.0.cl, you can set the contextual menu to trigger on left-click.
-
-To trigger the contextual menu on left-click or right-click on an embedded app, you can use the `contextMenuTrigger` property in the Visual Embed SDK. In the following example, the contextual menu is configured to trigger on left-click.
-
-----
-contextMenuTrigger: "left-click"
-----
-
-----
-contextMenuTrigger: ContextMenuTriggerOptions.LEFT_CLICK
-----
-
-When set as right-click menu (default behavior)::
-The contextual menu opens on right-click. If you want to monitor right-click actions and listen to the right-click events on a chart or table, use `EmbedEvent.VizPointRightClick` event. For more information, see link:https://developers.thoughtspot.com/docs/Enumeration_EmbedEvent#_vizpointrightclick[VizPointRightClick].
-
-When set as left-click menu::
-The contextual menu opens on left-click. If your app is already using `EmbedEvent.VizPointClick` to listen to left-click events on a visualization, the `VizPointClick` event will be triggered whenever a user clicks on an action in the contextual menu. If you are using `EmbedEvent.VizPointClick` to trigger actions such as updating runtime filters on a Liveboard visualization, the click events from left-click contextual menu may impact your app’s current workflow.
-
-+
-We recommend using a development environment to test your customizations before rolling them out on production servers. For more information, contact ThoughtSpot Support.
-====
-.Note tiles on Liveboards [earlyAccess eaBackground]#Early Access#
-[%collapsible]
-====
-In the new Liveboard experience mode, you can now add Note tiles with custom text, images, and links. This feature is turned off by default and can be enabled by ThoughtSpot administrators.
-
-For more information, see xref:embed-pinboard.adoc#noteTiles[Note tiles].
-====
-.Visual Embed SDK
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK versions 1.20.0 and 1.21.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog] and xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
-====
-
-== Version 9.0.0.cl
-
-.New Liveboard experience
-[%collapsible]
-====
-The xref:embed-pinboard.adoc#lbv2[new Liveboard experience] is now Generally Available (GA) on embedded instances and is enabled by default.
-====
-
-.New CSS variables for custom styling
-[%collapsible]
-====
-The CSS customization feature supports new variables to customize the look and feel of the following UI elements:
-
-* Search bar and navigation panel
-* Search suggestion panel
-* Dialogs
-
-For more information, see xref:css-customization.adoc[Customize CSS].
-====
-.REST API v2.0 endpoints and Playground
-[%collapsible]
-====
-Starting with 9.0.0.cl, the REST API v2 [beta betaBackground]^Beta^ API endpoints are deprecated and removed from the REST API v2 Playground. A set of new endpoints is now generally available (GA) on all ThoughtSpot instances.
-
-The new REST API v2.0 endpoints introduce several improvements to the request and response structure and let you perform more tasks in a single API call. For example, you can create a new user, map the user to groups and Orgs, set home Liveboards for the user, and assign privileges in a single API request.
-
-[div announcementBlock]
---
-* All REST API v2 [beta betaBackground]^Beta^ endpoints are deprecated, but remain functional until further notice. The REST API SDK that was available with REST API v2 [beta betaBackground]^Beta^ version is no longer supported. +
-ThoughtSpot does not recommend using REST API v2 [beta betaBackground]^Beta^ endpoints for production use cases. For more information, see xref:deprecated-features.adoc#_deprecation_of_rest_v2_api[Deprecation announcements].
-* The new REST API v2.0 endpoints are not an extension of the REST API v2 [beta betaBackground]^Beta^ endpoints. The resource categories, base path, endpoint URIs, and the structure of API requests and responses are different from those of the REST API v2 [beta betaBackground]^Beta^ version.
-* Some API operations such as the CRUD operations for data connections and passing runtime filters on Liveboard visualizations are not available in the initial release. For more information, see xref:rest-api-v1v2-comparison.adoc[REST API v1 and v2.0 comparison] and xref:rest-api-v2-reference.adoc[REST API v2.0 reference].
-* For Org CRUD operations in production environments, ThoughtSpot recommends using xref:org-manage-api.adoc[REST API v1 endpoints].
---
-====
-
-.Early Access features
-[%collapsible]
-====
-Starting from 9.0.0.cl, ThoughtSpot allows its administrators to turn on Early Access features from the Admin portal. Early Access features are qualified by ThoughSpot for customer use but are not enabled by default on ThoughtSpot instances until the features are GA.
-
-The 9.0.0.cl release introduces the following Early Access features:
-
-* Custom maps
-+
-Allows uploading map files (TopoJSON) to configure custom regions and visualize data on these regions. For more information, see link:https://docs.thoughtspot.com/cloud/latest/geomaps-custom[Upload custom geo maps, window=_blank].
-
-* Mandatory filters
-+
-Allows setting certain filters as mandatory on a Liveboard. For more information, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-filters-mandatory[Mandatory Liveboard filter, window=_blank].
-
-* Chart configuration experience
-+
-Allows making multiple edits to a chart configuration and applying all changes at once. For more information, see link:https://docs.thoughtspot.com/cloud/latest/chart-x-axis[Reorder labels on the axis or legend, window=_blank].
-
-* Chart data labels
-+
-Allows displaying data labels in a lighter color on charts with a dark background. For more information, see link:https://docs.thoughtspot.com/cloud/latest/chart-data-labels[Show data labels, window=_blank].
-====
-
-.Visual Embed SDK version 1.19.0
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.19.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog].
-====
-
-== Version 8.10.0.cl
-
-.Ability to embed only the Search bar in an app [beta betaBackground]^Beta^
-[%collapsible]
-====
-You can now embed the ThoughtSpot search bar component in your app. For example, if you are using Google Sheets for data analysis, you can embed the ThoughtSpot search bar and let your users search data from a specific data source. The embedded Search bar allows passing search tokens and modifying search options. You can also retrieve the search results as raw data and let your host application render it in the format you want.
-
-For more information, see xref:embed-searchbar.adoc[Embed ThoughtSpot search bar].
-====
-
-.Advanced style customization with custom CSS
-[%collapsible]
-====
-The CSS customization feature supports new variables to customize the look and feel of the following UI elements:
-
-* Search data button in the navigation panel
-* Font type and text style of search tokens
-* Data panel on the Search and saved Answer pages
-* Filter chips on Liveboard, visualizations, and Answer pages
-* Menu components
-* X-axis and Y-axis titles and labels on charts
-
-For more information, see xref:css-customization.adoc[Customize CSS].
-====
-
-.CSP allowlist for font, image and stylesheet sources
-[%collapsible]
-====
-You can now enable CSP overrides for font, stylesheet, and image sources in ThoughtSpot UI. If you want to load fonts, stylesheets, images, or favicons from an external source, add the source URLs to the CSP allowlist on the *Security Settings* page.
-
-For more information, see xref:security-settings.adoc#_add_trusted_domains_for_font_css_and_image_import[Security Settings].
-====
-
-.Multi-tenancy with Orgs
-[%collapsible]
-====
-You can now set up your ThoughtSpot Cloud instance as a multi-tenant cluster and partition it into logical and isolated workspaces called *Orgs*. Each Org can have its own users, groups, and metadata, and stay independent of and invisible to other Orgs configured on the same application instance.
-
-For more information, see xref:orgs.adoc[Multi-tenancy with Orgs].
-====
-
-.Visual Embed SDK version 1.18.0
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.18.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
-====
-
-== Version 8.9.0.cl
-
-.Improvements to authentication methods and AuthType enums in the SDK
-[%collapsible]
-====
-The following changes are introduced in the Visual Embed SDK to improve the authentication framework and options for embedded application users:
-
-* New auth type enum for embedded SSO authentication
-+
-The `AuthType.EmbeddedSSO` enum allows you to enable SSO login on embedded instances. This authentication method allows you to use your current SAML IdP or OpenID Connect configuration and redirect users to the IdP for authentication within the embedded iFrame.
-
-* Changes to the existing `AuthType` enums: +
-** `AuthType.SAML` is renamed as `AuthType.SAMLRedirect` +
-** `AuthType.OIDC` is renamed as `AuthType.OIDCRedirect` +
-** `AuthType.AuthServer` is renamed to `AuthType.TrustedAuthToken` +
-
-For more information, see xref:embed-authentication.adoc[Authentication].
-====
-
-.Just-in-time user creation and dynamic privilege assignment
-[%collapsible]
-====
-Starting from 8.9.0.cl, the xref:session-api.adoc#session-authToken[/tspublic/v1/session/auth/token] endpoint supports just-in-time provisioning of users. If the user specified in the API request does not exist in the ThoughtSpot system, you can set the `autocreate` property to `true` to add the user to ThoughtSpot and assign the user to `groups`.
-====
-.Advanced style customization [beta betaBackground]^Beta^
-[%collapsible]
-====
-ThoughtSpot now allows you to override style specifications of the embedded UI pages and elements with custom CSS. Custom CSS provides granular control over the design elements and lets you modify the properties of these elements
-to match the look and feel of your host application.
-
-To help users visualize and preview the CSS overrides, the *Visual Embed* playground will include the *Apply custom styles* checkbox, which allows you to explore the variables available for customization.
-
-For more information, see xref:style-customization.adoc[Customize styles and layout] and xref:css-customization.adoc[Customize CSS using SDK].
-
-====
-.Visual Embed SDK version 1.17.0
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.17.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API
-[%collapsible]
-====
-For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
-====
-
-== Version 8.8.0.cl
-.Custom tile size for visualizations on a Liveboard (New Liveboard experience only)
-[%collapsible]
-====
-ThoughtSpot users can now customize the tile size of a visualization on a Liveboard. In the earlier versions, ThoughtSpot allowed resizing visualizations using predefined layout options available in the *More* menu image:./images/icon-more-10px.png[the more options menu]. With custom tile size, users can now change the size of a visualization just by clicking and dragging the tile to the desired size.
-
-This feature is in beta and disabled by default on all Thoughtspot instances. To enable this feature on your instance, contact ThoughtSpot Support.
-====
-.Visual Embed SDK version 1.16.0
-[%collapsible]
-====
-For information about the new features and enhancements introduced in Visual Embed SDK version 1.16.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-.REST API v1
-[%collapsible]
-====
-For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
-====
-.Bug fixes and improvements
-[%collapsible]
-====
-Bug fixes and new improvements in embedded user experience. +
-For more information, see xref:fixed-issues.adoc[Fixed issues].
-====
-
-== Version 8.7.0.cl
-
-.Liveboard tabs
-[%collapsible]
-====
-The new Liveboard experience[beta betaBackground]^Beta^ now supports organizing visualizations in tabs. Users with edit access to a Liveboard can add, edit, and move visualizations to tabs on a Liveboard. On embedded ThoughtSpot instances, developers can set a specific tab as an active tab using the Visual Embed SDK.
-
-This feature is available only on deployments that have the new Liveboard experience enabled. For more information, see xref:embed-pinboard.adoc#_liveboard_tabs[Customize Liveboard tabs].
-
-[IMPORTANT]
-The new Liveboard experience is in BETA on embedded ThoughtSpot instances. This feature is turned off by default on embedded ThoughtSpot instances.
-====
-.Visual Embed SDK version 1.15.0
-[%collapsible]
-====
-For information about the new features and enhancements in the Visual Embed SDK version 1.15.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API v1
-[%collapsible]
-====
-For information about REST API v1 enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
-====
-
-.REST API v2 [beta betaBackground]^Beta^
-[%collapsible]
-====
-The REST API v2 [beta betaBackground]^Beta^ feature will be deprecated in 8.10.0.cl and replaced with the new v2.0 API endpoints. For more information, see xref:deprecated-features.adoc[Deprecation announcements].
-====
-
-== Version 8.6.0.cl
-
-.Liveboard new experience [beta betaBackground]^Beta^
-[%collapsible]
-====
-The new Liveboard experience is now available on embedded ThoughtSpot instances. In addition to the existing Liveboard features, the new experience introduces several notable changes to the *Liveboard* page:
-
-Liveboard editing::
-To edit a Liveboard, users must switch to the edit mode by clicking the *Edit* button on the Liveboard page.
-The edit mode allows you to edit the Liveboard title and description text, apply filters, copy the Liveboard, modify the layout of the visualization tiles, delete a visualization, and so on.
-
-Liveboard filters::
-* The Liveboard filter configuration options are available on a single modal.
-* When a user creates a copy of a Liveboard, the filters applied to its visualizations are also copied.
-
-Other features and enhancements::
-* The *Add filters* action is placed in the primary menu bar and can be viewed only when a Liveboard is in edit mode. Only users with edit access to the Liveboard can apply filters.
-* The *Undo*, *Redo*, and *Reset* actions for visualizations.
-* The *Liveboard Info* action label in the More image:./images/icon-more-10px.png[the more options menu] menu is renamed to *Show Liveboard details*.
-* The *Schedule* action is placed in the More image:./images/icon-more-10px.png[the more options menu] menu.
-* Improved visualization Explore experience.
-
-Deprecated features::
-The following features are *_not_* available with the new Liveboard experience:
-* The *Copy embed link* and *Copy link* menu actions in the More image:./images/icon-more-10px.png[the more options menu] menu of a Liveboard
-* The edit title icon on visualization tiles
-* The *Share* button on visualizations
-
-For more information about the new Liveboard experience, see link:https://docs.thoughtspot.com/cloud/latest/liveboard-experience-new[New Liveboard experience, window=_blank].
-
-[discrete]
-==== New Liveboard experience rollout on embedded instances
-
-The new Liveboard experience is currently available in BETA on embedded ThoughtSpot instances. The new liveboard experience will be rolled out on embedded instances in phases:
-
-In ThoughtSpot Cloud 8.6.0.cl::
-
-The new Liveboard experience is turned off by default on embedded ThoughtSpot instances. If you are using the Visual Embed SDK to embed ThoughtSpot, you can xref:embed-pinboard.adoc#lbv2[set the `liveboardV2` parameter] in the SDK package to `true` and enable the new experience globally for all users on your instance. +
-
-+
-ThoughtSpot users with administrator privileges can also link:https://docs.thoughtspot.com/cloud/latest/liveboard-experience-new[turn on the new Liveboard experience, window=_blank] at the cluster level.
-
-In later releases::
-The new Liveboard Experience will be turned on by default for all embed application users. To switch to the classic experience, you can set the `liveboardV2` parameter to `false` in the SDK, or change the Liveboard experience preference in the `Admin` tab of the ThoughtSpot UI.
-
-[NOTE]
-The Liveboard experience setting in the SDK takes precedence over the cluster-level settings in the *Admin* tab.
-
-[discrete]
-==== Actions and Events in the SDK
-If you have enabled the new Liveboard experience on your instance, you can use the `Action` and `Event` enumeration members available in the SDK package to customize an embedded object and improve interactivity.
-
-For example, to disable the *Delete* action for a visualization object on the Liveboard, you can use the `Action.Remove` enum. Similarly, you can trigger events such as  `VizPointClick`  on visualizations in an embedded Liveboard.
-
-====
-
-.Visual Embed SDK version 1.14.0
-[%collapsible]
-====
-For information about the new features and enhancements in the Visual Embed SDK version 1.14.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API
-[%collapsible]
-====
-For information about REST API enhancements, see xref:rest-apiv1-changelog.adoc[REST API changelog].
-====
-
-== Version 8.5.0.cl
-
-.Search Assist support for embedded instances
-[%collapsible]
-====
-Your application users can now access sample search walkthrough lessons created using Search Assist on embedded ThoughtSpot instances. If the Search Assist feature is enabled in the SDK, and the Search Assist lessons are created on the Worksheet, users can view sample search questions and follow the actions in the walkthrough to get answers.
-
-//For more information, see xref:search-assist-tse.adoc[Enable Search Assist, window=_blank].
-====
-
-.Visual Embed SDK 1.13.0
-[%collapsible]
-====
-For information about the new features and enhancements in the Visual Embed SDK version 1.13.0, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.ThoughtSpot UI
-[%collapsible]
-====
-The new Data workspace is Generally Available (GA) in 8.5.0.cl on ThoughtSpot instances. For more information about the new Data tab, SpotApps, and other related features, see link:https://docs.thoughtspot.com/cloud/latest/notes[ThoughtSpot product documentation].
-
-[IMPORTANT]
-While some customizable actions from the Visual Embed SDK will be honored from within an embedded instance of the new Data workspace page, full support of this page in embedded ThoughtSpot instances is planned for a future release. If you are actively embedding and customizing the `Data` tab for your application and wish to retain the legacy `Data` tab, contact ThoughtSpot Support.
-
-====
-
-== Version 8.4.0.cl
-
-.Link customization
-[%collapsible]
-====
-This release allows query parameters in the Liveboard, saved Answer, and visualization URLs that are customized for an embedded ThoughtSpot instance. For example, you can customize the *Unsubscribe* link sent in email notifications for KPI charts by adding `{ts-query-params}` to the visualization URL, and thus allow users to unsubscribe from KPI threshold alerts at any time.
-
-For more information, see xref:customize-links.adoc[Customize links].
-====
-
-.Visual Embed SDK 1.12.0
-
-[%collapsible]
-====
-The Visual Embed SDK version 1.12.0 introduces new events. For more information, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API v2 [beta betaBackground]^Beta^
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW ENDPOINTS#  a| This release introduces the following new REST API v2 [beta betaBackground]^Beta^ endpoints: +
-
-* Data +
-** `*GET* /tspublic/rest/v2/data/answer/querysql` +
-** `*GET* /tspublic/rest/v2/data/liveboard/querysql`
-* Admin
-** `*PUT* /tspublic/rest/v2/admin/assignauthor`
-|[tag redBackground]#BREAKING CHANGES# a| * The method names for the following endpoints will be changed in the SDK. +
-** `/tspublic/rest/v2/user/addgroup` +
-** `/tspublic/rest/v2/user/removegroup` +
-* The `/tspublic/rest/v2/admin/changeowner` endpoint will be renamed as `/tspublic/rest/v2/admin/changeauthor`.
-|====
-====
-
-== Version 8.3.0.cl
-
-.Visual Embed SDK 1.11.0
-[%collapsible]
-====
-The Visual Embed SDK version 1.11.0 introduces several new events for embedded components. For more information, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API v2 [beta betaBackground]^Beta^
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW ENDPOINTS#  a| The following REST API v2 [beta betaBackground]^Beta^ endpoints are now available:
-
-* Connection endpoints +
-** `GET /tspublic/rest/v2/connection/database` +
-** `POST /tspublic/rest/v2/connection/table` +
-** `POST /tspublic/rest/v2/connection/tablecoloumn` +
-* Report endpoint +
-** `POST /tspublic/rest/v2/report/liveboard` +
-* Security endpoints +
-** `POST /tspublic/rest/v2/security/share/tsobject` +
-** `POST /tspublic/rest/v2/security/share/visualization` +
-** `GET /tspublic/rest/v2/security/permission/tsobject` +
-** `GET /tspublic/rest/v2/security/permission/principal` +
-** `POST /tspublic/rest/v2/security/permission/tsobject/search` +
-** `POST /tspublic/rest/v2/security/permission/principal/search` +
-* Custom action endpoints +
-** `GET /tspublic/rest/v2/customaction` +
-** `POST /tspublic/rest/v2/customaction/create` +
-** `PUT /tspublic/rest/v2/customaction/update` +
-** `DELETE /tspublic/rest/v2/customaction/delete` +
-** `POST /tspublic/rest/v2/customaction/search` +
-** `GET /tspublic/rest/v2/customaction/association` +
-** `DELETE /tspublic/rest/v2/customactions/association/delete`
-
-|[tag orangeBackground]#MODIFIED# a|
-* The `x-requested-by` header is not mandatory for API requests to the REST API v2 [beta betaBackground]^Beta^ endpoints.
-* The `createdBy` attribute in the `/tspublic/rest/v2/metadata/header/search` API is renamed to `author`.
-* The attributes with the `boolean` data type in the API endpoints are changed to `string` data type. If a boolean attribute was set as `true` in your existing setup, the value will be changed to `"true"`.
-|[tag redBackground]#BREAKING CHANGES# a|
-
-* Note the change in HTTP request method for the following REST API v2 [beta betaBackground]^Beta^ endpoints: +
-** `**PUT** /tspublic/rest/v2/metadata/tag/assign` +
-** `**PUT** /tspublic/rest/v2/metadata/tag/unassign` +
-** `**PUT** /tspublic/rest/v2/metadata/favorite/assign` +
-** `**PUT** /tspublic/rest/v2/metadata/favorite/unassign` +
-** `**PUT** /tspublic/rest/v2/metadata/homeliveboard/assign` +
-** `**PUT** /tspublic/rest/v2/metadata/homeliveboard/unassign` +
-* In the REST API SDK [beta betaBackground]^Beta^, the classes corresponding to enumerations used for string fields such as the `type` field in metadata API, are renamed. If you are using the REST API SDK in your environments, make sure the class names are updated.
-|[tag redBackground]#REMOVED# a| The `ownedBy` attribute is removed from the `/tspublic/rest/v2/metadata/header/search` API endpoint.
-|====
-====
-
-== Version 8.2.0.cl
-
-////
-=== Custom actions
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>App actions for Slack integration</h5>+++
-
-ThoughtSpot introduces app actions[beta betaBackground]^Beta^ to support seamless integration with third-party business apps such as Slack. Your application users can now connect ThoughtSpot with their Slack workspaces and deliver insights directly to Slack channels.
-
-Users with developer or admin privileges can create an app action for Slack[beta betaBackground]^Beta^ in the Developer portal and add it as a menu action on visualizations and saved answers. On clicking this action, ThoughtSpot users can initiate the Slack integration workflow and send data to their Slack channels without leaving the ThoughtSpot UI.
-
-For more information, see xref:app-actions.adoc[App actions] and xref:push-data-to-slack.adoc[Push data to a Slack workspace].
-|====
-////
-
-.Visual Embed SDK 1.10.x
-[%collapsible]
-====
-The Visual Embed SDK version 1.10.x introduces new attributes and bug fixes. For more information, see xref:api-changelog.adoc[Visual Embed changelog].
-====
-
-.REST API v1
-[%collapsible]
-====
-New endpoints for data connection queries. For more information, see xref:rest-apiv1-changelog.adoc[REST API v1 changelog].
-====
-
-.REST API v2 [beta betaBackground]^Beta^
-
-[%collapsible]
-====
-Starting from 8.2.0.cl release, the xref:rest-api-v2.adoc[REST API Playground and SDK] [beta betaBackground]^Beta^ feature is enabled by default on ThoughtSpot instances.
-
-The 8.2.0.cl release also introduces the following features:
-
-Endpoint URL path::
-The REST API v2 [beta betaBackground]^Beta^ endpoint URL path is changed from `/api/rest/v2` to `/tspublic/rest/v2/`. For example, the `GET /api/rest/v2/connection` endpoint is now available as `GET /tspublic/rest/v2/connection`.
-
-Trusted authentication::
-If trusted authentication is enabled on your instance, you can now obtain a login token to authenticate to ThoughtSpot and authorize your API requests.
-
-For more information, see xref:authentication.adoc#trustedAuthToken[REST API v2 authentication].
-
-SDK for .NET clients::
-ThoughtSpot provides the .NET SDK to allow developers to interact with REST APIs from .NET applications. You can download the SDK from NuGet Package Manager and install it using the NuGet GUI. For more information, see xref:rest-api-sdk-libraries.adoc[REST API SDK and client libraries].
-
-New API endpoints::
-
-* `GET /tspublic/rest/v2/admin/configuration`
-* `GET /tspublic/rest/v2/admin/configuration/overrides`
-* `PUT /tspublic/rest/v2/admin/configuration/update`
-* `PUT /tspublic/rest/v2/admin/resetpassword`
-* `PUT /tspublic/rest/v2/admin/syncprincipal`
-* `PUT /tspublic/rest/v2/admin/changeowner`
-* `PUT /tspublic/rest/v2/user/changepassword`
-* `POST /tspublic/rest/v2/data/search`
-* `POST /tspublic/rest/v2/data/answer`
-* `POST /tspublic/rest/v2/data/liveboard`
-* `POST /tspublic/rest/v2/report/answer`
-* `GET /tspublic/rest/v2/logs/events`
-
-//For more information, see xref:rest-api-v2-reference-beta.adoc[REST API v2 Reference].
-
-====
-
-== Version 8.1.0.cl
-
-.Visual Embed SDK version 1.9.x
-[%collapsible]
-====
-The Visual Embed SDK version 1.9.x introduces new action enumerations, events, and attributes. For more information, see xref:api-changelog.adoc[Visual Embed Changelog].
-====
-
-.REST API v2 [beta betaBackground]^Beta^
-[%collapsible]
-====
-The following REST API v2 endpoints are now available on instances on which the REST API v2 Playground and SDK feature is enabled.
-
-* `GET /api/rest/v2/connection`
-* `POST /api/rest/v2/connection/create`
-* `PUT /api/rest/v2/connection/update`
-* `DELETE /api/rest/v2/connection/delete`
-* `PUT /api/rest/v2/connection/addtable`
-* `PUT /api/rest/v2/connection/removetable`
-* `POST /api/rest/v2/connection/search`
-* `DELETE /api/rest/v2/metadata/delete`
-* `GET /api/rest/v2/metadata/header`
-
-The REST API v2 Playground and SDK is a limited availability feature and is in beta.
-
-For more information, see xref:rest-api-v2.adoc[REST API v2] and xref:rest-api-v2-reference.adoc[REST API v2 Reference].
-====
-
-
-== Version 8.0.0.cl
-
-.Visual Embed SDK version 1.8.x
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-||
-|[tag redBackground]#BREAKING CHANGE# | +++<h5>Auto login</h5> +++
-
-The `autoLogin` attribute is now set as `false` by default. This attribute is used in the `init` method to automatically re-login a user when a user session expires.
-|[tag greenBackground]#NEW FEATURE# | +++<h5>Authentication</h5> +++
-
-The `init` method now returns an `authPromise` that resolves when the authentication is completed.
-|====
-
-====
-
-
-.Embed application
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>OpenID Connect authentication</h5> +++
-
-ThoughtSpot now supports OpenID Connect (OIDC) authentication framework on embedded instances. Your application users can now authenticate to an authorization server at your OpenID provider and access embedded ThoughtSpot content using their SSO credentials.
-
-For more information, see xref:configure-oidc.adoc[OpenID Connect authentication].
-
-|[tag redBackground]#REMOVED# a| +++<h5>Follow button</h5> +++
-
-If you have embedded the full ThoughtSpot application, you will notice that the *Follow* button on the Liveboards page is removed. You can now schedule email notifications using the **Schedule** feature and follow Liveboard updates.
-|====
-====
-
-
-.Visual Embed SDK 1.7.0
-
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-
-|[tag greenBackground]#NEW FEATURE# |+++<h5>OIDC AuthType</h5> +++
-
-The SDK supports the `OIDC` `authType` in `init` calls. If you want your application users to authenticate to an OpenID provider and use their SSO credentials to access the embedded ThoughtSpot content, you can enable the `OIDC` authentication type in the SDK.
-
-For more information, see xref:embed-authentication#oidc-auth.adoc[Authentication and security attributes].
-|[tag greenBackground]#NEW FEATURE#  a|+++<h5>Embed events</h5>+++
-
-The SDK includes the following new event:
-
-* `RouteChange`
-
-For more information, see xref:embed-events.adoc[Events reference].
-
-|====
-====
-
-.REST API Playground and SDK [beta betaBackground]^Beta^
-
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>REST API Playground and SDK</h5> +++
-
-ThoughtSpot introduces the v2 [beta betaBackground]^Beta^ version of REST API endpoints and an interactive Playground to explore the API request and response workflows.
-
-The API Playground offers several distinct features, such as an interactive code panel, a catalog of resource-oriented endpoint URLs, language-specific SDK and client libraries, code samples, and API reference documentation.
-
-You can use any standards-compliant HTTP client or use the Playground to make an API call. If you want to construct your queries and process API responses programmatically, you can download the SDK and client libraries in the programming language of your choice and integrate them with your applications.
-
-The REST API Playground and SDK is a limited availability feature and is in beta. To preview this feature, visit link:https://try-everywhere.thoughtspot.cloud/v2/#/everywhere/api/rest/playgroundV2[ThoughtSpot Live Playground,  window=_blank]. To enable this feature on your ThoughtSpot instance, contact ThoughtSpot Support.
-
-For more information, see xref:rest-api-v2.adoc[REST API v2].
-|====
-====
-
-
-== Version ts8.nov.cl
-
-.Developer portal
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-|[tag orangeBackground]#CHANGE NOTICE#  a| +++<h5>Pinboards are now Liveboards!</h5> +++
-
-Effective from the ThoughtSpot 8 November Cloud release, ThoughtSpot pinboards are rebranded as Liveboards and optimized for live analytics in cloud deployments. Along with granular insights, Liveboards offer interactive data analytics experience with enhanced capabilities.
-
-As part of rebranding, we have made some terminology changes in the ThoughtSpot UI and Developer portal. We are in the process of rolling out terminology changes across all ThoughtSpot interfaces, platforms, and information artifacts. During this period, your environment may show some instances of `pinboard` based on the rebranding rollout stage. In some cases, we may even continue to use the legacy terminology for backward compatibility, and to ensure that your existing integrations work seamlessly. For more information, see xref:terminology-update.adoc[Terminology changes].
-|====
-====
-
-
-.Custom actions
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>Custom action association to user groups</h5> +++
-
-ThoughtSpot now allows you to restrict a custom action's availability to specific user groups. Developers can associate a custom action to one or several user groups in the Developer portal and allow only authorized users to view and access the custom action on a Worksheet, Answer, or visualization.
-
-For more information, see xref:customize-actions-menu.adoc#access-control[Custom actions] and xref:custom-actions-url.adoc[Configure a custom URL action].
-|====
-====
-
-.User access
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# |ThoughtSpot now supports restricting embed user access to the non-embedded ThoughtSpot application instance. By default, all embedded ThoughtSpot users can navigate to and log in to the non-embedded ThoughtSpot application instance.
-If you want to allow only users with administrator or developer privileges to access the non-embedded ThoughtSpot application instance, contact ThoughtSpot Support.
-|====
-====
-
-
-.Visual Embed SDK version 1.6.x
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Visible actions</h5>+++
-
-You can now configure a set of ThoughtSpot UI actions as visible actions and display these actions in the embedded UI. If your embedded instance requires only a few actions, you can use the `visibleActions` API to show only these actions in the embedded ThoughtSpot UI.
-
-For more information, see xref:embed-actions.adoc[Show or hide UI actions].
-
-|[tag orangeBackground]#MODIFIED# | +++<h5>Terminology changes </h5>+++
-
-The SDK library and object parameter names are modified to rebrand pinboards as Liveboards. For a complete list of changes, see xref:terminology-update.adoc#sdk-changes[Terminology changes].
-
-|[tag greenBackground]#NEW FEATURE#  a|+++<h5>Embed events</h5>+++
-
-The SDK supports the following new events:
-
-* `DialogOpen`
-* `DialogClose`
-
-For more information, see xref:embed-events.adoc[Events reference].
-
-|====
-====
-
-.REST API
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a|`POST /tspublic/v1/session/login/token`
-
-This API allows you to send the login token and user information in the request body. For more information, see the xref:session-api.adoc#session-loginToken[REST API reference page].
-
-|[tag orangeBackground]#MODIFIED# a| The `/tspublic/v1/connection/create` and `/tspublic/v1/connection/update` endpoints now allow configuring and modifying a connection without importing tables.
-
-For more information, see xref:connections-api.adoc[Data connection APIs].
-|[tag orangeBackground]#MODIFIED#|You can now filter metadata objects by author GUIDs using the `authorguid` attribute in the `/tspublic/v1/metadata/list` endpoint.
-
-For more information, see xref:metadata-api.adoc#metadata-list[Get a list of metadata objects].
-|====
-
-====
-
-.ThoughtSpot application UI
-[%collapsible]
-====
-
-To make it easier for users to find new insights, the **Search data** functionality is moved from the search bar toggle on the **Home** page to the **Search data** button  in the main navigation bar.
-
-Note that if you are embedding the full application without the navigation bar, your application users may not be able to access the **Search data** button. If you must include the Search bar toggle on the **Home** page, contact ThoughtSpot Support to restore this feature on your cluster.
-
-image:./images/search-toggle.png[Search toggle, width=auto]
-
-image:./images/search-data-btn.png[Search data button, width=auto]
-
-====
-
-== Version ts7.oct.cl
-
-.Custom actions
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-|[tag orangeBackground]#MODIFIED# a|+++<h5> Custom actions feature availability</h5>+++
-
-Starting from ThoughtSpot 7 Cloud October release, you _do not_ require a separate license to create or manage custom actions. The *Custom action* feature is unlocked on all clusters that have a valid ThoughtSpot Enterprise Cloud service subscription. ThoughtSpot Cloud service users with Developer or Admin privileges can access the *Custom actions* feature in the *Develop* tab.
-
-|[tag redBackground]#REMOVED# a|+++<h5>The Only allow in context menu checkbox</<h5> +++
-
-The *Only allow in context menu* checkbox in the custom action creation dialog is removed from the UI. This checkbox was available in previous releases to allow developers to set a custom action to appear only in the contextual menu on pinboard visualizations, charts, or tables.
-
-If you have created custom actions with the *Only allow in context menu* setting enabled on your instance, note these custom action workflow changes:
-
-* If you have a *Global* custom action with the *Only allow in context menu* setting enabled, the configuration setting _is not_ preserved and the action is placed in the **More** image:./images/icon-more-10px.png[the more options menu] menu instead of the contextual menu.
-+
-You can xref:custom-actions-edit.adoc[modify the position of this action] by using the *Edit* option in the *Custom actions* panel on a visualization or search results page.
-
-* If you have a *Local* custom action with the *Only allow in context menu* setting enabled and the action is already assigned to a Worksheet, visualization, chart, or table, the configuration setting _is_ preserved and the custom action shows up in the contextual menu.
-
-* If you have a *Local* custom action with the *Only allow in context menu* setting enabled, but it is not assigned to a Worksheet, visualization, chart, or table, the action will not be available as a menu item or button. You must add the action to a visualization, chart, or table, and configure its position as required. For more information, see xref:custom-actions-viz.adoc[Add a custom action to a visualization] and xref:custom-actions-worksheet.adoc[Add custom actions to a Worksheet].
-
-|====
-====
-
-.Visual Embed SDK version 1.5.0
-
-[%collapsible]
-====
-
-The ThoughtSpot 7 Cloud October release introduces the Visual Embed SDK version 1.5.0, which includes the following new features and enhancements.
-
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW FEATURE# | +++<h5>Render embedded objects in queue</h5>+++
-
-The SDK now supports rendering embedded objects in a queue. If you have multiple embedded objects, you can enable the `queueMultiRenders` parameter to queue your embedded objects and render them one after another. This feature helps in decreasing the load on the web browsers and improving your application loading experience. By default, this attribute is set to `false`.
-
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Liveboard embed</h5>+++
-
-The `pinboardEmbed` package includes the `defaultHeight` attribute that sets a minimum height for embedded objects on a pinboard page and the corresponding visualization pages that a user can navigate to.
-
-For more information, see xref:embed-search.adoc[Embed a pinboard].
-
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Embed events</h5>+++
-
-The SDK EmbedEvent library includes the following new events:
-
-* `VizPointDoubleClick`
-* `Drilldown`
-* `SetVisibleVizs`
-
-For more information, see xref:embed-events.adoc[Events reference].
-
-|====
-====
-
-.REST APIs
-[%collapsible]
-====
-The ThoughtSpot 7 Cloud October release includes the following new REST API endpoints. For more information about these APIs, see xref:rest-api-reference.adoc[REST API Reference].
-
-* `POST /tspublic/v1/group/{groupid}/users`
-* `GET /tspublic/v1/group/{groupid}/users`
-* `DELETE /tspublic/v1/group/{groupid}/users`
-* `PUT /tspublic/v1/user/email`
-* `POST /tspublic/v1/user/{userid}/groups`
-* `GET /tspublic/v1/user/{userid}/groups`
-* `PUT /tspublic/v1/user/{userid}/groups`
-* `DELETE /tspublic/v1/user/{userid}/groups`
-====
-
-
-== Version ts7.sep.cl
-
-.Licensing
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>+++New ThoughtSpot license for embedded analytics +++</h5>+++
-
-ThoughtSpot introduces the ThoughtSpot Embedded Edition license that grants access to  Developer portal, Playground, customization workflows, Visual Embed SDK, and REST APIs. If you have a ThoughtSpot Enterprise Cloud Service subscription and you want to avail the benefits of ThoughtSpot Embedded analytics, you can now request for a license upgrade.
-
-The new licensing model introduces several notable changes in the ThoughtSpot Developer portal:
-
-* On clusters that _do not_ have the ThoughtSpot Embedded Edition license, the ThoughtSpot Developer Portal displays a locked icon next to the customization menu actions. When you click the locked icon, the UI prompts you to sign up for a free trial or upgrade your license.
-* The ThoughtSpot Enterprise Cloud service subscribers can either start a 30-day free trial or initiate a license upgrade from the UI.
-* Free trial users can initiate a license upgrade request by clicking **Upgrade Now** at any time during the evaluation period, or when the trial expires.
-* If you click *Upgrade* or **Upgrade Now**, ThoughtSpot opens the Live Chat Support widget. You can start a conversation with the Sales personnel to initiate the license upgrade.
-
-For more information about the licensing model and upgrade process, see xref:get-started-tse.adoc[Get started with embedded analytics].
-|====
-
-====
-
-.Developer portal enhancements
-[%collapsible]
-====
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE#  a| +++<h5>+++Developer Playground enhancements+++</h5>+++
-
-* The *Full app* Playground page includes the *Hide profile and help* checkbox to provide a preview of the `disableHelpAndProfile` function that can hide the Help and Profile icons in the ThoughtSpot navigation bar.
-
-* The *Full Height* checkbox in *Pinboard* Playground provides a preview of the `fullHeight` attribute that can dynamically resize the embedded pinboard frame according to the height of the pinboard.
-
-For more information, see xref:developer-playground.adoc[Developer Playground].
-|====
-
-====
-
-.Visual Embed SDK version 1.4.0
-
-[%collapsible]
-====
-The ThoughtSpot 7 Cloud September release introduces the Visual Embed SDK version 1.4.0, which includes the following  new features and enhancements.
-
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++Prefetch API+++</h5>+++
-
-The `prefetch` API fetches static resources from a given URL before your application loads. Web browsers can then cache the prefetched resources locally and serve them from a user's local disk. You can use this API to load the embedded objects faster and improve your application response time.
-
-For more information, see xref:prefetch-and-cache.adoc[Prefetch static resources].
-
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++In-app page navigation+++</h5>+++
-
-The `navigateToPage` method in the SDK lets you provide quick and direct access to a specific pinboard, saved Answer, or an application page. You can add a custom menu action or button in your application UI that calls the `navigateToPage` method and leads your users to the page specified in the `path` parameter.
-
-For more information, see xref:page-navigation.adoc[Add a custom action for in-app navigation].
-
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++Full application embedding+++</h5>+++
-
-The `appEmbed` SDK package includes the following new attributes:
-
-* The `disableProfileAndHelp` attribute to show or hide the `Help (?)` and the user profile menu in the navigation bar of your embedded app.
-
-* The `hideObjects` attribute to hide specific objects from a user's page view.
-
-For more information, see xref:full-embed.adoc[Embed full application].
-
-|[tag greenBackground]#NEW FEATURE# |+++<h5>+++Search embed +++</h5>+++
-
-The `searchEmbed` package includes the `forceTable` attribute that sets tabular view as the default format for presenting search data. You can use set this attribute to `true` to force search results to appear in the table view.
-
-For more information, see xref:embed-search.adoc[Embed ThoughtSpot search].
-
-|[tag redBackground]#REMOVED# |
-
-The `searchQuery` parameter is no longer supported and is removed from the `searchEmbed` SDK package.
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>+++Embed events +++</h5>+++
-The SDK EmbedEvent library includes the following events:
-
-* `QueryChanged`
-* `AuthExpire`
-
-For more information, see xref:embed-events.adoc[Subscribe to Events].
-|====
-
-====
-
-.REST APIs
-
-[%collapsible]
-====
-
-The ThoughtSpot 7 Cloud September release includes the following new endpoints and modifications to the REST APIs. For more information, see xref:rest-api-reference.adoc[REST API Reference].
-
-.New APIs
-
-* `POST /tspublic/v1/connection/create`
-* `POST /tspublic/v1/connection/update`
-* `POST /tspublic/v1/connection/export`
-* `POST /tspublic/v1/connection/delete`
-* `POST /tspublic/v1/metadata/unassigntag`
-* `GET /tspublic/v1/metadata/list`
-* `GET /tspublic/v1/security/metadata/permissions`
-* `GET /tspublic/v1/security/metadata/{id}/permissions`
-* `GET /tspublic/v1/security/effectivepermissionbulk`
-* `GET /tspublic/v1/session/info`
-* `POST /tspublic/v1/user/activate`
-* `POST /tspublic/v1/user/inactivate`
-* `POST /tspublic/v1/user/session/invalidate`
-* `POST /tspublic/v1/user/resetpassword`
-* `PUT /tspublic/v1/group/{groupid}/users`
-* `POST /tspublic/v1/group/{groupid}/groups`
-* `PUT /tspublic/v1/group/{groupid}/groups`
-* `GET /tspublic/v1/group/{groupid}/groups`
-* `POST /tspublic/v1/group/addmemberships`
-* `POST /tspublic/v1/group/removememberships`
-* `DELETE /tspublic/v1/group/{groupid}/groups`
-
-
-.Modified APIs
-
-* `POST /tspublic/v1/metadata/assigntag`
-
-====
-
-== Version ts7.aug.cl
-
-.Custom actions
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>Custom actions for worksheets</h5>+++
-
-The Worksheet pages now include a `Custom actions` tab that shows the custom actions created in the Developer portal. ThoughtSpot users can add these  actions to a Worksheet and place them as primary actions or menu items in the new visualizations built from that Worksheet.
-
-This feature is available to all ThoughtSpot users who have edit privileges to a Worksheet.
-
-For more information, see xref:custom-actions-worksheet.adoc[Add custom actions to a Worksheet].
-
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>Query parameters for URL-based custom actions</h5>+++
-
-The Developer portal now allows you to add arbitrary key-value pairs as query parameters for a URL action. If a URL endpoint requires specific information, such as the database details or data object attributes, you can add a key-value pair of these attributes when creating a custom action. When the custom action workflow is triggered, these attributes are passed as query parameters in `GET` requests to get the data payload from ThoughtSpot.
-
-For more information, see xref:custom-actions-url.adoc[Configure a custom URL action].
-|====
-
-====
-
-.Visual Embed SDK version 1.3.1
-
-[%collapsible]
-====
-The ThoughtSpot 7 Cloud August release supports Visual Embed SDK version 1.3.1, which includes the following features and enhancements.
-
-[width="100%" cols="1,4"]
-|====
-||
-|[tag greenBackground]#NEW FEATURE#  a|  +++<h5>searchOptions</h5>+++
-
-The `searchEmbed` SDK package introduces the `searchOptions` parameter for setting search tokens. The `searchOptions` parameter includes the following attributes:
-
-* `searchTokenString`
-+
-A TML query string to define search tokens.
-
-* `executeSearch`
-+
-When set to `true`, it executes search and shows the search results.
-
-For more information, see xref:embed-search.adoc#search-query[Embed ThoughtSpot search].
-
-|[tag redBackground]#DEPRECATED# a| +++<h5>searchQuery</h5>+++
-
-The `searchQuery` parameter in the `searchEmbed` SDK package is deprecated in the Visual Embed SDK version 1.3.1. Instead, you can use the `searchOptions` parameter to define the search token string.
-
-For more information about `searchOptions`, see xref:embed-search.adoc#search-query[Embed ThoughtSpot search].
-
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>autoLogin</h5>+++
-
-The SDK now supports logging in users automatically after a user session has expired.
-
-For more information, see xref:embed-authentication.adoc#embed-session-sec[Embed user authentication].
-
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>shouldEncodeUrlQueryParams</h5>+++
-
-You can now convert query parameters in the ThoughtSpot generated URLs to base64-encoded format. You can enable this attribute to secure your cluster from cross-site scripting attacks.
-|[tag redBackground]#BREAKING CHANGE# a| +++<h5>Data structure changes in custom action response payloads</h5>+++
-
-* The  data structure passed in the custom action response for search now shows as `payload.data.embedAnswerData` instead of `payload.data.columnsAndData`.
-
-* The Answer payload for custom actions includes the following metadata:
-
-** `reportBookmetadata`
-+
-Includes visualization metadata attributes such as description, object header metadata, author details, timestamp of the Answer creation, and modification.
-
-** user data
-+
-Includes user information such as username, GUID of the user, and email address.
-
-To view a sample response payload, see xref:callback-response-payload.adoc#search-data-payload[Custom action response payload].
-
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>preventPinboardFilterRemoval</h5>+++
-
-The `pinboardEmbed` SDK package now includes the `preventPinboardFilterRemoval` attribute. You can use this attribute to disable the filter removal action and thus prevent users from removing the filter chips added on a pinboard page.
-
-For more information, see xref:embed-pinboard.adoc[Embed a pinboard] and xref:embed-a-viz.adoc[Embed a visualization].
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>suppressNoCookieAccessAlert</h5>+++
-
-You can now set custom alerts for `noCookieAccess` events. By default, the SDK triggers a `noCookieAccess` event and generates an alert when a user's browser blocks third-party cookies. The `suppressNoCookieAccessAlert` allows you to disable this alert.
-
-|[tag greenBackground]#NEW FEATURE# a| +++<h5>Support for fetching callback custom action payload in batches</h5>+++
-
-The Visual Embed SDK now supports processing data in batches for callback custom action responses.
-The callback custom action event in the SDK package supports defining `batchSize` and `offset` values to paginate the Answer payload and send the records in batches.
-
-For more information, see xref:push-data-to-external-app.adoc#large-dataset[Callback custom action workflow].
-|====
-
-====
-
-.REST APIs
-[%collapsible]
-====
-
-The ThoughtSpot 7 Cloud August release introduces several new APIs to xref:user-api.adoc[manage users], xref:group-api.adoc[user groups], xref:admin-api.adoc[cluster configuration], xref:dependency-apis.adoc[object dependencies], and so on.
-
-For a complete list of APIs, see xref:rest-api-reference.adoc[REST API Reference].
-
-====
-
-
-== Version ts7.jun.cl
-
-.Custom actions
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Global and local custom actions</h5>+++
-
-The ThoughtSpot developer portal now supports configuring a custom action as a __global__ or __local__ action. This feature allows you to determine and control the placement of custom actions in the ThoughtSpot UI. Developers can now choose to create a custom action that will appear on all visualizations, or a specific custom action that can be added to a visualization by a ThoughtSpot user. The custom actions panel in the visualization page allows ThoughtSpot users to view the available custom actions and add an action to any visualization.
-
-For example, if you want an action that triggers a callback into your parent app, which would then post its data to Slack, you might want to add a custom action globally to all visualizations. Similarly, if you want to send the data obtained from a specific visualization to a URL, you can associate a custom action locally to that visualization.
-
-For more information, see xref:customize-actions-menu.adoc[Custom actions] and xref:custom-actions-viz.adoc[Add a custom action to a specific visualization].
-
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Authentication schemes for custom actions</h5>+++
-
-You can now apply an authentication scheme for a custom action that triggers a data payload to a specific URL target. If an action requires your users to authenticate to send  data to a URL, you can specify the authentication method and authorization attributes when creating a custom action in the Developer portal.
-ThoughtSpot will use this information to send the required attributes in the `Authorization` headers to the URL endpoint configured in the custom action.
-
-|[tag greenBackground]#NEW FEATURE# a|
-+++<h5>Custom action position settings</h5>+++
-
-ThoughtSpot users with edit privileges can now define or modify the position of a custom action on visualization pages. When a developer creates a custom action in the Developer portal, ThoughtSpot adds a menu item to the **More** image:./images/icon-more-10px.png[the more options menu] menu by default. ThoughtSpot users can change this to a context menu action or a primary action at any time.
-
-If your application instance requires an action that sends only a single row of data from charts or tables, developers can configure a custom action and restrict it to only the contextual menu. If this setting is enabled on a custom action, ThoughtSpot users cannot modify this action on a visualization page.
-
-For more information, see xref:custom-actions-viz.adoc[Add a custom action to a specific visualization].
-|====
-
-====
-
-.Custom link format for embedded instances
-[%collapsible]
-====
-
-ThoughtSpot generates links to access objects, such as pinboards, visualizations, and answers, when a user shares an object with another user or follows a pinboard to receive periodic notifications. If you have embedded ThoughtSpot in your application, you might want to generate these links in the format that preserves your host application context.
-
-For embedded instances, ThoughtSpot now allows you to customize the format of these links in the Developer portal. The *Link Settings* page in the Developer portal allows you to customize the link format for various resource URLs and the *unsubscribe* link sent in email notifications.
-
-For more information, see xref:customize-links.adoc[Customize links].
-====
-
-.REST APIs
-[%collapsible]
-====
-
-The ThoughtSpot 7 Cloud June release includes several new and modified APIs:
-
-.New APIs
-
-* `POST /tspublic/v1/security/share`
-+
-Use this API to share ThoughtSpot objects with another user or user group. For more information, see xref:security-api.adoc#share-object[Share objects with another user].
-
-* `POST /tspublic/v1/security/shareviz`
-+
-Use this API to share a specific ThoughtSpot visualization with another user or user group. For more information, see xref:security-api.adoc#shareviz[Share a visualization with another user or user group].
-
-* `GET /tspublic/v1/session/login/token`
-+
-Use this API to get a login token for a ThoughtSpot user when trusted authentication is enabled. For more information, see xref:session-api.adoc#session-loginToken[Authenticate and log in a user].
-
-* `POST /tspublic/v1/metadata/assigntag`
-+
-Use this API to programmatically assign a tag to a ThoughtSpot object such as a pinboard, Answer, table, or  Worksheet. For more information, see xref:metadata-api.adoc#assign-tag[Assign tags to metadata objects].
-
-* `POST /tspublic/v1/metadata/details`
-+
-Use this API to query metadata details for a specific data object such as a pinboard, Answer, or a Worksheet. For more information, see xref:metadata-api.adoc#metadata-details[Get metadata details].
-
-* `POST /tspublic/v1/metadata/markunmarkfavoritefor`
-+
-Use this API to add pinboards and answers to a user's favorites list. For more information, see xref:metadata-api.adoc#set-favorite[Set objects as favorites].
-
-* `DELETE /tspublic/v1/metadata/markunmarkfavoritefor`
-+
-Use this API to remove an object from a user's favorites list. For more information, see xref:metadata-api.adoc#del-object-fav[Remove objects from favorites].
-
-* `POST /tspublic/v1/session/homepinboard`
-+
-Use this API to set a pinboard as the home pinboard for a user account. For more information, see xref:session-api.adoc#set-home-pinboard[Set a pinboard as a home pinboard].
-
-* `GET /tspublic/v1/session/homepinboard`
-+
-Use this API to get the GUID of the pinboard set as a home pinboard. For more information, see xref:session-api.adoc#get-home-pinboard[Get details of the home pinboard].
-
-* `DELETE /tspublic/v1/session/homepinboard`
-+
-Use this API to remove the home pinboard. For more information, see xref:session-api.adoc#del-home-pinboard[Remove a home pinboard].
-
-
-.Other API enhancements
-
-The `POST /tspublic/v1/user/updatepreference` API now includes the optional `username` parameter to allow API users to specify the `username` of the ThoughtSpot user whose profile is being modified.
-For more information, see xref:user-api.adoc#updatepreference-api[Update a user profile].
-
-====
-
-
-== Version ts7.may.cl
-
-.Custom actions in the context menu
-[%collapsible]
-====
-You can now add a custom action to the contextual menu to send data or initiate an action from an embedded visualization. The *Customization* > *Actions* page in the *Develop* tab allows you to add a custom action to the contextual menu for visualizations in the *Answers* or *Pinboards* page.
-
-For more information, see xref:customize-actions-menu.adoc[Add custom actions].
-====
-
-.Visual Embed SDK version 1.2.0
-[%collapsible]
-====
-
-[width="100%" cols="1,4"]
-|====
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>SAML authentication</h5>+++
-
-The Visual Embed SDK packages now include the `noRedirect` attribute as an optional parameter for  the `SSO` `AuthType`. If you want to display the SAML authentication workflow in a pop-up window, instead of refreshing the application web page to direct users to the SAML login page, you can set the `noRedirect` attribute to `true`.
-
-For more information, see the instructions for embedding xref:full-embed.adoc[ThoughtSpot pages], xref:embed-search.adoc[search], xref:embed-pinboard.adoc[pinboard], and xref:embed-a-viz.adoc[visualizations].
-
-|[tag greenBackground]#NEW FEATURE#  a|+++<h5>Visual Embed SDK notification when third-party cookies are disabled</h5>+++
-
-When a user accesses the embedded application from a web browser that has third-party cookies disabled, the Visual Embed SDK emits the `NoCookieAccess` event to notify the developer. Cookies are disabled by default in Safari. Users can enable third-party cookies in Safari’s Preferences setting page or use another web browser.
-To know how to enable this setting by default on Safari for a ThoughtSpot embedded instance, contact ThoughtSpot Support.
-
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Pinboard actions</h5>+++
-The *More* menu image:./images/icon-more-10px.png[the more options menu] in the embedded Pinboard page now shows the following actions for pinboard and visualizations.
-
-Pinboard::
-* Save
-* Make a copy
-* Add filters
-* Configure filters
-* Present
-* Download as PDF
-* Pinboard info
-* Manage schedules
-
-
-[NOTE]
-Users with edit permissions can view and access the *Save*, *Add filters*, *Configure filters*, and *Manage schedules* actions.
-|[tag greenBackground]#NEW FEATURE# a|+++<h5>Visualization actions</h5>+++
-
-Visualizations on a pinboard:
-
-* Pin
-* Download
-* Edit
-* Present
-* Download as CSV
-* Download as XLSX
-* Download as PDF
-
-[NOTE]
-Users with edit permissions can view and access the *Edit* action. The *Download as CSV*, *Download as XSLX*, and *Download as PDF* actions are available for table visualizations. The *Download* action is available for chart visualizations.
-
-|====
-
-====
-
-.Performance optimization
-[%collapsible]
-====
-This release introduces the following performance improvements for ThoughtSpot embedded applications:
-
-* Faster loading of embedded objects and application pages.
-* Faster loading of preview results in the Playground.
-====
-.REST APIs
-[%collapsible]
-====
-The ThoughtSpot 7 Cloud May release introduces the following REST APIs:
-
-* `*POST* /tspublic/v1/user/updatepreference`
-+
-You can use this API to programmatically update a ThoughtSpot user's profile settings such as the email address, locale preference, notification settings, and the preference for revisiting the onboarding experience. For more information, see xref:user-api.adoc#updatepreference-api[User API].
-
-* `*GET* /tspublic/v1/metadata/listas`
-+
-You can use this API to get a list of object headers for a ThoughtSpot user or user group. For more information, see xref:metadata-api.adoc#headers-metadata-users[Metadata API].
-====
+---
+|===
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index 7ed6a52bf..8f2935579 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -266,6 +266,39 @@ button {
     border: solid 1px;
     border-color: $disabledcolor;
 }
+
+.version-badge {
+    border-radius: $tag-border-radius;
+    display: inline-flex;
+    align-items: center;
+    font-size: 14px;
+    font-weight: 600;
+    padding: 2px 8px;
+    text-align: center;
+    margin-right: 4px;
+    vertical-align: middle;
+}
+
+.version-badge.breaking {
+    background-color: #d32f2f;
+    color: #ffffff;
+}
+
+.version-badge.new {
+    background-color: #2e7d32;
+    color: #ffffff;
+}
+
+.version-badge.deprecated {
+    background-color: #f57c00;
+    color: #ffffff;
+}
+
+.version-badge.fixed {
+    background-color: #1565c0;
+    color: #ffffff;
+}
+
 .deprecated {
     display: inline-block;
     font-size: $font-size-small;
@@ -311,6 +344,7 @@ button {
     color: #ffffff;
 }
 
+
 .definedInTag {
     font-size: $font-size-small;
     line-height: 8pt;
@@ -321,6 +355,7 @@ button {
     }
 }
 
+
 .beta {
     border-radius: $beta-border-radius;
     display: inline-flex;
@@ -1092,3 +1127,200 @@ a.anchor {
     display: flex;
     flex-wrap: wrap;
 }
+
+/* ── Changelog two-column table layout ─────────────────────────────────────
+   Usage in AsciiDoc:
+     [.cl-table, cols="1,4", frame=none, grid=none]
+     |===
+     a| left cell (label)   a| right cell (content)
+     |===
+   The .cl-label role on a paragraph in the left cell applies brand color.
+── */
+
+.documentView table.tableblock.cl-table {
+    width: 100%;
+    border-spacing: 0;
+    border-collapse: collapse;
+
+
+    /* reset borders applied by the generic table rule */
+    th,
+    td {
+        border-bottom: none;
+        border-top: none;
+    }
+
+    tbody tr {
+
+        &:first-child {
+            border-top: 1px solid var(--border-color);
+
+        }
+    }
+
+    /* left label cell */
+    td.tableblock:first-child {
+        padding: 28px 36px 28px 0;
+        vertical-align: top;
+
+
+        /* sticky label: stays pinned while the right cell's content scrolls */
+        > .content {
+            position: sticky;
+            top: 80px;
+        }
+    }
+
+    /* right content cell — can hold any number of headings and blocks */
+    td.tableblock:last-child {
+        padding: 28px 0;
+        vertical-align: top;
+
+        /* first element sits flush with the top of the label */
+        > .content > *:first-child {
+            margin-top: 0;
+        }
+    }
+
+    /* optional .cl-label role on a paragraph in the left cell */
+    .cl-label p {
+        display: inline-block;
+        border: 1px solid var(--rel-notes-pill-border);
+        background-color: var(--rel-notes-tag-bg-color);
+        color: var(--rel-notes-tag-text);
+        font-size: 15px;
+        font-weight: 350;
+        border-radius: 25px;
+        padding: 6px 16px;
+        line-height: 1.4;
+        margin: 0;
+    }
+}
+
+/* mobile: stack columns */
+@media screen and (max-width: $mobile-resolution-max) {
+    .documentView table.tableblock.cl-table {
+        display: block;
+
+        tbody,
+        tr {
+            display: block;
+        }
+
+        td.tableblock:first-child,
+        td.tableblock:last-child {
+            display: block;
+            padding: 0;
+            white-space: normal;
+        }
+
+        td.tableblock:first-child {
+            padding-bottom: 8px;
+        }
+
+        tbody tr {
+            padding: 20px 0;
+        }
+    }
+}
+
+/* ── Release notes two-column timeline layout ───────────────────────────────
+   Usage in AsciiDoc:
+     == Month Year                              ← h2 month section divider
+     [.release-meta]
+     2026-04-15 [tag greenBackground]#Category# ← date + tag(s) → left column (sticky)
+     === Feature title                          ← h3 → right column
+     Body content...                            ← right column content
+   Writers add [.release-meta] before each === entry. Everything else is
+   standard AsciiDoc. No React changes required.
+── */
+
+/* ── Date/tag text styling (applies at all breakpoints) ── */
+.documentView .sect1 .sectionbody > .paragraph.release-meta p {
+    font-size: 16px;
+    font-weight: 500;
+    color: var(--rel-notes-tag-text);
+    display: flex;
+    flex-direction: column;
+    align-items: flex-start;
+    gap: 6px;
+    margin: 0;
+    flex-wrap: wrap;
+}
+
+/* ── Two-column grid layout ── */
+.documentView .sect1:has(.paragraph.release-meta) {
+    /* Month header (h2) stays above the grid — it's outside .sectionbody */
+
+    .sectionbody {
+        display: grid;
+        grid-template-columns: 190px 1fr;
+        column-gap: 40px;
+        align-items: start;
+    }
+
+    /* Left column: date + tags — sticky while right column scrolls */
+    .sectionbody > .paragraph.release-meta {
+        position: sticky;
+        top: 80px;
+        align-self: start;
+        margin: 0;
+        padding-top: 28px;
+        border-top: 1px solid var(--border-color);
+
+        /* first entry has no top border */
+        &:first-child {
+            padding: 10px 5px 5px 10px;
+            background-color: var(--rel-notes-tag-bg-color);
+            color: var(--rel-notes-tag-text);
+            font-weight: 400;
+            border-radius: 25px;
+            border-top: none;
+        }
+    }
+
+    /* Right column: feature content */
+    .sectionbody > .sect2 {
+        padding-top: 28px;
+        border-top: 1px solid var(--border-color);
+
+        /* h3 sits flush against the top of its grid cell */
+        > h3,
+        > h3.linkable-header {
+            margin-top: 0;
+        }
+    }
+
+    /* first right-column cell matches the first left-column cell: no border */
+    .sectionbody > .paragraph.release-meta:first-child + .sect2 {
+        border-top: none;
+        padding-top: 0;
+    }
+}
+
+/* ── Mobile: revert to single column ── */
+@media screen and (max-width: $mobile-resolution-max) {
+    .documentView .sect1:has(.paragraph.release-meta) {
+        .sectionbody {
+            display: block;
+        }
+
+        .sectionbody > .paragraph.release-meta {
+            position: static;
+            margin-top: 24px;
+            padding-top: 24px;
+            border-top: 1px solid var(--border-color);
+
+            &:first-child {
+                margin-top: 0;
+                padding-top: 0;
+                border-top: none;
+            }
+        }
+
+        .sectionbody > .sect2 {
+            border-top: none;
+            padding-top: 0;
+        }
+    }
+}
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index aeef2fb21..ccb5e5fe8 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -199,6 +199,9 @@ $tag-color-light: $lightgrey;
     --secondary-header-border: #458;
     --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
+    --rel-notes-tag-bg-color: #eef7ff;
+    --rel-notes-tag-text: #0568fa;
+    --rel-notes-pill-border: #aac2f8;    
     --breadcrums-font-color: #5f6368;
     --docmap-border-color: #d9d9d9;
     --border-color-home-search: #a5acb9;
@@ -252,6 +255,7 @@ $tag-color-light: $lightgrey;
 
 #wrapper[data-theme='dark'],
 #docsModal[data-theme='dark'] {
+
     --body-background-color: #161b22;
     --header-color: #0d1117;
     --header-border-color: #cccdcd;
@@ -267,6 +271,10 @@ $tag-color-light: $lightgrey;
     --header-primary-color: #cccdcd;
     --breadcrums-font-color: #8b949e;
     --docmap-border-color: #30363d;
+    --rel-notes-tag-bg-color: #232F43;
+    --rel-notes-tag-text: #fff;
+    --rel-notes-pill-border: #74daff;
+
     --announcement-block-color: #3c4356;
     --announcement-text-color: #e6edf3;
     --admonition-background: #161b22;
diff --git a/src/components/DevDocTemplate/index.tsx b/src/components/DevDocTemplate/index.tsx
index 0c69a09d2..42e0869cb 100644
--- a/src/components/DevDocTemplate/index.tsx
+++ b/src/components/DevDocTemplate/index.tsx
@@ -800,6 +800,7 @@ type DevDocTemplateProps = {
         namePageIdMap: {
             [key: string]: string;
         };
+        navMap?: { [key: string]: string };
         iframeUrl?: string;
     };
     location: Location;
diff --git a/src/components/Docmap/index.tsx b/src/components/Docmap/index.tsx
index b1d0b2481..26a341106 100644
--- a/src/components/Docmap/index.tsx
+++ b/src/components/Docmap/index.tsx
@@ -33,13 +33,13 @@ const Docmap = (props: {
 
     // Track which heading is currently near the top of the viewport
     useEffect(() => {
-        if (!toc) return;
+        if (!toc) return () => {};
         visibleHeadings.current.clear();
 
         const headings = document.querySelectorAll(
             '.documentView h2[id], .documentView h3[id], .documentView h4[id]',
         );
-        if (!headings.length) return;
+        if (!headings.length) return () => {};
 
         const headingIds = Array.from(headings).map((h) => h.id);
 
diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index 253c9c485..d8983a3b7 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -478,7 +478,7 @@
 }
 
 hr {
-    border-color: var(--border-color);
+    border: 0.5px solid var(--border-color);
 }
 
 pre {
diff --git a/src/components/Menu/index.tsx b/src/components/Menu/index.tsx
index 619ffa722..3d5e568e7 100644
--- a/src/components/Menu/index.tsx
+++ b/src/components/Menu/index.tsx
@@ -3,9 +3,12 @@ import { IconContext } from '@react-icons/all-files';
 
 import './index.scss';
 
-const Menu = (props: { config: {} }) => {
+type MenuChild = { label: string; link: string; external?: boolean };
+type MenuItem = { name: string; link?: string; icon?: any; child?: MenuChild[] };
+
+const Menu = (props: { config: MenuItem[] }) => {
     const { config = [] } = props;
-    const handelClick = (menu: { link: string; external: boolean }) => {
+    const handelClick = (menu: { link: string; external?: boolean }) => {
         const { external = false, link } = menu;
         let url = location.origin + '/' + link;
         let target = '_self';
@@ -33,7 +36,7 @@ const Menu = (props: { config: {} }) => {
                 <div className="menu">
                     <button
                         className="menubtn"
-                        onClick={() => (c.link ? handelClick(c) : null)}
+                        onClick={() => (c.link ? handelClick({ link: c.link }) : null)}
                     >
                         {c?.icon ? getIcon(c.icon) : null}
 
@@ -42,7 +45,7 @@ const Menu = (props: { config: {} }) => {
                     {c?.child ? (
                         <div className="menuContent">
                             {c?.child?.map(
-                                (d: { label: string; link: string }) => {
+                                (d: { label: string; link: string; external?: boolean }) => {
                                     return (
                                         <div
                                             data-testid={`menu-${d?.label}`}
diff --git a/src/components/Search/index.tsx b/src/components/Search/index.tsx
index 5167dea15..d639af9cb 100644
--- a/src/components/Search/index.tsx
+++ b/src/components/Search/index.tsx
@@ -29,8 +29,8 @@ type SearchProps = {
 };
 
 const Search: React.FC<SearchProps> = (props) => {
-    const node = useRef();
-    const anchor = useRef();
+    const node = useRef<HTMLDivElement>(null);
+    const anchor = useRef<HTMLAnchorElement>(null);
     const optionListRef = useRef({});
     const [showSearchResult, updateShowSearchResult] = useState(false);
     const [highlightedIndex, setHighlightedIndex] = useState(0);
@@ -45,7 +45,7 @@ const Search: React.FC<SearchProps> = (props) => {
 
     // This handles the mouse click events for suggestion list
     const handleClick = (event: Event) => {
-        if (node?.current?.contains(event.target)) {
+        if (node?.current?.contains(event.target as Node | null)) {
             return;
         }
         updateShowSearchResult(false);
diff --git a/src/configs/doc-configs.js b/src/configs/doc-configs.js
index 2db617077..e05944865 100644
--- a/src/configs/doc-configs.js
+++ b/src/configs/doc-configs.js
@@ -22,8 +22,8 @@ module.exports = {
         //   'https://developers.thoughtspot.com/docs/26.3.0.cl?pageid=whats-new'
         // - GA: ' /docs/whats-new'
         //linkHref: '/docs/whats-new',
-        linkHref: '/docs/26.4.0.cl?pageid=whats-new',
-        linkText: 'Version 26.4.0.cl',
+        linkHref: '/docs/26.5.0.cl?pageid=whats-new',
+        linkText: 'Version 26.5.0.cl',
         openInNewTab: true,
     },
     TYPE_DOC_PREFIX: 'typedoc',
@@ -47,11 +47,11 @@ module.exports = {
         DEV: 'dev',
     },
     VERSION_DROPDOWN: [
-	    {
-            label: '26.4.0.cl',
-            link: '26.4.0.cl',
+        {
+            label: '26.5.0.cl',
+            link: ' ',
             subLabel: 'Cloud (Latest)',
-            iframeUrl: 'https://developer-docs-26-4-0-cl.vercel.app/docs/',
+            iframeUrl: 'https://developer-docs-26-5-0-cl.vercel.app/docs/',
         },
     ],
     CUSTOM_PAGE_ID: {

From 1b3be14cc37093963562d5fc07f902785b1e0422 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Wed, 29 Apr 2026 22:00:29 +0530
Subject: [PATCH 130/161] review comments update

---
 modules/ROOT/pages/common/nav.adoc            |  11 ++
 .../pages/mcp-connect-custom-chatbot.adoc     |   9 +-
 modules/ROOT/pages/mcp-integration.adoc       | 138 ++----------------
 modules/ROOT/pages/mcp-server-changelog.adoc  |  20 +--
 modules/ROOT/pages/mcp-server-legacy.adoc     |  61 ++++++++
 modules/ROOT/pages/mcp-server-spotter3.adoc   |  94 ++++++++++++
 .../ROOT/pages/mcp-tool-reference-guide.adoc  |  64 ++++++--
 7 files changed, 245 insertions(+), 152 deletions(-)
 create mode 100644 modules/ROOT/pages/mcp-server-legacy.adoc
 create mode 100644 modules/ROOT/pages/mcp-server-spotter3.adoc

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index c637b6adc..4b9c13492 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -45,8 +45,19 @@ Get started
 ** link:{{navprefix}}/rest-apiv2-reference[REST API]
 ** link:{{navprefix}}/mcp-tool-reference[MCP tools]
 
+<<<<<<< HEAD
 [.sidebar-title]
 Build and deploy
+=======
+* MCP Servers and tools
+** link:{{navprefix}}/ai-analytics-integration[ThoughtSpot AI analytics integration]
+** link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
+*** link:{{navprefix}}/mcp-server-spotter3[MCP Server with Spotter 3]
+*** link:{{navprefix}}/mcp-server-legacy[Legacy MCP Server architecture and tools]
+** link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
+** link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
+** link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
+>>>>>>> 8520178c (review comments update)
 
 * link:{{navprefix}}/development-and-deployment[Development and deployment]
 ** link:{{navprefix}}/thoughtspot-objects[ThoughtSpot objects]
diff --git a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
index 1bcb12cae..fbc60144b 100644
--- a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
+++ b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
@@ -159,9 +159,15 @@ To verify the integration:
 
 . Start a chat session by asking a question and verify whether your chatbot's LLM is calling the ThoughtSpot MCP tools to generate a response. +
 . Verify the tool calls. For information about tool calls and responses, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
-. Verify the Livebaord creation workflow and check whether a Liveboard is created in ThoughtSpot.
+. Verify the Liveboard creation workflow and check whether a Liveboard is created in ThoughtSpot.
 . Verify whether the metadata in the output includes the URL to embed a visualization in an iframe or HTML snippet.
 
+== Displaying visualization in iframe
+Visualizations are returned as ThoughtSpot Answers via iframes. Use the xref:generated/typedoc/Function/startAutoMCPFrameRenderer.adoc[startAutoMCPFrameRenderer] function to display the iframe.
+
+An example project showing how this is used in the `app.jsx` file with a code sample is available in the link:https://github.com/thoughtspot/developer-examples/blob/main/mcp/python-react-agent-simple-ui/client/src/App.jsx[developer-examples GitHub repository, window=_blank].
+
+
 == Troubleshooting errors
 
 Cannot connect to MCP Server::
@@ -179,6 +185,7 @@ Authentication failure::
 == MCP tools and response
 For information about tool calls and responses, refer to the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
+
 == Additional resources
 
 * To view the MCP Server code, go to the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index d8fcda9a6..d81f1668f 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -34,7 +34,6 @@ If your application already has an AI chat interface or agentic experience, you
 
 **When to use**:
 Use this option if your organization requires a custom conversation flow, backend orchestration, and a tailored analytics experience for your users.
-||
 |===
 
 Regardless of integration mode, ThoughtSpot’s semantic layer, data context, and security features ensure trusted and governed analytics for all users.
@@ -47,7 +46,6 @@ ThoughtSpot MCP Server is available as an add-on with the following link:https:/
 
 To learn more about subscription options, contact your ThoughtSpot sales representative.
 
-
 == Core components and roles
 The MCP Server integration and orchestration layers include the following core components:
 
@@ -61,7 +59,7 @@ The MCP Server integration and orchestration layers include the following core c
 |*MCP client*
 a|The MCP client discovers available tools, manages the MCP connection to the server, and passes tool calls between the LLM and the MCP Server.
 
-|*ThoughtSpot MCP Server*  a|
+|*ThoughtSpot MCP Server* a|
 The remote MCP server hosted by ThoughtSpot.
 
 - Acts as a gateway between the MCP client and ThoughtSpot.
@@ -82,55 +80,18 @@ The following figure illustrates the interaction between the user, agent, and MC
 [.widthAuto]
 image::./images/agents-mcp-server-arch.png[MCP integration]
 
-== MCP Server architecture
-ThoughtSpot MCP Server supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank], which enables advanced analytics, forecasting, multi-step reasoning and analysis, and deep research capabilities.
-The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, richer interactions, and direct embedding of visualizations.
-
-[cols="2,4,4", options="header"]
-|====
-||Legacy MCP Server setup|MCP Server with Spotter 3
-|**Functional differences**
-|Limited capabilities for complex analysis and context integration.
-a|* Supports advanced analytics, forecasting, and deep research capabilities.
-* Supports asynchronous streaming, session-based conversations, and context integration.
-* The new version uses a different MCP Server URL and supports new MCP tools.
-
-
-|**Recommended for**
-|Maintaining existing integrations only.
-|All new integrations
-
-|**Integration pattern +
-Session model +
-Response processing**
-|Synchronous and stateless integration pattern. Each tool call is independent. Does not support persistent sessions and requires prior context to be injected manually on every follow-up call.
-
-|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications. Context is retained automatically across all follow-up questions within the session.
-
-|**Data source selection**
-|Requires a separate tool call (`getDataSourceSuggestions`) to retrieve source suggestions.
-|Built into session creation. If the `data_source_id` is not explicitly specified in the query, the most relevant source is automatically selected based on user's query.
+== MCP Server architecture and tools
+For more information about MCP tools, resources and workflow processing, see the following documentation:
 
-|**Response delivery**
-|Returns full response in a single synchronous call.
-|Responses are streamed incrementally; updates are accumulated via polling.
+* xref:mcp-server-spotter3.adoc[MCP Server with Spotter 3]
+* xref:mcp-server-legacy.adoc[Legacy MCP Server architecture and tools].
 
-|**Follow-up questions**
-|Requires prior context on every follow-up call.
-|The session retains context automatically. +
-Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question/message.
+////
 
 |**Embedded visualizations**
 |Not supported in turnkey platforms; requires additional development work in custom apps.
 |Supports direct embedding of charts in MCP clients and via `iframe_url` in custom apps. Every answer includes an `iframe_url` that renders as an interactive ThoughtSpot visualization.
 
-|**API versioning support**
-|Not available.
-|Supports date-based API versioning, which is identified in the MCP Server URL as `?api-version=YYYY-MM-DD`.
-|||
-|====
-
-////
 === MCP tools and resources
 The following table
 [cols="2,2,4", options="header"]
@@ -181,88 +142,7 @@ Creates a dashboard from `answer_id` values collected from the session update ty
 |`send_session_message` with the same `analytical_session_id`. The session retains context automatically. The `additional_context` parameter can be included to inject new context for each follow-up question or message.
 ||
 |===
-
-
 ////
-=== MCP Server version with Spotter 3
-The new version introduces Spotter 3 capabilities, advanced reasoning,
-forecasting, and deep research, with a set of MCP tools built around an asynchronous, session-based architecture. In this version, the full response is streamed incrementally across multiple polling calls.
-
-The following figure illustrates the MCP architecture, tool calls, and workflow in the new MCP Server version:
-
-[.widthAuto]
-image::./images/mcp-architecture-new.png[MCP architecture new]
-
-==== Tool calls and workflow processing
-The workflow in the new MCP Server version typically includes the following stages:
-
-1. *User asks a question* +
-A user sends a query in the chat interface to get data insights. For
-example, _What were the total sales of Jackets and Bags in the Northeast
-last year?_
-
-2. *Agent calls `create_analysis_session`* +
-The agent calls `create_analysis_session` to establish a stateful analytical session with ThoughtSpot's Spotter 3 engine. ThoughtSpot returns an `analytical_session_id` that identifies the session for all subsequent calls. +
-If the user specified a data source, the agent passes it as the optional `data_source_id` parameter. If not specified, ThoughtSpot automatically selects the most relevant data source based on the question.
-
-3. *Agent calls `send_session_message`* +
-The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April`  or `The user is a manager of the West region`. +
-ThoughtSpot confirms receipt with a `success` response and begins processing the question asynchronously. The answer is not returned in this call.
-
-4. *Agent polls `get_session_updates` for results* +
-The agent calls `get_session_updates` repeatedly in a loop until `is_done` is `true`. ThoughtSpot streams updates incrementally across multiple polls. The agent must accumulate updates from every poll. ThoughtSpot returns the following update types:
-
-* `text-chunk` - real-time thinking narration from Spotter describing what it is doing, streamed in fragments. Concatenate chunks in order to form the complete narration.
-* `text` - complete standalone messages representing clarifications, caveats, or assumptions Spotter made during analysis.
-* `answer` - a final analytical result containing:
-** `answer_title` - a human-readable description of what the answer shows.
-** `answer_query` - the ThoughtSpot search query used to generate the answer.
-** `iframe_url` - an embeddable URL for rendering an interactive ThoughtSpot visualization.
-** `answer_id` - a unique identifier for the answer, used as input for creating a dashboard.
-
-5. *A dashboard is generated from the results (optional)* +
-The user can choose to save answers from the conversation as a ThoughtSpot dashboard. For this workflow, the agent extracts the `answer_id` and `answer_title` from each `answer` type update collected during polling and calls `create_dashboard`. +
-ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
-`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI.
-
-6. *User asks a follow-up question (optional)* +
-The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the `same analytical_session_id`. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
-
-For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
-
-=== Legacy MCP server setup
-The legacy MCP server setup uses synchronous architecture. Every tool call returns its result immediately in a single response. There is no session state, polling loop, or streaming, and the full answer is always returned inline.
-
-[.widthAuto]
-image::./images/mcp-architecture-legacy.png[MCP architecture legacy]
-
-==== Tool calls and workflow processing
-The workflow in the legacy MCP Server setup typically includes the following stages:
-
-. *User asks a question* +
-A user sends a query in the chat interface to get data. For example, `What were the total sales of Jackets and Bags in the Northeast last year?` +
-Optionally, the user can specify the data context to generate a response.
-
-. *Agent calls `getDataSourceSuggestions` (optional)* +
-If the user’s question doesn’t specify a data source, the agent can call `getDataSourceSuggestions` to retrieve a list of relevant ThoughtSpot data sources.
-ThoughtSpot returns candidate data sources (models) with confidence scores and reasoning.
-
-. *User's query is decomposed into sub-questions* +
-To break the user’s query into sub-questions, the agent calls `getRelevantQuestions`. ThoughtSpot returns the AI-suggested, schema-aware questions that are easier to execute analytically.
-
-. *The query is processed for generating answers* +
-For each suggested or chosen question, the agent calls `getAnswer`. ThoughtSpot returns the following: +
-* Preview data for LLM reasoning.
-* Visualization metadata, including an embeddable `frame_url`.
-* `session_identifier` and `generation_number` for charts that are used as input for creating a Liveboard.
-
-. *A Liveboard is generated from the results* (optional) +
-To save answers from the conversation sessions in a ThoughtSpot Liveboard, the agent extracts the `question`, `session_identifier`, and `generation_number` from each `getAnswer` response and calls `createLiveboard`. +
-ThoughtSpot creates a persistent Liveboard from the session's answers and returns identifiers and a `frame_url` for the Liveboard.
-
-In the legacy MCP Server setup, to ask a follow-up question, the agent calls the `getRelevantQuestions` again, because the server doesn't retain context. For follow-up questions, the agent must pass the context explicitly via `additionalContext`.
-
-For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 
 == MCP Server versions
 
@@ -284,18 +164,18 @@ To automatically receive every new version of the MCP tools as ThoughtSpot relea
 (Plug-and-play integration)  a| * `\https://agent.thoughtspot.app/mcp` +
 Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future.
 *  `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` (Recommended) +
-Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-22`
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-30`
 
 |**Bearer token apps**  a| * `\https://agent.thoughtspot.app/token/mcp` +
 Always points to the latest version.
 * `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` +
-Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-22`
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-30`
 |====
 
 [IMPORTANT]
 ====
 The `\https://agent.thoughtspot.app/openai/mcp` and `\https://agent.thoughtspot.app/bearer/mcp` are deprecated and point to the version with legacy MCP tools only.
-ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_april_22_2026[MCP server changelog].
+ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_april_30_2026[MCP server changelog].
 ====
 
 == Next steps
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index 7709819e1..b9c58bafb 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -24,17 +24,17 @@ This changelog lists the new features, enhancements, and other changes introduce
 // *Affects:* Developers, Administrators, End Users
 // ============================================================
 
-== April 22, 2026
+== April 30, 2026
 [div announcementBlock]
 --
-*API version string:* `?api-version=2026-04-22`. +
+*API version string:* `?api-version=2026-04-30`. +
 *Status:* Now available for upgrades. +
 *Upgrade recommendation*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. Refer to the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
 --
 
 === Support for Spotter 3 [.version-badge.new]#New#
 ThoughtSpot MCP Server now supports Spotter 3, enabling advanced analytics, forecasting, multi-step reasoning, and deep research. The new MCP tools support real-time streaming, session-based conversations, richer interactions, and direct embedding of visualizations in MCP-aware apps. +
-For more information, see xref:mcp-integration.adoc#_mcp_server_architecture[MCP Server] documentation.
+For more information, see xref:mcp-integration.adoc#_mcp_server_architecture_and_tools[MCP Server architecture and tools] documentation.
 
 === MCP tools and processing model [.version-badge.breaking]##Breaking change##
 The new Spotter 3-powered MCP tools are available at a separate MCP Server URL. +
@@ -71,7 +71,7 @@ The `send_session_message` does not return an answer. Integrations must now impl
 ====
 
 === MCP server URL changes and API versioning [.version-badge.breaking]##Breaking change##
-All MCP Server URLs now support date-based version, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
+All MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
 
 [cols="6,4", options="header"]
 |====
@@ -87,7 +87,7 @@ a|**URL with the API version**:  +
 `\https://agent.thoughtspot.app/token/mcp`. Always points to the latest version.
 
 |`\https://agent.thoughtspot.app/mcp` +
-Supports legacy MCP tools only. It will point to the latest version in an upcoming release. If your integration uses this URL without api-version, it will silently switch to the new tool set when migrated. To prevent unintended changes, add  `?api-version` to the URL.
+Supports legacy MCP tools only. It will point to the latest version in an upcoming release. If your integration uses this URL without api-version, it will silently switch to the new tool set when migrated. To prevent unintended changes, add `?api-version` to the URL.
 
 |`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
 
@@ -100,7 +100,7 @@ For OAuth apps, you can use `\https://agent.thoughtspot.app/mcp?api-version={YYY
 
 [IMPORTANT]
 ====
-* The MCP Server URLs without the API version always point to the latest version and may introduce changes. Pin your integration to a tested version using `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-22`.
+* The MCP Server URLs without the API version always point to the latest version and may introduce changes. Pin your integration to a tested version using `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-30`.
 * If the API version is set to a future date, the server returns the latest API version released before the date specified in the URL.
 
 * To pin your integration to a specific version, append the `?api-version={YYYY-MM-DD}` parameter to the MCP Server URL and specify the date string.
@@ -117,12 +117,12 @@ To update your integration to use Spotter 3 features and the new MCP tools, foll
 . Test your integration end-to-end.
 . Roll out to production environments after validation.
 
-== April 21, 2026
+== April 29, 2026
 [div announcementBlock]
 --
-*API version string:* `?api-version=2026-04-21` or an earlier date string +
+*API version string:* `?api-version=2026-04-29` or an earlier date string +
 **Status**: Supported +
-**Upgrade recommendation**: Supports the legacy MCP tools and URLs only. Migrate your integrations to 2026-04-22 or a later version. +
+**Upgrade recommendation**: Supports the legacy MCP tools and URLs only. Migrate your integrations to 2026-04-30 or a later version. +
 --
 
 === MCP tools, processing model, and answer retrieval
@@ -142,5 +142,5 @@ Supports the following URLs:
 * `\https://agent.thoughtspot.app/bearer/mcp` (Bearer Token Apps)
 * `\https://agent.thoughtspot.app/openai/mcp` (OpenAI-compatible clients)
 
-These URLs are deprecated in the MCP Server 2026-04-22 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
+These URLs are deprecated in the MCP Server 2026-04-30 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
 
diff --git a/modules/ROOT/pages/mcp-server-legacy.adoc b/modules/ROOT/pages/mcp-server-legacy.adoc
new file mode 100644
index 000000000..d10e0fbfd
--- /dev/null
+++ b/modules/ROOT/pages/mcp-server-legacy.adoc
@@ -0,0 +1,61 @@
+= Legacy MCP Server architecture and tools
+:toc: true
+:toclevels: 3
+
+:page-title: Legacy MCP Server architecture and tools
+:page-pageid: mcp-server-legacy
+:page-description: Learn about the legacy MCP Server architecture and how it fits into your AI and analytics architecture.
+
+The legacy MCP server setup uses synchronous architecture. It does not support advanced analytics, session context retention, automatic data source selection, streaming responses, and the full answer is always returned inline. All context and data source management must be handled by the client on every request.
+
+Functional capabilities::
+Limited capabilities for complex analysis and context integration.
+When to use::
+It is recommended only for maintaining existing integrations, not for new development or advanced use cases.
+Integration pattern and session model::
+The integration pattern is synchronous and stateless. Each tool call is independent and there is no persistent session. Any required context must be manually injected with every follow-up call, as the server does not retain context between requests.
+
+Data source selection::
+Data source suggestions are not built-in. A separate tool call (`getDataSourceSuggestions`) is required to retrieve possible data sources for each query.
+
+Response delivery::
+The server returns the full response in a single, synchronous call. There is no support for streaming or incremental updates.
+
+Follow-up questions::
+Every follow-up call requires the prior context to be manually included, as the server does not maintain conversational state.
+
+[.widthAuto]
+image::./images/mcp-architecture-legacy.png[MCP architecture legacy]
+
+== Tool calls and workflow processing
+The workflow in the legacy MCP Server setup typically includes the following stages:
+
+. *User asks a question* +
+A user sends a query in the chat interface to get data. For example, `What were the total sales of Jackets and Bags in the Northeast last year?` +
+Optionally, the user can specify the data context to generate a response.
+
+. *Agent calls `getDataSourceSuggestions` (optional)* +
+If the user’s question doesn’t specify a data source, the agent can call `getDataSourceSuggestions` to retrieve a list of relevant ThoughtSpot data sources.
+ThoughtSpot returns candidate data sources (models) with confidence scores and reasoning.
+
+. *User's query is decomposed into sub-questions* +
+To break the user’s query into sub-questions, the agent calls `getRelevantQuestions`. ThoughtSpot returns the AI-suggested, schema-aware questions that are easier to execute analytically.
+
+. *The query is processed for generating answers* +
+For each suggested or chosen question, the agent calls `getAnswer`. ThoughtSpot returns the following: +
+* Preview data for LLM reasoning.
+* Visualization metadata, including an embeddable `frame_url`.
+* `session_identifier` and `generation_number` for charts that are used as input for creating a Liveboard.
+
+. *A Liveboard is generated from the results* (optional) +
+To save answers from the conversation sessions in a ThoughtSpot Liveboard, the agent extracts the `question`, `session_identifier`, and `generation_number` from each `getAnswer` response and calls `createLiveboard`. +
+ThoughtSpot creates a persistent Liveboard from the session's answers and returns identifiers and a `frame_url` for the Liveboard.
+
+In the legacy MCP Server setup, to ask a follow-up question, the agent calls the `getRelevantQuestions` again, because the server doesn't retain context. For follow-up questions, the agent must pass the context explicitly via `additionalContext`.
+
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP tool reference guide].
+
+
+== Additional resources
+* For information about MCP, see the link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].
+* For implementation details, see the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-server-spotter3.adoc b/modules/ROOT/pages/mcp-server-spotter3.adoc
new file mode 100644
index 000000000..d49fe5496
--- /dev/null
+++ b/modules/ROOT/pages/mcp-server-spotter3.adoc
@@ -0,0 +1,94 @@
+= MCP server with Spotter 3 capabilities
+:toc: true
+:toclevels: 3
+
+:page-title: MCP Server with Spotter 3 capabilities
+:page-pageid: mcp-server-spotter3
+:page-description: Learn about the MCP Server with Spotter 3 capabilities, including advanced analytics, streaming responses, and session-based conversations.
+
+ThoughtSpot MCP Server supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank], which enables advanced analytics, forecasting, multi-step reasoning and analysis, and deep research capabilities.
+The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, richer interactions, and direct embedding of visualizations.
+
+[cols="2,4,4", options="header"]
+|====
+||Legacy MCP Server setup|MCP Server with Spotter 3
+|**Functional differences**
+|Limited capabilities for complex analysis and context integration.
+a|* Supports advanced analytics, forecasting, and deep research capabilities.
+* Supports asynchronous streaming, session-based conversations, and context integration.
+
+|**Recommended for**
+|Maintaining existing integrations only.
+|All new integrations
+
+|**Integration pattern +
+Session model +
+Response processing**
+|Synchronous and stateless integration pattern. Each tool call is independent. Does not support persistent sessions and requires prior context to be injected manually on every follow-up call.
+
+|Asynchronous and stateful sessions. Allows multiple follow-up questions within a session. Responses are streamed with intermediate updates, including thinking narration and clarifications. Context is retained automatically across all follow-up questions within the session.
+
+|**Data source selection**
+|Requires a separate tool call (`getDataSourceSuggestions`) to retrieve source suggestions.
+|Built into session creation. If the `data_source_id` is not explicitly specified in the query, the most relevant source is automatically selected based on the user's query.
+
+|**Response delivery**
+|Returns full response in a single synchronous call.
+|Responses are streamed incrementally; updates are accumulated via polling.
+
+|**Follow-up questions**
+|Requires prior context on every follow-up call.
+|The session retains context automatically. +
+Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question/message.
+
+|**API versioning support**
+|Not available.
+|Supports date-based API versioning, which is identified in the MCP Server URL as `?api-version=YYYY-MM-DD`.
+|||
+|====
+
+The following figure illustrates the MCP architecture, tool calls, and workflow in the new MCP Server version:
+
+[.widthAuto]
+image::./images/mcp-architecture-new.png[MCP architecture new]
+
+== Tool calls and workflow processing
+The workflow in the MCP Server with Spotter 3 typically includes the following stages:
+
+1. *User asks a question* +
+A user sends a query in the chat interface to get data insights. For
+example, _What were the total sales of Jackets and Bags in the Northeast
+last year?_
+
+2. *Agent calls `create_analysis_session`* +
+The agent calls `create_analysis_session` to establish a stateful analytical session with ThoughtSpot's Spotter 3 engine. ThoughtSpot returns an `analytical_session_id` that identifies the session for all subsequent calls. +
+If the user specified a data source, the agent passes it as the optional `data_source_id` parameter. If not specified, ThoughtSpot automatically selects the most relevant data source based on the question.
+
+3. *Agent calls `send_session_message`* +
+The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April`  or `The user is a manager of the West region`. +
+ThoughtSpot confirms receipt with a `success` response and begins processing the question asynchronously. The answer is not returned in this call.
+
+4. *Agent polls `get_session_updates` for results* +
+The agent calls `get_session_updates` repeatedly in a loop until `is_done` is `true`. ThoughtSpot streams updates incrementally across multiple polls. The agent must accumulate updates from every poll. ThoughtSpot returns the following update types:
+
+* `text-chunk` - real-time thinking narration from Spotter describing what it is doing, streamed in fragments. Concatenate chunks in order to form the complete narration.
+* `text` - complete standalone messages representing clarifications, caveats, or assumptions Spotter made during analysis.
+* `answer` - a final analytical result containing:
+** `answer_title` - a human-readable description of what the answer shows.
+** `answer_query` - the ThoughtSpot search query used to generate the answer.
+** `iframe_url` - an embeddable URL for rendering an interactive ThoughtSpot visualization.
+** `answer_id` - a unique identifier for the answer, used as input for creating a dashboard.
+
+5. *A dashboard is generated from the results (optional)* +
+The user can choose to save answers from the conversation as a ThoughtSpot dashboard. For this workflow, the agent extracts the `answer_id` and `answer_title` from each `answer` type update collected during polling and calls `create_dashboard`. +
+ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
+`dashboard_url`, a direct link to the dashboard in the ThoughtSpot UI.
+
+6. *User asks a follow-up question (optional)* +
+The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the same `analytical_session_id`. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
+
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP tool reference guide].
+
+== Additional resources
+* For information about MCP, see the link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].
+* For implementation details, see the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
index 4090baec5..4407ede6d 100644
--- a/modules/ROOT/pages/mcp-tool-reference-guide.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -6,7 +6,7 @@
 :page-pageid: mcp-tool-reference
 :page-description: Refer to this guide to learn which MCP tools are supported, input parameters used for tool calls, and the response format.
 
-ThoughtSpot MCP Server provides specialized tools that enables the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
+ThoughtSpot MCP Server provides specialized tools that enable the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
 
 * xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP Server version with Spotter 3] [.version-badge.new]#New#
 * xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP Server with legacy tools]
@@ -59,7 +59,7 @@ call_mcp_tool(
 * Always capture the returned `analytical_session_id`. It is required for all subsequent calls.
 
 === send_session_message
-Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly, use `get_session_updates` to retrieve the response.
+Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly; use `get_session_updates` to retrieve the response.
 
 ==== Input parameters
 
@@ -67,7 +67,7 @@ Send a natural language analytical question or follow-up to an existing session.
 |====
 |Field|Description
 
-|`analytical_session_id` | The session to send the message to. Obtained from the  `create_analysis_session` call.
+|`analytical_session_id` | The session to send the message to. Obtained from the `create_analysis_session` call.
 |`message`|A natural language analytical question or follow-up to send to the ThoughtSpot agent.
 |`additional_context` +
 __Optional__|Can be used to provide external information relating to the question. For example, “The user’s fiscal year starts in April”, or “The user is a manager of the West region”.
@@ -196,14 +196,14 @@ Poll returning final updates:
 ==== Handling streamed responses
 Spotter queries are processed asynchronously and streamed in real time. This means the full response is never contained in a single `get_session_updates` call.
 
-Each call to `get_session_updates` returns only the updates produced since the previous call. On any given poll, `session_updates` might be empty (when Spotter is still thinking), contain a few chunks, or contain several updates at once. These arrive as +text+ or +text-chunk+ updates before the final +answer+ update appears. This intermediate content gives insight into how Spotter arrived at its result and should be preserved and presented to the user. As it works through a question, it emits intermediate content that reflects its reasoning process. A typical response sequence might look like:
+Each call to `get_session_updates` returns only the updates produced since the previous call. On any given poll, `session_updates` might be empty (when Spotter is still thinking), contain a few chunks, or contain several updates at once. These arrive as `text` or `text-chunk` updates before the final `answer` update appears. This intermediate content gives insight into how Spotter arrived at its result and should be preserved and presented to the user. As it works through a question, it emits intermediate content that reflects its reasoning process. A typical response sequence might look like:
 
 . Thinking narration: `text-chunk` updates describing what Spotter is doing. For example, "Let me look at your sales data broken down by region..."
 . Clarifications or caveats: `text` updates explaining assumptions, filters applied, or potential ambiguities in the question.
 . Intermediate conclusions: partial results or contextual notes before the final answer.
 . The final answer: one or more `answer` updates containing the visualization title, the underlying query, and the embeddable iframe URL.
 
-This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content, the thinking, narration, and the final answer, should be accumulated and presented together to give the user the full picture.
+This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content — the thinking, the narration, and the final answer — should be accumulated and presented together to give the user the full picture.
 
 ==== Type definition: session_update
 
@@ -309,13 +309,52 @@ dashboard = call_mcp_tool(
 === Visualizations embedded in iframe
 When displaying the embedded visualization using the `iframe_url` property, the following user interaction features will be included by default:
 
-* Hover on data points to view details
-* Switch between chart and table mode
-* Click on table/axis headers to sort the visualization
-* Hover on search tokens to view details about the column or keyword
-* Make a copy (open Answer/Visualization page)
-* Download data (PNG, CSV, etc.)
-* Custom actions configured via Visual Embed SDK.
+
+[cols="2,2,2", options="header"]
+|===
+| Area
+| Option
+| Visibility
+.5+| Primary actions and actions in the More (`...`) options menu
+| **Pin**
+| Visible
+
+| **Save**
+| Visible
+| **Download**
+| Visible
+
+| **Edit**
+| Not visible
+| **Add to Coaching**
+| Not visible
+.8+| Context menu actions
+| **Aggregate**
+| Visible
+| **Filter**
+| Visible
+| **Sort**
+| Visible
+| **Position**
+| Visible
+| **Conditional formatting**
+| Not visible
+| **Rename**
+| Not visible
+| **Edit**
+| Not visible
+| **Remove**
+| Not visible
+.4+| Axis menu
+| **Exclude**
+| Visible
+| **Only include**
+| Visible
+| **Drill down**
+| Visible
+| **Show underlying data**
+| Visible
+|===
 
 The following features are not supported directly. However, you can use the *Make a Copy* option to get access to these capabilities:
 
@@ -325,6 +364,7 @@ The following features are not supported directly. However, you can use the *Mak
 * Show underlying data, view query SQL or query visualizer
 * SpotIQ analysis
 
+
 == Legacy MCP Server setup
 The following sections outline the MCP request input schema and data structure of the response.
 

From 113718acddbdd78e46af7764aeec4363774293a9 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 09:39:32 +0530
Subject: [PATCH 131/161] edits

---
 modules/ROOT/pages/common/nav-mcp-server.adoc | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index b2f0e1fa8..aef64da88 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -8,6 +8,8 @@
 MCP Server and tools
 
 * link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
+** link:{{navprefix}}/mcp-server-spotter3[MCP Server with Spotter 3]
+** link:{{navprefix}}/mcp-server-legacy[Legacy MCP Server architecture and tools]
 * link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
 * link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
 * link:{{navprefix}}/mcp-tool-reference[MCP tool reference]

From 9efd9de49e492091a4eb4ed0880afcde81e39d05 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 09:51:19 +0530
Subject: [PATCH 132/161] github link updates

---
 src/components/Header/index.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/Header/index.tsx b/src/components/Header/index.tsx
index e0acd6fa2..be47dad3b 100644
--- a/src/components/Header/index.tsx
+++ b/src/components/Header/index.tsx
@@ -178,7 +178,7 @@ const Header = (props: {
                         {/* GitHub nav link */}
                         {isMaxMobileResolution && (
                             <a
-                                href="https://github.com/thoughtspot/visual-embed-sdk"
+                                href="https://github.com/orgs/thoughtspot/repositories"
                                 target="_blank"
                                 rel="noopener noreferrer"
                                 className="header-nav-link"

From 47fb95056a5f273cd99591027856254775a4be08 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 09:56:31 +0530
Subject: [PATCH 133/161] rest api menu edits

---
 modules/ROOT/pages/common/nav-rest-api.adoc | 49 ++++++++++-----------
 1 file changed, 24 insertions(+), 25 deletions(-)

diff --git a/modules/ROOT/pages/common/nav-rest-api.adoc b/modules/ROOT/pages/common/nav-rest-api.adoc
index a83c6dfaa..a9fec3165 100644
--- a/modules/ROOT/pages/common/nav-rest-api.adoc
+++ b/modules/ROOT/pages/common/nav-rest-api.adoc
@@ -61,31 +61,30 @@ REST API Tutorials
 [.sidebar-title]
 REST API v1 (DEPRECATED)
 
-* link:{{navprefix}}/rest-api-getstarted[REST API v1 ^DEPRECATED^]
-** link:{{navprefix}}/rest-api-getstarted[Get started]
-** link:{{navprefix}}/api-auth-session[REST API v1 authentication]
-** link:{{navprefix}}/catalog-and-audit[Catalog and audit content]
-** link:{{navprefix}}/rest-api-pagination[Paginate API response]
-** link:{{navprefix}}/rest-api-reference[REST API v1 Reference]
-*** link:{{navprefix}}/orgs-api[Orgs API]
-*** link:{{navprefix}}/user-api[User API]
-*** link:{{navprefix}}/group-api[Group API]
-*** link:{{navprefix}}/role-api[Role API]
-*** link:{{navprefix}}/session-api[Session API]
-*** link:{{navprefix}}/connections-api[Data connection API]
-*** link:{{navprefix}}/metadata-api[Metadata API]
-*** link:{{navprefix}}/admin-api[Admin API]
-*** link:{{navprefix}}/tml-api[TML API]
-*** link:{{navprefix}}/dependent-objects-api[Dependent objects API]
-*** link:{{navprefix}}/search-data-api[Search data API]
-*** link:{{navprefix}}/liveboard-data-api[Liveboard data API]
-*** link:{{navprefix}}/liveboard-export-api[Liveboard export API]
-*** link:{{navprefix}}/security-api[Security API]
-*** link:{{navprefix}}/logs-api[Audit logs API]
-*** link:{{navprefix}}/materialization-api[Materialization API]
-*** link:{{navprefix}}/database-api[Database API]
-*** link:{{navprefix}}/rest-v1-changelog[REST API v1 changelog]
-*** link:{{navprefix}}/v1v2-comparison[REST v1 and v2.0 comparison]
+* link:{{navprefix}}/rest-api-getstarted[Get started]
+* link:{{navprefix}}/api-auth-session[REST API v1 authentication]
+* link:{{navprefix}}/catalog-and-audit[Catalog and audit content]
+* link:{{navprefix}}/rest-api-pagination[Paginate API response]
+* link:{{navprefix}}/rest-api-reference[REST API v1 Reference]
+** link:{{navprefix}}/orgs-api[Orgs API]
+** link:{{navprefix}}/user-api[User API]
+** link:{{navprefix}}/group-api[Group API]
+** link:{{navprefix}}/role-api[Role API]
+** link:{{navprefix}}/session-api[Session API]
+** link:{{navprefix}}/connections-api[Data connection API]
+** link:{{navprefix}}/metadata-api[Metadata API]
+** link:{{navprefix}}/admin-api[Admin API]
+** link:{{navprefix}}/tml-api[TML API]
+** link:{{navprefix}}/dependent-objects-api[Dependent objects API]
+** link:{{navprefix}}/search-data-api[Search data API]
+** link:{{navprefix}}/liveboard-data-api[Liveboard data API]
+** link:{{navprefix}}/liveboard-export-api[Liveboard export API]
+** link:{{navprefix}}/security-api[Security API]
+** link:{{navprefix}}/logs-api[Audit logs API]
+** link:{{navprefix}}/materialization-api[Materialization API]
+** link:{{navprefix}}/database-api[Database API]
+** link:{{navprefix}}/rest-v1-changelog[REST API v1 changelog]
+** link:{{navprefix}}/v1v2-comparison[REST v1 and v2.0 comparison]
 
 
 //** link:{{navprefix}}/graphql-guide[GraphQL API ^Beta^]

From 74dc74042c6557c1104659683468a6206c15cb1d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 10:37:00 +0530
Subject: [PATCH 134/161] edits

---
 modules/ROOT/pages/security-api.adoc | 580 +++++++++++++++++++++++++++
 1 file changed, 580 insertions(+)
 create mode 100644 modules/ROOT/pages/security-api.adoc

diff --git a/modules/ROOT/pages/security-api.adoc b/modules/ROOT/pages/security-api.adoc
new file mode 100644
index 000000000..b703b5852
--- /dev/null
+++ b/modules/ROOT/pages/security-api.adoc
@@ -0,0 +1,580 @@
+= Security APIs
+:toc: true
+:toclevels: 1
+
+:page-title: Security API
+:page-pageid: security-api
+:page-description: security API
+
+The Security APIs allow you to share ThoughtSpot objects, such as Liveboards and visualizations, with another user or a user group. Any ThoughtSpot user can share objects with another user or user group.
+
+== Supported operations
+
+include::{path}/security-api-list.adoc[]
+
+=== Required permissions
+
+* To query object permissions, you must have administrator access.
+* To share an object or visualization with another user, you must have edit access to the object.
+
+[#share-object]
+== Share objects with another user
+
+To programmatically share ThoughtSpot objects with another user or user group, use the `/tspublic/v1/security/share` API.
+
+When you share an object like a Liveboard or visualization, a notification with a live link is sent to the user. When the users access this object, they can view the last saved version of the object.
+
+=== Resource URL
+----
+POST /tspublic/v1/security/share
+----
+
+=== Request parameters
+
+[div tableContainer]
+--
+[width="100%" cols="1,4"]
+[options='header']
+|====
+|Form parameter|Description
+|`type` a|__String__. Type of metadata object. Specify one of the following values as a metadata object type:
+
+* `QUESTION_ANSWER_BOOK` to share answers.
+* `PINBOARD_ANSWER_BOOK` to share Liveboards.
+* `LOGICAL_TABLE` to share a data object such as a Table, Model, or View.
+* `LOGICAL_COLUMN` to share a column of any data object such as Tables, Models, or Views.
+
+|`id`|__String__. A JSON array of the GUIDs of the objects to be shared.
+|`permission`  a|_String__. A string with the GUIDs of the user or user group, and the type of access privilege.
+
+* The format of the permission string is `{"permissions":{"<GUID of the user or user group>":{"shareMode":"<type-of-access>"}}}`.
+* You can provide `READ_ONLY` or `MODIFY` access to the objects. With `READ_ONLY` access, the user or user group can view the shared object, whereas `MODIFY` access enables users to modify the object.
+
+For example, to provide read-only access to a user with a GUID of `7a9a6715-e154-431b-baaf-7b58246c13dd`, specify the string as shown here:
+
+[source,JSON]
+----
+{"permissions":{"7a9a6715-e154-431b-baaf-7b58246c13dd":{"shareMode":"READ_ONLY"}}}
+----
+
+The following example shows how to set the permission string to provide read-only access to multiple users:
+
+[source,JSON]
+----
+{"permissions": {"e7040a64-7ff1-4ab9-a1b0-f1acac596866": {"shareMode": "READ_ONLY"}, "f7b8f511-317c-485d-8131-26cf084ef47b": {"shareMode": "READ_ONLY"}}}
+----
+
+Similarly, to share objects with one or several user groups, specify the GUIDs and access permission type in the following format:
+
+[source,JSON]
+----
+{"permissions":{"59481331-ee53-42be-a548-bd87be6ddd4a":{"shareMode":"READ_ONLY"}}}
+----
+
+[source,JSON]
+----
+{"permissions": {"0f7af46f-e48c-4cca-b60f-d63d5ddbe59f": {"shareMode": "MODIFY"}, "e5fc80ce-db65-4921-8ece-c7bb44fceca1": {"shareMode": "READ_ONLY"}}}
+----
+
+[IMPORTANT]
+====
+To remove a user or user group's access to a shared object, you can set the `shareMode` in the permission string to `NO_ACCESS`. For example, if you send a POST request with the permission string as  `{"permissions":{"7a9a6715-e154-431b-baaf-7b58246c13dd":{"shareMode":"NO_ACCESS"}}}`, the user with a GUID of `7a9a6715-e154-431b-baaf-7b58246c13dd` cannot access the shared object.
+====
+
+|`emailshares`|__Array of Strings__. Email addresses to notify when the object is shared.
+|`notify` __Optional__|__Boolean__. If set to `true`, an object share notification is sent to the specified email addresses.
+|`message` __Optional__|__String__. The message text to send in the object share notification email.
+|`useCustomEmbedUrls`|__Boolean__.  When set to `true`, ThoughtSpot sends a customized link with the host application URL in the object share notification.  You can use this attribute to generate links for embedded ThoughtSpot objects. 
+|====
+--
+
+=== Example request
+
+.cURL
+
+[source, cURL]
+----
+curl -X POST  \
+--header 'Content-Type: application/x-www-form-urlencoded'  \
+--header 'Accept: application/json' --header 'X-Requested-By: ThoughtSpot' \
+-d 'type=PINBOARD_ANSWER_BOOK&id=["237921cc-ebf5-445a-8b7b-15c301f8456e"]&permission={"permissions":{"237921cc-ebf5-445a-8b7b-15c301f8456e":{"shareMode":"READ_ONLY"}}}&emailshares=["tsuser@thoughtspot.com"]&notify=false&useCustomEmbedUrls=true' \
+'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/share'
+----
+
+.Request URL
+----
+https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/share
+----
+
+=== Example response
+----
+Response code
+
+204
+----
+
+=== Response codes
+
+[options="header", cols=".^2a,.^14a"]
+|====
+|HTTP status code|Description
+|**204**|Successful operation
+|**400**|Invalid parameter value
+|====
+
+
+[#shareviz]
+== Share a visualization with another user or user group
+If you want to share a specific visualization from a Liveboard with another user or user group, use the `/tspublic/v1/security/shareviz` API.
+
+[IMPORTANT]
+====
+* Sharing a visualization implicitly shares the entire Liveboard with the recipient.
+* If email notifications for object sharing are enabled, a notification with a link to the shared visualization will be sent to the recipient’s email address. Although this link opens the shared visualization, recipients can also access other visualizations in the Liveboard.
+* The `/tspublic/v1/security/shareviz` API endpoint provides only read-only access to the shared visualization.
+====
+
+
+
+=== Resource URL
+----
+POST /tspublic/v1/security/shareviz
+----
+=== Request parameters
+
+[width="100%" cols="1,4"]
+[options='header']
+|====
+|Form parameter|Description
+|`type`|__String__. Type of the metadata object. The valid value is `PINBOARD_ANSWER_BOOK`.
+|`pinboardId`|__String__. The GUID of the Liveboard to which the visualization belongs.
+|`principalids`|__String__. The GUID of the users and groups to which you want to share the visualization.
+|`vizid`|__String__. The GUID of visualization.
+|`emailshares`|__Sring__. Email addresses to notify when the object is shared.
+|`notify` __Optional__|__Boolean__. If set to `true`, an object share notification is sent to the specified email addresses.
+|`message` __Optional__|__String__. The message text to send in the notification email.
+|`useCustomEmbedUrls`|__Boolean__. When set to `true`, ThoughtSpot sends a customized link with the host application URL in the object share notification.  You can use this attribute to generate links for embedded ThoughtSpot objects. 
+|====
+
+=== Example request
+
+.cURL
+[source, cURL]
+----
+curl -X POST \
+--header 'Content-Type: application/x-www-form-urlencoded' \
+--header 'Accept: application/json' --header 'X-Requested-By: ThoughtSpot' \
+-d 'type=PINBOARD_ANSWER_BOOK&pinboardId=7a9a6715-e154-431b-baaf-7b58246c13dd&principalids=%5B%2259481331-ee53-42be-a548-bd87be6ddd4a%22%5D&vizid=e9753523-5de5-41ef-8d8c-b840f0260ea0&emailshares=%5Btsuser%40thoughtspot.com%5D&notify=true&useCustomEmbedUrls=false' 'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/shareviz'
+----
+
+.Request URL
+----
+https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/shareviz
+----
+
+=== Example response
+----
+Response code
+
+204
+----
+
+=== Response codes
+
+[options="header", cols=".^2a,.^14a"]
+|===
+|HTTP status code|Description
+|**204**|Successful operation
+|**400**|Invalid parameter value
+|===
+
+
+[#obj-permission-all]
+== Get object permission details for a specific object type
+
+ThoughtSpot users can get access to objects through the privileges assigned to the groups to which they belong. This type of object permission is referred to as `EFFECTIVE`.
+
+Users can also access objects when another user shares a Liveboard or Answer directly with them or the user group to which they belong. This type of object permission is referred to as `DEFINED`.
+
+To get permission details for a specific metadata type and ID, send a `GET` request to the `/tspublic/v1/security/metadata/permissions` endpoint.
+
+=== Resource URL
+----
+GET /tspublic/v1/security/metadata/permissions
+----
+
+=== Request parameters
+[width="100%" cols="1,1,4"]
+[options='header']
+|====
+|Parameter Name|Parameter Type|Description
+|`type`|Query parameter  a|__String__. Type of the object. Valid values are:
+
+* `QUESTION_ANSWER_BOOK` for answers.
+* `PINBOARD_ANSWER_BOOK` for Liveboards.
+* `LOGICAL_TABLE` for any data object such as a Table, Model, or View.
+* `LOGICAL_COLUMN` for a column of any data object such as tables, models, or views.
+
+|`id`| Query parameter|__String__. A JSON array of the GUIDs of the objects.
+|`dependentshare` __Optional__|Query parameter|__Boolean__. Object permission details for the dependent objects. When set to `true`, the API returns the permission details for the dependent objects for the specified GUIDs.
+|`permissiontype`|Query parameter  a|__String__. Valid values are:
+
+* `EFFECTIVE` for object permissions inherited from group privileges. 
+* `DEFINED` for the explicitly defined permissions that a user may have assigned when sharing the specified objects.
+|====
+
+=== Example request
+
+.cURL
+
+[source, cURL]
+----
+curl -X GET \
+--header 'Accept: application/json' \
+--header 'X-Requested-By: ThoughtSpot' \
+'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/permissions?type=PINBOARD_ANSWER_BOOK&id=%5B%22d084c256-e284-4fc4-b80c-111cb606449a%22%2C%20%2241a39422-2da0-4601-9d4a-59c27181c5f5%22%5D&dependentshare=false&permissiontype=EFFECTIVE'
+----
+
+.Request URL
+----
+https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/permissions?type=PINBOARD_ANSWER_BOOK&id=%5B%22d084c256-e284-4fc4-b80c-111cb606449a%22%2C%20%2241a39422-2da0-4601-9d4a-59c27181c5f5%22%5D&dependentshare=false&permissiontype=EFFECTIVE
+----
+
+=== Example response
+
+If the `GET` operation is successful, the API returns a response with the permission details for the specified object IDs. 
+
+* Note that the `shareMode` property indicates the object-level permission assigned to a given user. 
+
+** `READ_ONLY` indicates view permissions to an object
+** `MODIFY` indicates edit permissions to an object
+
+* If the user doesn't have access to the specified objects, the API returns a `403 unauthorized` error. 
+* If the user doesn't have access to one of the specified objects, the API returns only those objects to which a user has `READ_ONLY` or `MODIFY` permissions.
+
+[source, JSON]
+----
+{
+  "41a39422-2da0-4601-9d4a-59c27181c5f5": {
+    "permissions": {
+      "59481331-ee53-42be-a548-bd87be6ddd4a": {
+        "topLevelObjectId": "41a39422-2da0-4601-9d4a-59c27181c5f5",
+        "shareMode": "READ_ONLY",
+        "dependents": [
+          {
+            "id": "160e1259-5838-4688-a30a-2442b6d5281e",
+            "name": "Credit Consumption & Usage, Top 10 Users, This Month",
+            "author": "41a39422-2da0-4601-9d4a-59c27181c5f5",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "41a39422-2da0-4601-9d4a-59c27181c5f5"
+          },
+          {
+            "id": "835ffe9d-78de-4817-a201-4a35385df18c",
+            "name": "Monthly Credits Consumed, with Unique Users",
+            "author": "41a39422-2da0-4601-9d4a-59c27181c5f5",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "41a39422-2da0-4601-9d4a-59c27181c5f5"
+          }
+        ]
+      }
+    }
+  },
+  "d084c256-e284-4fc4-b80c-111cb606449a": {
+    "permissions": {
+      "59481331-ee53-42be-a548-bd87be6ddd4a": {
+        "topLevelObjectId": "d084c256-e284-4fc4-b80c-111cb606449a",
+        "shareMode": "READ_ONLY",
+        "dependents": [
+          {
+            "id": "a9466299-4e89-4a2f-a1b2-d87337a4afc6",
+            "name": "Total Sales by Store",
+            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+          },
+          {
+            "id": "d766e0da-2fa6-4af5-ab44-d86f28326c3a",
+            "name": "Total Sales by Product Type",
+            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+          }
+        ]
+      }
+    }
+  }
+}
+----
+
+=== Response codes
+
+[options="header", cols=".^2a,.^14a"]
+|===
+|HTTP status code|Description
+|**200**|Successful operation
+|**400**|Invalid parameter value
+|**403**|Unauthorized request
+|===
+
+[#obj-permission-id]
+== Get permission details for a specific object ID
+
+To get permission details for a specific object, send a `GET` request to the `/tspublic/v1/security/metadata/permissions` endpoint.
+
+=== Resource URL
+----
+GET /tspublic/v1/security/metadata/{id}/permissions
+----
+
+=== Request parameters
+[width="100%" cols="1,1,4"]
+[options='header']
+|====
+|Parameter Name|Parameter Type|Description
+|`type`|Query parameter  a|__String__. Type of the object. Valid values are:
+
+* `QUESTION_ANSWER_BOOK` for answers.
+* `PINBOARD_ANSWER_BOOK` for Liveboards.
+* `LOGICAL_TABLE` for any data object such as a Table, Model, or View.
+* `LOGICAL_COLUMN` for a column of any data object such as Tables, Models, or Views.
+
+|`id`| Path parameter|__String__. The GUID of the object to query.
+|`dependentshare` __Optional__|Query parameter|__Boolean__. Object permission details for the dependent objects. When set to `true`, the API returns the permission details for the dependent objects for the specified GUID.
+|`permissiontype`|Query parameter  a|__String__. Valid values are:
+
+* `EFFECTIVE` for object permissions inherited from group privileges.
+* `DEFINED` for the explicitly defined permissions that a user may have assigned when sharing the specified object.
+|====
+
+=== Example request
+
+.cURL
+
+[source, cURL]
+----
+curl -X GET \
+--header 'Accept: application/json' \
+--header 'X-Requested-By: ThoughtSpot' \
+'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/d084c256-e284-4fc4-b80c-111cb606449a/permissions?type=PINBOARD_ANSWER_BOOK&dependentshare=false&permissiontype=EFFECTIVE'
+----
+
+.Request URL
+----
+https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/metadata/d084c256-e284-4fc4-b80c-111cb606449a/permissions?type=PINBOARD_ANSWER_BOOK&dependentshare=false&permissiontype=EFFECTIVE'
+----
+
+=== Example response
+
+If the `GET` operation is successful, the API returns a response with the permission details for the specified object.
+
+* Note that the `shareMode` property indicates the object-level permission assigned to a given user. 
+
+** `READ_ONLY` indicates view permissions to an object
+** `MODIFY` indicates edit permissions to an object
+
+* If the user doesn't have access to the specified object, the API returns a `403 unauthorized` error. 
+
+
+[source, JSON]
+----
+{
+  "d084c256-e284-4fc4-b80c-111cb606449a": {
+    "permissions": {
+      "59481331-ee53-42be-a548-bd87be6ddd4a": {
+        "topLevelObjectId": "d084c256-e284-4fc4-b80c-111cb606449a",
+        "shareMode": "READ_ONLY",
+        "dependents": [
+          {
+            "id": "d0f39bd0-47ae-45af-a214-bea2286e220a",
+            "name": "Total Quantity Purchased by Product",
+            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+          },
+          {
+            "id": "a9466299-4e89-4a2f-a1b2-d87337a4afc6",
+            "name": "Total Sales by Store",
+            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+          },
+          {
+            "id": "d766e0da-2fa6-4af5-ab44-d86f28326c3a",
+            "name": "Total Sales by Product Type",
+            "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+            "type": "QUESTION_ANSWER_BOOK",
+            "shareMode": "READ_ONLY",
+            "isHidden": true,
+            "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+          }
+        ]
+      }
+    }
+  }
+}
+----
+
+=== Response codes
+
+[options="header", cols="2,4"]
+|====
+|HTTP status code|Description
+|**200**|Successful operation
+|**400**|Invalid parameter value
+|**403**|Unauthorized request
+|====
+
+[#get-obj-perm-bulk]
+== Get object permission details for multiple object types
+
+To query object permission details for multiple object types and IDs, send a `POST` request to the `/tspublic/v1/security/effectivepermissionbulk` endpoint.
+
+=== Resource URL
+
+----
+POST /tspublic/v1/security/effectivepermissionbulk
+----
+
+=== Request parameters
+
+[width="100%" cols="1,4"]
+[options='header']
+|====
+|Form parameter|Description
+|`idsbytype`  a|__Array of Strings__. A JSON array of the object IDs for each object type. Valid object types are:
+
+* `QUESTION_ANSWER_BOOK` for answers.
+* `PINBOARD_ANSWER_BOOK` for Liveboards.
+* `LOGICAL_TABLE` for any data object such as a Table, Model, or View.
+* `LOGICAL_COLUMN` for a column of any data object such as Tables, Models, or Views.
+
+For example, to get permission details for specific Liveboards and answers, specify the value of `idsbytype` as shown here:
+----
+{"PINBOARD_ANSWER_BOOK": ["d084c256-e284-4fc4-b80c-111cb606449a"], 	"QUESTION_ANSWER_BOOK": ["92f48c07-9c62-4bfa-81ac-55f3049165b4"]}
+----
+|`dependentshare` __Optional__|__Boolean__. Object permission details for the dependent objects. When set to `true`, the API returns the permission details for the dependent objects of the specified object types and IDs.
+|====
+
+=== Example request
+
+.cURL
+
+[source, cURL]
+----
+curl -X POST \
+--header 'Content-Type: application/x-www-form-urlencoded' \
+--header 'Accept: application/json' \
+--header 'X-Requested-By: ThoughtSpot' \
+-d 'idsbytype=%7B%20%09%22PINBOARD_ANSWER_BOOK%22%3A%20%5B%22d084c256-e284-4fc4-b80c-111cb606449a%22%5D%2C%20%09%22QUESTION_ANSWER_BOOK%22%3A%20%5B%2292f48c07-9c62-4bfa-81ac-55f3049165b4%22%5D%20%7D&dependentshare=true' \
+'https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/effectivepermissionbulk'
+----
+
+.Request URL
+----
+https://{ThoughtSpot-Host}/callosum/v1/tspublic/v1/security/effectivepermissionbulk
+----
+
+=== Example response
+
+If the data query operation is successful, the API returns the object permission details for the specified object IDs and types.
+
+* Note that the `shareMode` property indicates the object-level permission assigned to a given user. 
+
+** `READ_ONLY` indicates view permissions to an object
+** `MODIFY` indicates edit permissions to an object
+
+* If the user doesn't have access to the specified objects, the API returns a `403 unauthorized` error. 
+* If the user doesn't have access to one of the specified objects, the API returns only those objects to which a user has `READ_ONLY` or `MODIFY` permissions.
+
+
+[source, JSON]
+----
+{
+  "QUESTION_ANSWER_BOOK": {
+    "92f48c07-9c62-4bfa-81ac-55f3049165b4": {
+      "permissions": {
+        "59481331-ee53-42be-a548-bd87be6ddd4a": {
+          "topLevelObjectId": "92f48c07-9c62-4bfa-81ac-55f3049165b4",
+          "shareMode": "READ_ONLY",
+          "dependents": [
+            {
+              "id": "44cb25f9-9032-4d45-9d74-bbf66e1502f0",
+              "name": "Username",
+              "author": "965b5f46-7162-4c16-8aac-7ab26f313b25",
+              "type": "LOGICAL_COLUMN",
+              "shareMode": "READ_ONLY",
+              "isHidden": false,
+              "owner": "965b5f46-7162-4c16-8aac-7ab26f313b25",
+              "ownerName": "Credit Usage Worksheet"
+            },
+            {
+              "id": "5ff6043f-a340-46e0-98f1-84b4b3a96f1b",
+              "name": "Credit Window ID",
+              "author": "965b5f46-7162-4c16-8aac-7ab26f313b25",
+              "type": "LOGICAL_COLUMN",
+              "shareMode": "READ_ONLY",
+              "isHidden": false,
+              "owner": "965b5f46-7162-4c16-8aac-7ab26f313b25",
+              "ownerName": "Credit Usage Worksheet"
+            }
+          ],
+          "answerBookQueryEditable": true
+        }
+      }
+    }
+  },
+  "PINBOARD_ANSWER_BOOK": {
+    "d084c256-e284-4fc4-b80c-111cb606449a": {
+      "permissions": {
+        "59481331-ee53-42be-a548-bd87be6ddd4a": {
+          "topLevelObjectId": "d084c256-e284-4fc4-b80c-111cb606449a",
+          "shareMode": "READ_ONLY",
+          "dependents": [
+            {
+              "id": "d0f39bd0-47ae-45af-a214-bea2286e220a",
+              "name": "Total Quantity Purchased by Product",
+              "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+              "type": "QUESTION_ANSWER_BOOK",
+              "shareMode": "READ_ONLY",
+              "isHidden": true,
+              "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+            },
+            {
+              "id": "d766e0da-2fa6-4af5-ab44-d86f28326c3a",
+              "name": "Total Sales by Product Type",
+              "author": "d084c256-e284-4fc4-b80c-111cb606449a",
+              "type": "QUESTION_ANSWER_BOOK",
+              "shareMode": "READ_ONLY",
+              "isHidden": true,
+              "owner": "d084c256-e284-4fc4-b80c-111cb606449a"
+            }
+          ]
+        }
+      }
+    }
+  }
+}
+----
+
+=== Response codes
+
+[options="header", cols=".^2a,.^14a"]
+|===
+|HTTP status code|Description
+|**200**|Successful operation
+|**400**|Invalid parameter value
+|**403**|Unauthorized request
+|===
+

From 2f87f14b1ad879aff73bd9e833520335e589a2fe Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 11:34:35 +0530
Subject: [PATCH 135/161] css fixes

---
 modules/ROOT/pages/whats-new.adoc |  2 +-
 src/assets/styles/index.scss      | 21 +++++++++++++--------
 src/assets/styles/variables.scss  |  6 +++---
 3 files changed, 17 insertions(+), 12 deletions(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 28321157f..959271b9b 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -42,7 +42,7 @@ a|
 [discrete]
 === Liveboard downloads
 
-Continuous Liveboard PDF export::
+Continuous Liveboard PDF export [beta betaBackground]^Beta^::
 In PDF downloads, Liveboard tabs can now be rendered in a single page matching the UI layout. This feature can be enabled or disabled via `isContinuousLiveboardPDFEnabled` in the SDK. Setting this flag to `false` returns to the paginated PDF view.
 
 Excel exports for pivot tables::
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index 8f2935579..fb80bb175 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -273,10 +273,16 @@ button {
     align-items: center;
     font-size: 14px;
     font-weight: 600;
-    padding: 2px 8px;
+    padding: $tag-padding;
+    margin: 2px;
     text-align: center;
-    margin-right: 4px;
     vertical-align: middle;
+    height: 25px;
+    line-height: $line-height-doc;
+    text-align: center;
+    margin: 2px;
+    min-width: $tag-width;
+    padding: $tag-padding;
 }
 
 .version-badge.breaking {
@@ -290,8 +296,8 @@ button {
 }
 
 .version-badge.deprecated {
-    background-color: #f57c00;
-    color: #ffffff;
+    background-color: #d32f2f;
+    color: #f1f4f8;
 }
 
 .version-badge.fixed {
@@ -301,7 +307,7 @@ button {
 
 .deprecated {
     display: inline-block;
-    font-size: $font-size-small;
+    font-size: 14px;
     height: 25px;
     line-height: $line-height-doc;
     text-align: center;
@@ -309,7 +315,7 @@ button {
     min-width: $tag-width;
     padding: $tag-padding;
     color: var(--primary-color);
-    border: solid 1px $highlight-darkred;
+    border: solid 1px #fea85f;
 }
 
 .version-badge {
@@ -359,9 +365,8 @@ button {
 .beta {
     border-radius: $beta-border-radius;
     display: inline-flex;
-    font-size: 11px;
     display: inline-flex;
-    font-size: 11px;
+    font-size: 13px;
     font-weight: $font-weight-normal;
     height: 22px;
     min-width: $tag-width;
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index ccb5e5fe8..9e65a45f0 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -161,10 +161,10 @@ $admonition-font-factor-pre: 15;
 
 /*Tag variables*/
 $beta-border-radius: 6px;
-$beta-padding: 2px 4px;
-$tag-border-radius: 20px;
+$beta-padding: 4.5px 5px 3px 5px;
+$tag-border-radius: 6px;
 $tag-font-size: 13px;
-$tag-font-weight: 400;
+$tag-font-weight: 600;
 $tag-height: 28px;
 $tag-line-height: 28px;
 $tag-margin-right: 5px;

From a95ec7cb12d4e28ec5166d5636966803b0afb8de Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 11:38:48 +0530
Subject: [PATCH 136/161] deprecation update

---
 modules/ROOT/pages/api-changelog.adoc | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/api-changelog.adoc b/modules/ROOT/pages/api-changelog.adoc
index 3b2ddfdb9..9bf59af64 100644
--- a/modules/ROOT/pages/api-changelog.adoc
+++ b/modules/ROOT/pages/api-changelog.adoc
@@ -90,10 +90,7 @@ consistent with the shape of other host event responses. It now returns `{ data:
 * `HostEvent.SelectPersonalizedView` +
 Triggers the selection of a specific Personalized View and resets the default view on a Liveboard.
 
-|[tag redBackground]#DEPRECATED# a|
-
-[discrete]
-=====  Deprecated events and action IDs️
+⚠️Deprecated events and action IDs️::
 
 The following events are deprecated and replaced with new event IDs.
 
@@ -104,6 +101,7 @@ The following events are deprecated and replaced with new event IDs.
 ** `Action.PersonalisedViewsDropdown`. Use `Action.PersonalizedViewsDropdown`.
 ** `Action.OrganiseFavourites`. Use `Action.OrganizeFavorites`.
 
+
 |====
 
 

From 68feb83d2cad91a0c4cd1d2197368f6eff7701ed Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 11:40:20 +0530
Subject: [PATCH 137/161] edits

---
 modules/ROOT/pages/api-changelog.adoc | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/modules/ROOT/pages/api-changelog.adoc b/modules/ROOT/pages/api-changelog.adoc
index 9bf59af64..1a1338efd 100644
--- a/modules/ROOT/pages/api-changelog.adoc
+++ b/modules/ROOT/pages/api-changelog.adoc
@@ -91,15 +91,14 @@ consistent with the shape of other host event responses. It now returns `{ data:
 Triggers the selection of a specific Personalized View and resets the default view on a Liveboard.
 
 ⚠️Deprecated events and action IDs️::
-
 The following events are deprecated and replaced with new event IDs.
 
-** `EmbedEvent.UpdatePersonalisedView`. Use `EmbedEvent.UpdatePersonalizedView`.
-** `EmbedEvent.SavePersonalisedView`. Use `EmbedEvent.SavePersonalizedView`.
-** `EmbedEvent.DeletePersonalisedView`. Use `EmbedEvent.DeletePersonalizedView`.
-** `HostEvent.ResetLiveboardPersonalisedView`. Use `HostEvent.ResetLiveboardPersonalizedView`.
-** `Action.PersonalisedViewsDropdown`. Use `Action.PersonalizedViewsDropdown`.
-** `Action.OrganiseFavourites`. Use `Action.OrganizeFavorites`.
+* `EmbedEvent.UpdatePersonalisedView`. Use `EmbedEvent.UpdatePersonalizedView`.
+* `EmbedEvent.SavePersonalisedView`. Use `EmbedEvent.SavePersonalizedView`.
+* `EmbedEvent.DeletePersonalisedView`. Use `EmbedEvent.DeletePersonalizedView`.
+* `HostEvent.ResetLiveboardPersonalisedView`. Use `HostEvent.ResetLiveboardPersonalizedView`.
+* `Action.PersonalisedViewsDropdown`. Use `Action.PersonalizedViewsDropdown`.
+* `Action.OrganiseFavourites`. Use `Action.OrganizeFavorites`.
 
 
 |====

From adee5257fbcd78d5d80f4ecec04fdda41b8b2455 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 13:56:01 +0530
Subject: [PATCH 138/161] responsive layout edits

---
 src/assets/styles/index.scss              |   5 +-
 src/components/Document/index.scss        |   2 +-
 src/components/Header/index.scss          |  85 +++++++++--
 src/components/Header/index.tsx           | 176 +++++++++++++---------
 src/components/SecondaryHeader/index.scss | 115 ++++++++++++++
 src/components/SecondaryHeader/index.tsx  |  61 +++++++-
 src/components/Seo/index.tsx              |   1 +
 7 files changed, 357 insertions(+), 88 deletions(-)

diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index fb80bb175..24ee77b86 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -210,8 +210,9 @@ button {
 /*Tags style start*/
 
 .video {
-    width: 800px;
-    height: 600px;
+    width: 100%;
+    max-width: 800px;
+    aspect-ratio: 4 / 3;
 }
 
 
diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index d8983a3b7..c9ff9d057 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -487,7 +487,7 @@ pre {
 .doc-wrapper-detail {
     padding: 20px 0 0 60px;
     @media (max-width: $mobile-resolution-max) {
-        padding-top: 0;
+        padding: 0;
     }
 }
 
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index 24dd6289e..d64295612 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -54,7 +54,7 @@ header {
         padding-right: 20px;
     }
 
-.header-nav-link {
+    .header-nav-link {
         display: inline-flex;
         align-items: center;
         gap: 10px;
@@ -77,7 +77,13 @@ header {
         }
     }
 
-    /* ── Resources dropdown — hover-driven ─────────────────────────── */
+    /* ── Desktop nav: Resources hover dropdown + GitHub ─────────────── */
+    .header-desktop-nav {
+        display: flex;
+        align-items: center;
+        gap: 4px;
+    }
+
     .header-dropdown {
         position: relative;
         display: inline-flex;
@@ -93,14 +99,13 @@ header {
             transform: rotate(180deg);
         }
 
-        /* Show the bridge+panel on hover using explicit class name (avoids BEM double-& bug) */
         &:hover > .header-dropdown-menu {
             visibility: visible;
             opacity: 1;
         }
     }
 
-    /* Bridge: stays in DOM so cursor can travel from button into panel without losing hover */
+    /* Bridge: keeps hover alive while cursor moves from button into panel */
     .header-dropdown-menu {
         visibility: hidden;
         opacity: 0;
@@ -112,7 +117,6 @@ header {
         transition: opacity 0.15s ease, visibility 0.15s ease;
     }
 
-    /* Visual panel sits inside the bridge */
     .header-dropdown-menu-panel {
         background: var(--nav-bar-color, #232F43);
         border: 1px solid #458;
@@ -121,8 +125,55 @@ header {
         min-width: 400px;
         padding: 6px;
         animation: dropdownFadeIn 0.15s ease;
+        display: flex;
+        flex-direction: row;
+        align-items: flex-start;
+        gap: 0;
+    }
+
+    /* ── Mobile: ⋮ click-driven dropdown (hidden on desktop) ────────── */
+    .header-more-dropdown {
+        display: none;
+        position: relative;
+        align-items: center;
+    }
+
+    .header-more-icon {
+        width: 18px;
+        height: 18px;
+    }
+
+    .header-more-panel {
+        display: flex;
+        flex-direction: column;
+        align-items: flex-start;
+        gap: 0;
+        position: absolute;
+        top: calc(100% + 6px);
+        right: 0;
+        z-index: 200;
+        background: var(--nav-bar-color, #232F43);
+        border: 1px solid #458;
+        box-shadow: 0 8px 24px rgba(68, 85, 136, 0.35);
+        border-radius: 10px;
+        min-width: 260px;
+        padding: 6px;
+        animation: dropdownFadeIn 0.15s ease;
+
+        .header-dropdown-col-divider {
+            width: 100%;
+            height: 1px;
+            margin: 4px 0;
+            align-self: auto;
+        }
+
+        .header-dropdown-section {
+            width: 100%;
+            min-width: unset;
+        }
     }
 
+    /* ── Shared dropdown item styles ────────────────────────────────── */
     .header-dropdown-item {
         display: flex;
         align-items: center;
@@ -182,20 +233,11 @@ header {
         }
     }
 
-    /* ── header-nav-link icon size (for GitHub, etc.) ──────────────── */
     .header-nav-icon {
         width: 16px;
         height: 16px;
     }
 
-    /* ── Resources dropdown — two-column horizontal layout ──────────── */
-    .header-dropdown-menu-panel {
-        display: flex;
-        flex-direction: row;
-        align-items: flex-start;
-        gap: 0;
-    }
-
     .header-dropdown-section {
         flex: 1;
         min-width: 180px;
@@ -236,7 +278,6 @@ header {
                 align-items: center;
             }
 
-            /* overflow: visible is required — original has overflow:hidden which clips the panel */
             .dropdown {
                 position: relative;
                 overflow: visible;
@@ -274,7 +315,6 @@ header {
                 transform: rotate(180deg);
             }
 
-            /* Version dropdown panel */
             .dropdownContent {
                 right: 0;
                 left: auto;
@@ -336,6 +376,19 @@ header {
     }
 }
 
+/* ── Mobile: swap desktop nav for ⋮ button ───────────────────────────── */
+@media screen and (max-width: $mobile-resolution-max) {
+    header {
+        .header-desktop-nav {
+            display: none;
+        }
+
+        .header-more-dropdown {
+            display: inline-flex;
+        }
+    }
+}
+
 @keyframes dropdownFadeIn {
     from {
         opacity: 0;
diff --git a/src/components/Header/index.tsx b/src/components/Header/index.tsx
index be47dad3b..763a8e248 100644
--- a/src/components/Header/index.tsx
+++ b/src/components/Header/index.tsx
@@ -1,10 +1,11 @@
-import React from 'react';
+import React, { useState, useEffect, useRef } from 'react';
 import { useResizeDetector } from 'react-resize-detector';
 import { IconContext } from '@react-icons/all-files';
 import { RiMoonClearLine } from '@react-icons/all-files/ri/RiMoonClearLine';
 import { FiSun } from '@react-icons/all-files/fi/FiSun';
 import { RiDiscordLine } from '@react-icons/all-files/ri/RiDiscordLine';
 import { FiGithub } from '@react-icons/all-files/fi/FiGithub';
+import { FiMoreVertical } from '@react-icons/all-files/fi/FiMoreVertical';
 import { AiOutlineCaretDown } from '@react-icons/all-files/ai/AiOutlineCaretDown';
 import { FiUsers } from '@react-icons/all-files/fi/FiUsers';
 import { FiHelpCircle } from '@react-icons/all-files/fi/FiHelpCircle';
@@ -24,6 +25,8 @@ const Header = (props: {
     isDarkMode: boolean;
 }) => {
     const { width, ref } = useResizeDetector();
+    const [moreOpen, setMoreOpen] = useState(false);
+    const moreRef = useRef<HTMLDivElement>(null);
 
     const isMaxMobileResolution = !(width < MAX_MOBILE_RESOLUTION);
 
@@ -34,6 +37,17 @@ const Header = (props: {
         localStorage.setItem('themeMode', newDark ? 'dark' : 'light');
     };
 
+    useEffect(() => {
+        if (!moreOpen) return;
+        const handler = (e: MouseEvent) => {
+            if (moreRef.current && !moreRef.current.contains(e.target as Node)) {
+                setMoreOpen(false);
+            }
+        };
+        document.addEventListener('mousedown', handler);
+        return () => document.removeEventListener('mousedown', handler);
+    }, [moreOpen]);
+
     const learnLinks = [
         {
             name: 'Docs',
@@ -70,6 +84,36 @@ const Header = (props: {
         },
     ];
 
+    const renderDropdownItems = (
+        items: { name: string; sub: string; link: string; icon: any }[],
+        onClose?: () => void,
+    ) =>
+        items.map((item) => {
+            const Icon = item.icon;
+            return (
+                <a
+                    key={item.name}
+                    href={item.link}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="header-dropdown-item"
+                    role="menuitem"
+                    onClick={onClose}
+                >
+                    <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
+                        <Icon />
+                    </IconContext.Provider>
+                    <span className="dropdown-item-text">
+                        <span className="dropdown-item-name">{item.name}</span>
+                        <span className="dropdown-item-sub">{item.sub}</span>
+                    </span>
+                    <IconContext.Provider value={{ className: 'external-link-icon' }}>
+                        <FiExternalLink />
+                    </IconContext.Provider>
+                </a>
+            );
+        });
+
     return (
         <header>
             <section
@@ -94,8 +138,6 @@ const Header = (props: {
                         </h2>
                     </div>
 
-
-                    {/* Right side: Version |  Resources | GitHub | Toggle */}
                     <div className="header-right">
                         {/* Version dropdown */}
                         <Dropdown
@@ -103,8 +145,8 @@ const Header = (props: {
                             isMobile={isMaxMobileResolution}
                         />
 
-                        {/* Resources — hover-driven (CSS), consistent with Version dropdown */}
-                        {isMaxMobileResolution && (
+                        {/* Desktop: Resources hover dropdown + GitHub link */}
+                        <div className="header-desktop-nav">
                             <div className="header-dropdown">
                                 <button className="header-nav-link header-dropdown-trigger">
                                     Resources
@@ -116,67 +158,17 @@ const Header = (props: {
                                     <div className="header-dropdown-menu-panel" role="menu">
                                         <div className="header-dropdown-section">
                                             <div className="header-dropdown-section-label">Learn</div>
-                                            {learnLinks.map((item) => {
-                                                const Icon = item.icon;
-                                                return (
-                                                    <a
-                                                        key={item.name}
-                                                        href={item.link}
-                                                        target="_blank"
-                                                        rel="noopener noreferrer"
-                                                        className="header-dropdown-item"
-                                                        role="menuitem"
-                                                    >
-                                                        <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
-                                                            <Icon />
-                                                        </IconContext.Provider>
-                                                        <span className="dropdown-item-text">
-                                                            <span className="dropdown-item-name">{item.name}</span>
-                                                            <span className="dropdown-item-sub">{item.sub}</span>
-                                                        </span>
-                                                        <IconContext.Provider value={{ className: 'external-link-icon' }}>
-                                                            <FiExternalLink />
-                                                        </IconContext.Provider>
-                                                    </a>
-                                                );
-                                            })}
+                                            {renderDropdownItems(learnLinks)}
                                         </div>
                                         <div className="header-dropdown-col-divider" />
                                         <div className="header-dropdown-section">
                                             <div className="header-dropdown-section-label">Connect</div>
-                                            {connectLinks.map((item) => {
-                                                const Icon = item.icon;
-                                                return (
-                                                    <a
-                                                        key={item.name}
-                                                        href={item.link}
-                                                        target="_blank"
-                                                        rel="noopener noreferrer"
-                                                        className="header-dropdown-item"
-                                                        role="menuitem"
-                                                    >
-                                                        <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
-                                                            <Icon />
-                                                        </IconContext.Provider>
-                                                        <span className="dropdown-item-text">
-                                                            <span className="dropdown-item-name">{item.name}</span>
-                                                            <span className="dropdown-item-sub">{item.sub}</span>
-                                                        </span>
-                                                        <IconContext.Provider value={{ className: 'external-link-icon' }}>
-                                                            <FiExternalLink />
-                                                        </IconContext.Provider>
-                                                    </a>
-                                                );
-                                            })}
+                                            {renderDropdownItems(connectLinks)}
                                         </div>
                                     </div>
                                 </div>
                             </div>
-                        )}
 
-
-                        {/* GitHub nav link */}
-                        {isMaxMobileResolution && (
                             <a
                                 href="https://github.com/orgs/thoughtspot/repositories"
                                 target="_blank"
@@ -189,22 +181,70 @@ const Header = (props: {
                                 </IconContext.Provider>
                                 GitHub
                             </a>
-                        )}
-
+                        </div>
 
-                        {/* Theme toggle */}
-                        {isMaxMobileResolution && (
+                        {/* Mobile: ⋮ click dropdown with Resources + GitHub */}
+                        <div className="header-more-dropdown" ref={moreRef}>
                             <button
-                                className="theme-toggle-btn"
-                                onClick={handleThemeToggle}
-                                aria-label={props.isDarkMode ? 'Switch to light mode' : 'Switch to dark mode'}
-                                title={props.isDarkMode ? 'Switch to light mode' : 'Switch to dark mode'}
+                                className="header-nav-link header-more-btn"
+                                onClick={() => setMoreOpen((o) => !o)}
+                                aria-label="More resources"
+                                aria-expanded={moreOpen}
+                                aria-haspopup="true"
                             >
-                                <IconContext.Provider value={{ className: 'theme-icon' }}>
-                                    {props.isDarkMode ? <RiMoonClearLine /> : <FiSun />}
+                                <IconContext.Provider value={{ className: 'header-more-icon' }}>
+                                    <FiMoreVertical />
                                 </IconContext.Provider>
                             </button>
-                        )}
+                            {moreOpen && (
+                                <div className="header-more-panel" role="menu">
+                                    <div className="header-dropdown-section">
+                                        <div className="header-dropdown-section-label">Learn</div>
+                                        {renderDropdownItems(learnLinks, () => setMoreOpen(false))}
+                                    </div>
+                                    <div className="header-dropdown-col-divider" />
+                                    <div className="header-dropdown-section">
+                                        <div className="header-dropdown-section-label">Connect</div>
+                                        {renderDropdownItems(connectLinks, () => setMoreOpen(false))}
+                                    </div>
+                                    <div className="header-dropdown-col-divider" />
+                                    <div className="header-dropdown-section">
+                                        <div className="header-dropdown-section-label">Code</div>
+                                        <a
+                                            href="https://github.com/orgs/thoughtspot/repositories"
+                                            target="_blank"
+                                            rel="noopener noreferrer"
+                                            className="header-dropdown-item"
+                                            role="menuitem"
+                                            onClick={() => setMoreOpen(false)}
+                                        >
+                                            <IconContext.Provider value={{ className: 'dropdown-item-icon' }}>
+                                                <FiGithub />
+                                            </IconContext.Provider>
+                                            <span className="dropdown-item-text">
+                                                <span className="dropdown-item-name">GitHub</span>
+                                                <span className="dropdown-item-sub">Visual Embed SDK on GitHub</span>
+                                            </span>
+                                            <IconContext.Provider value={{ className: 'external-link-icon' }}>
+                                                <FiExternalLink />
+                                            </IconContext.Provider>
+                                        </a>
+                                    </div>
+                                </div>
+                            )}
+                        </div>
+
+                        {/* Theme toggle — always visible */}
+                        <button
+                            className="theme-toggle-btn"
+                            onClick={handleThemeToggle}
+                            aria-label={props.isDarkMode ? 'Switch to light mode' : 'Switch to dark mode'}
+                            title={props.isDarkMode ? 'Switch to light mode' : 'Switch to dark mode'}
+                        >
+                            <IconContext.Provider value={{ className: 'theme-icon' }}>
+                                {props.isDarkMode ? <RiMoonClearLine /> : <FiSun />}
+                            </IconContext.Provider>
+                        </button>
                     </div>
                 </div>
             </section>
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index 95e764c12..8273897ac 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -98,9 +98,124 @@
             font-weight: 400;
         }
     }
+
+    /* ── Mobile: hamburger trigger + dropdown (hidden on desktop) ── */
+    &__mobile {
+        display: none;
+        position: relative;
+    }
+
+    &__mobile-trigger {
+        display: flex;
+        align-items: center;
+        gap: 8px;
+        padding: 8px 12px;
+        background: transparent;
+        border: none;
+        color: var(--secondary-header-text, #f1f4f8);
+        font-size: 14px;
+        font-family: 'Optimo-Plain';
+        cursor: pointer;
+        border-radius: 6px;
+        transition: color 0.15s ease, background 0.15s ease;
+        white-space: nowrap;
+
+        &:hover {
+            color: #A9E8FF;
+            background: rgba(169, 232, 255, 0.06);
+        }
+    }
+
+    &__mobile-icon {
+        width: 16px;
+        height: 16px;
+        flex-shrink: 0;
+    }
+
+    &__mobile-label {
+        font-weight: 400;
+    }
+
+    &__mobile-caret {
+        width: 12px;
+        height: 12px;
+        flex-shrink: 0;
+        transition: transform 0.15s ease;
+
+        &.open {
+            transform: rotate(180deg);
+        }
+    }
+
+    &__mobile-dropdown {
+        position: absolute;
+        top: calc(100% + 4px);
+        left: 0;
+        z-index: 200;
+        background: var(--nav-bar-color, #232F43);
+        border: 1px solid rgba(255, 255, 255, 0.08);
+        border-radius: 10px;
+        box-shadow: 0 8px 24px rgba(0, 0, 0, 0.4);
+        min-width: 200px;
+        padding: 6px;
+        animation: secondaryDropdownFadeIn 0.15s ease;
+    }
+
+    &__mobile-item {
+        display: block;
+        width: 100%;
+        padding: 10px 14px;
+        background: transparent;
+        border: none;
+        color: rgba(255, 255, 255, 0.8);
+        font-size: 14px;
+        font-family: 'Optimo-Plain';
+        text-align: left;
+        cursor: pointer;
+        border-radius: 6px;
+        text-decoration: none;
+        transition: background 0.1s ease, color 0.1s ease;
+
+        &:hover {
+            background: rgba(169, 232, 255, 0.08);
+            color: #A9E8FF;
+        }
+
+        &.active {
+            color: #A9E8FF;
+            background: rgba(169, 232, 255, 0.08);
+        }
+    }
 }
 
 /* When top header is hidden (embedded mode), secondary header sticks to top */
 .embedded-mode .secondary-header {
     top: 0;
 }
+
+@media screen and (max-width: $mobile-resolution-max) {
+    .secondary-header {
+        &__tabs {
+            display: none;
+        }
+
+        &__askdocs {
+            display: none;
+        }
+
+        &__mobile {
+            display: block;
+        }
+    }
+}
+
+@keyframes secondaryDropdownFadeIn {
+    from {
+        opacity: 0;
+        transform: translateY(-4px);
+    }
+    to {
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index 8f889e80b..ea1e65614 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -1,5 +1,7 @@
-import React from 'react';
+import React, { useState, useRef, useEffect } from 'react';
 import { navigate } from 'gatsby';
+import { GiHamburgerMenu } from '@react-icons/all-files/gi/GiHamburgerMenu';
+import { AiOutlineCaretDown } from '@react-icons/all-files/ai/AiOutlineCaretDown';
 import './index.scss';
 
 export type DocCategory =
@@ -121,6 +123,8 @@ const SecondaryHeader = (props: {
     onCategoryChange: (category: DocCategory) => void;
 }) => {
     const { activeCategory, onCategoryChange } = props;
+    const [mobileMenuOpen, setMobileMenuOpen] = useState(false);
+    const menuRef = useRef<HTMLDivElement>(null);
 
     const categories: DocCategory[] = [
         'guides', 'embedding', 'rest-api', 'mcp-server', 'spottercode', 'whats-new',
@@ -128,15 +132,28 @@ const SecondaryHeader = (props: {
 
     const handleClick = (cat: DocCategory) => {
         onCategoryChange(cat);
+        setMobileMenuOpen(false);
         const landing = CATEGORY_LANDING[cat];
         if (landing) {
             navigate(landing);
         }
     };
 
+    useEffect(() => {
+        if (!mobileMenuOpen) return;
+        const handler = (e: MouseEvent) => {
+            if (menuRef.current && !menuRef.current.contains(e.target as Node)) {
+                setMobileMenuOpen(false);
+            }
+        };
+        document.addEventListener('mousedown', handler);
+        return () => document.removeEventListener('mousedown', handler);
+    }, [mobileMenuOpen]);
+
     return (
         <nav className="secondary-header" aria-label="Documentation categories">
             <div className="secondary-header__inner">
+                {/* Desktop: full tab list */}
                 <ul className="secondary-header__tabs" role="tablist">
                     {categories.map((cat) => (
                         <li key={cat} role="none">
@@ -151,6 +168,48 @@ const SecondaryHeader = (props: {
                         </li>
                     ))}
                 </ul>
+
+                {/* Mobile: hamburger trigger + dropdown */}
+                <div className="secondary-header__mobile" ref={menuRef}>
+                    <button
+                        className="secondary-header__mobile-trigger"
+                        onClick={() => setMobileMenuOpen((o) => !o)}
+                        aria-expanded={mobileMenuOpen}
+                        aria-haspopup="listbox"
+                    >
+                        <GiHamburgerMenu className="secondary-header__mobile-icon" />
+                        <span className="secondary-header__mobile-label">
+                            {CATEGORY_LABELS[activeCategory]}
+                        </span>
+                        <AiOutlineCaretDown
+                            className={`secondary-header__mobile-caret${mobileMenuOpen ? ' open' : ''}`}
+                        />
+                    </button>
+                    {mobileMenuOpen && (
+                        <div className="secondary-header__mobile-dropdown" role="listbox">
+                            {categories.map((cat) => (
+                                <button
+                                    key={cat}
+                                    role="option"
+                                    aria-selected={activeCategory === cat}
+                                    className={`secondary-header__mobile-item${activeCategory === cat ? ' active' : ''}`}
+                                    onClick={() => handleClick(cat)}
+                                >
+                                    {CATEGORY_LABELS[cat]}
+                                </button>
+                            ))}
+                            <a
+                                href="/ask-docs"
+                                className="secondary-header__mobile-item"
+                                onClick={() => setMobileMenuOpen(false)}
+                            >
+                                AskDocs
+                            </a>
+                        </div>
+                    )}
+                </div>
+
+                {/* Desktop only: AskDocs link */}
                 <a
                     href="/ask-docs"
                     className="secondary-header__askdocs"
diff --git a/src/components/Seo/index.tsx b/src/components/Seo/index.tsx
index 08d01b246..5143f0e12 100644
--- a/src/components/Seo/index.tsx
+++ b/src/components/Seo/index.tsx
@@ -32,6 +32,7 @@ export const Seo: FC<SeoProps> = ({
     return (
         <>
             <title>{seo.title}</title>
+            <meta name="viewport" content="width=device-width, initial-scale=1.0" />
             <meta name="description" content={seo.description} />
             <meta name="image" content={seo.image} />
             <meta name="og:title" content={seo.title} />

From 3ec2f38e440bca0c7779aeb4ee8824a5016fbdc1 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 15:16:42 +0530
Subject: [PATCH 139/161] ask docs link

---
 src/components/SecondaryHeader/index.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index ea1e65614..69d1e5515 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -211,7 +211,7 @@ const SecondaryHeader = (props: {
 
                 {/* Desktop only: AskDocs link */}
                 <a
-                    href="/ask-docs"
+                    href="docs/ask-docs"
                     className="secondary-header__askdocs"
                 >
                     AskDocs <span className="secondary-header__beta">Beta</span>

From 41b42a614c0e5edb08a161df9e93339111668b80 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 15:37:39 +0530
Subject: [PATCH 140/161] ask docs update

---
 src/components/SecondaryHeader/index.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index 69d1e5515..ea1e65614 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -211,7 +211,7 @@ const SecondaryHeader = (props: {
 
                 {/* Desktop only: AskDocs link */}
                 <a
-                    href="docs/ask-docs"
+                    href="/ask-docs"
                     className="secondary-header__askdocs"
                 >
                     AskDocs <span className="secondary-header__beta">Beta</span>

From 959ad663f6cb933b5bfcc1c76d08792837dffe12 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 19:30:48 +0530
Subject: [PATCH 141/161] ask docs link fix

---
 src/components/SecondaryHeader/index.tsx | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index ea1e65614..e1302d1ab 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -198,24 +198,23 @@ const SecondaryHeader = (props: {
                                     {CATEGORY_LABELS[cat]}
                                 </button>
                             ))}
-                            <a
-                                href="/ask-docs"
+                            <button
                                 className="secondary-header__mobile-item"
-                                onClick={() => setMobileMenuOpen(false)}
+                                onClick={() => { navigate('/ask-docs'); setMobileMenuOpen(false); }}
                             >
                                 AskDocs
-                            </a>
+                            </button>
                         </div>
                     )}
                 </div>
 
                 {/* Desktop only: AskDocs link */}
-                <a
-                    href="/ask-docs"
+                <button
                     className="secondary-header__askdocs"
+                    onClick={() => navigate('/ask-docs')}
                 >
                     AskDocs <span className="secondary-header__beta">Beta</span>
-                </a>
+                </button>
             </div>
         </nav>
     );

From b528353476db29e23f594d5dc3d2306f3a6a5850 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 19:44:23 +0530
Subject: [PATCH 142/161] link text fixes

---
 src/assets/styles/variables.scss          | 2 ++
 src/components/Document/index.scss        | 4 ++--
 src/components/SecondaryHeader/index.scss | 2 ++
 3 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index 9e65a45f0..da5d8d918 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -239,6 +239,7 @@ $tag-color-light: $lightgrey;
     --highlight-lilac: #d7aefb;
     --highlight-violet: #990073;
     --secondary-color: #393939;
+    --link-text-color: #0568fa;
     --header-background-color: #012676;
     --var-note-color: #0568fa;
     --var-important-color: #E22B3D;
@@ -307,6 +308,7 @@ $tag-color-light: $lightgrey;
     --highlight-lilac: #b083f0;
     --highlight-violet: #f8bbd0;
     --secondary-color: #74daff;
+    --link-text-color: #74daff;
     --header-background-color: #012676;
     --var-note-color: #74daff;
     --var-important-color: #ff7b72;
diff --git a/src/components/Document/index.scss b/src/components/Document/index.scss
index c9ff9d057..70082f31e 100644
--- a/src/components/Document/index.scss
+++ b/src/components/Document/index.scss
@@ -59,7 +59,7 @@
             color: var(--primary-color);
 
             a {
-                color: var(--secondary-color);
+                color: var(--link-text-color);
             }
         }
     }
@@ -422,7 +422,7 @@
 
     a,
     a:active {
-        color: var(--secondary-color);
+        color: var(--link-text-color);
     }
 
     /* ── Tabbed code blocks ───────────────────────────────────────────── */
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index 8273897ac..c5b416884 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -29,8 +29,10 @@
         font-family: 'Optimo-Plain';
         color: var(--secondary-header-text, #374151);
         text-decoration: none;
+        background: transparent;
         border: none;
         border-radius: 5px;
+        cursor: pointer;
         white-space: nowrap;
         flex-shrink: 0;
         transition: color 0.15s ease, border-color 0.15s ease, background 0.15s ease;

From b2459f7c3dcbb42f7eb49a1fc93d64871213822f Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 19:48:34 +0530
Subject: [PATCH 143/161] edits

---
 modules/ROOT/pages/common/nav.adoc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 5e66f9597..9b0f8e5c5 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -26,6 +26,7 @@ Live Playgrounds
 //** link:{{navprefix}}/graphql-play-ground[GraphQL Playground]
 //** +++<a href="{{previewPrefix}}/api/rest/playgroundV1" target="_blank">REST API v1 Playground</a>+++
 * link:{{navprefix}}/theme-builder[Theme Builder]
+** link:{{navprefix}}/theme-builder-doc[How to use]
 
 
 //*** link:{{navprefix}}/graphql-playground[GraphQL Playground]

From f352f152ce3e7535a38c3c89024d2ee54dec4952 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 20:58:58 +0530
Subject: [PATCH 144/161] responsive layout update

---
 src/components/DevDocTemplate/index.tsx   |   3 +
 src/components/Header/index.scss          |   6 +-
 src/components/LeftSidebar/index.tsx      |  45 --------
 src/components/SecondaryHeader/index.scss | 120 +++++++++++++++++++++-
 src/components/SecondaryHeader/index.tsx  |  32 +++++-
 5 files changed, 152 insertions(+), 54 deletions(-)

diff --git a/src/components/DevDocTemplate/index.tsx b/src/components/DevDocTemplate/index.tsx
index 42e0869cb..3278838e6 100644
--- a/src/components/DevDocTemplate/index.tsx
+++ b/src/components/DevDocTemplate/index.tsx
@@ -686,6 +686,9 @@ const DevDocTemplate: FC<DevDocTemplateProps> = (props) => {
                 <SecondaryHeader
                     activeCategory={activeCategory}
                     onCategoryChange={setActiveCategory}
+                    location={location}
+                    leftNavOpen={leftNavOpen}
+                    setLeftNavOpen={setLeftNavOpen}
                 />
                 {shouldShowAnnouncementBanner() && (
                     <AnnouncementBanner
diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index d64295612..a84d33e59 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -376,7 +376,7 @@ header {
     }
 }
 
-/* ── Mobile: swap desktop nav for ⋮ button ───────────────────────────── */
+/* ── Mobile: swap desktop nav for ⋮ button, hide version dropdown ────── */
 @media screen and (max-width: $mobile-resolution-max) {
     header {
         .header-desktop-nav {
@@ -386,6 +386,10 @@ header {
         .header-more-dropdown {
             display: inline-flex;
         }
+
+        .header-right .dropdownWrapper {
+            display: none;
+        }
     }
 }
 
diff --git a/src/components/LeftSidebar/index.tsx b/src/components/LeftSidebar/index.tsx
index 627c1e3c7..682917841 100644
--- a/src/components/LeftSidebar/index.tsx
+++ b/src/components/LeftSidebar/index.tsx
@@ -1,11 +1,6 @@
 import React, { useEffect, useState, useRef } from 'react';
 import { ResizableBox } from 'react-resizable';
 import { useResizeDetector } from 'react-resize-detector';
-import { IconContext } from '@react-icons/all-files';
-import { GiHamburgerMenu } from '@react-icons/all-files/gi/GiHamburgerMenu';
-import { MdClear } from '@react-icons/all-files/md/MdClear';
-import { RiMoonClearLine } from '@react-icons/all-files/ri/RiMoonClearLine';
-import { FiSun } from '@react-icons/all-files/fi/FiSun';
 import { removeTrailingSlash, queryStringParser } from '../../utils/app-utils';
 import { NAV_PREFIX, TS_PAGE_ID_PARAM } from '../../configs/doc-configs';
 import {
@@ -91,11 +86,6 @@ const LeftSideBar = (props: {
         );
     }, [props.curPageid, isMaxMobileResolution, navContent]);
 
-    const onMenuClick = () => {
-        props.setLeftNavOpen(!props.leftNavOpen);
-        document.documentElement.scrollTop = 0;
-    };
-
     const renderLeftNav = () => {
         return isMaxMobileResolution ? (
             <div className="resizable-container">
@@ -134,41 +124,6 @@ const LeftSideBar = (props: {
             </div>
         ) : (
             <div className="menuMain">
-                <div className="menuContainer">
-                    <IconContext.Provider
-                        value={{
-                            className: `icon ${
-                                props.leftNavOpen && 'imgOpacity'
-                            }`,
-                        }}
-                    >
-                        <GiHamburgerMenu onClick={onMenuClick} />
-                    </IconContext.Provider>
-                    <IconContext.Provider
-                        value={{
-                            className: `icon ${
-                                props.leftNavOpen && 'imgOpacity'
-                            }`,
-                        }}
-                    >
-                        {props.isDarkMode ? (
-                            <RiMoonClearLine
-                                onClick={() => props.setDarkMode(false)}
-                            />
-                        ) : (
-                            <FiSun onClick={() => props.setDarkMode(true)} />
-                        )}
-                    </IconContext.Provider>
-                    <IconContext.Provider
-                        value={{
-                            className: `icon ${
-                                !props.leftNavOpen && 'imgOpacity'
-                            } clearIcon`,
-                        }}
-                    >
-                        <MdClear onClick={onMenuClick} />
-                    </IconContext.Provider>
-                </div>
                 <NavContent
                     backLink={props.backLink}
                     navContent={navContent}
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index c5b416884..069078737 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -101,9 +101,119 @@
         }
     }
 
-    /* ── Mobile: hamburger trigger + dropdown (hidden on desktop) ── */
-    &__mobile {
+    /* ── Mobile: version dropdown slot (hidden on desktop) ─────── */
+    &__mobile-version {
         display: none;
+
+        .dropdownWrapper {
+            padding: 0;
+
+            .dropdownContainer {
+                align-items: center;
+            }
+
+            .dropdown {
+                overflow: visible;
+            }
+
+            .dropdown .dropbtn {
+                display: inline-flex;
+                align-items: center;
+                gap: 4px;
+                padding: 6px 10px;
+                margin: 0;
+                color: rgba(255, 255, 255, 0.85);
+                font-size: 14px;
+                font-family: 'Optimo-Plain';
+                border-radius: 6px;
+                transition: background 0.15s ease, color 0.15s ease;
+
+                &:hover {
+                    background: rgba(255, 255, 255, 0.1);
+                    color: #A9E8FF;
+                }
+            }
+
+            .arrowDown {
+                width: 12px;
+                height: 12px;
+                margin-left: 2px;
+                transition: transform 0.15s ease;
+            }
+
+            .dropdown:hover .arrowDown {
+                transform: rotate(180deg);
+            }
+
+            .dropdownContent {
+                right: 0;
+                left: auto;
+                background-color: var(--nav-bar-color, #232F43);
+                border: 1px solid #458;
+                box-shadow: 0 8px 24px rgba(68, 85, 136, 0.35);
+                border-radius: 10px;
+                padding: 6px;
+                min-width: 160px;
+
+                & > div {
+                    color: rgba(255, 255, 255, 0.8);
+                    border-radius: 6px;
+                    font-size: 14px;
+                    padding: 8px 12px;
+                    transition: background 0.1s ease, color 0.1s ease;
+                    cursor: pointer;
+
+                    &:hover {
+                        background: rgba(169, 232, 255, 0.08);
+                        color: #A9E8FF;
+                    }
+                }
+
+                .subLabel {
+                    font-size: 11.5px;
+                    color: rgba(255, 255, 255, 0.4);
+                    padding: 0;
+                    margin-top: 1px;
+                }
+            }
+        }
+    }
+
+    /* ── Mobile: left cluster (nav-toggle + category picker, hidden on desktop) ── */
+    &__mobile-left {
+        display: none;
+        align-items: center;
+        gap: 4px;
+    }
+
+    /* ── Nav-toggle (☰/✕) inside mobile-left ── */
+    &__nav-toggle {
+        display: inline-flex;
+        align-items: center;
+        justify-content: center;
+        padding: 8px;
+        background: transparent;
+        border: none;
+        color: var(--secondary-header-text, #f1f4f8);
+        cursor: pointer;
+        border-radius: 6px;
+        transition: color 0.15s ease, background 0.15s ease;
+        flex-shrink: 0;
+
+        &:hover {
+            color: #A9E8FF;
+            background: rgba(169, 232, 255, 0.06);
+        }
+    }
+
+    &__nav-toggle-icon {
+        width: 18px;
+        height: 18px;
+    }
+
+    /* ── Mobile: category picker dropdown (hidden on desktop) ── */
+    &__mobile {
+        display: block;
         position: relative;
     }
 
@@ -205,7 +315,11 @@
             display: none;
         }
 
-        &__mobile {
+        &__mobile-left {
+            display: flex;
+        }
+
+        &__mobile-version {
             display: block;
         }
     }
diff --git a/src/components/SecondaryHeader/index.tsx b/src/components/SecondaryHeader/index.tsx
index e1302d1ab..352945ae5 100644
--- a/src/components/SecondaryHeader/index.tsx
+++ b/src/components/SecondaryHeader/index.tsx
@@ -1,7 +1,9 @@
 import React, { useState, useRef, useEffect } from 'react';
 import { navigate } from 'gatsby';
 import { GiHamburgerMenu } from '@react-icons/all-files/gi/GiHamburgerMenu';
+import { MdClear } from '@react-icons/all-files/md/MdClear';
 import { AiOutlineCaretDown } from '@react-icons/all-files/ai/AiOutlineCaretDown';
+import Dropdown from '../Dropdown';
 import './index.scss';
 
 export type DocCategory =
@@ -121,8 +123,11 @@ export const CATEGORY_PAGEIDS: Record<DocCategory, string[]> = {
 const SecondaryHeader = (props: {
     activeCategory: DocCategory;
     onCategoryChange: (category: DocCategory) => void;
+    location: Location;
+    leftNavOpen: boolean;
+    setLeftNavOpen: Function;
 }) => {
-    const { activeCategory, onCategoryChange } = props;
+    const { activeCategory, onCategoryChange, location, leftNavOpen, setLeftNavOpen } = props;
     const [mobileMenuOpen, setMobileMenuOpen] = useState(false);
     const menuRef = useRef<HTMLDivElement>(null);
 
@@ -140,7 +145,7 @@ const SecondaryHeader = (props: {
     };
 
     useEffect(() => {
-        if (!mobileMenuOpen) return;
+        if (!mobileMenuOpen) return undefined;
         const handler = (e: MouseEvent) => {
             if (menuRef.current && !menuRef.current.contains(e.target as Node)) {
                 setMobileMenuOpen(false);
@@ -169,15 +174,26 @@ const SecondaryHeader = (props: {
                     ))}
                 </ul>
 
-                {/* Mobile: hamburger trigger + dropdown */}
-                <div className="secondary-header__mobile" ref={menuRef}>
+                {/* Mobile: nav-toggle + category picker */}
+                <div className="secondary-header__mobile-left">
+                    <button
+                        className="secondary-header__nav-toggle"
+                        onClick={() => setLeftNavOpen((o: boolean) => !o)}
+                        aria-label={leftNavOpen ? 'Close navigation' : 'Open navigation'}
+                    >
+                        {leftNavOpen
+                            ? <MdClear className="secondary-header__nav-toggle-icon" />
+                            : <GiHamburgerMenu className="secondary-header__nav-toggle-icon" />
+                        }
+                    </button>
+
+                    <div className="secondary-header__mobile" ref={menuRef}>
                     <button
                         className="secondary-header__mobile-trigger"
                         onClick={() => setMobileMenuOpen((o) => !o)}
                         aria-expanded={mobileMenuOpen}
                         aria-haspopup="listbox"
                     >
-                        <GiHamburgerMenu className="secondary-header__mobile-icon" />
                         <span className="secondary-header__mobile-label">
                             {CATEGORY_LABELS[activeCategory]}
                         </span>
@@ -207,6 +223,12 @@ const SecondaryHeader = (props: {
                         </div>
                     )}
                 </div>
+                </div>{/* end mobile-left */}
+
+                {/* Mobile only: version dropdown */}
+                <div className="secondary-header__mobile-version">
+                    <Dropdown location={location} isMobile={false} />
+                </div>
 
                 {/* Desktop only: AskDocs link */}
                 <button

From 2c83def6e5139dbeb638450fa595b40dcaf0e6cb Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Thu, 30 Apr 2026 21:23:32 +0530
Subject: [PATCH 145/161] mobile responsive edits

---
 src/components/Header/index.scss          | 24 +++++++++++++++++++++--
 src/components/SecondaryHeader/index.scss | 12 ++++++++++++
 2 files changed, 34 insertions(+), 2 deletions(-)

diff --git a/src/components/Header/index.scss b/src/components/Header/index.scss
index a84d33e59..7a6b4fd57 100644
--- a/src/components/Header/index.scss
+++ b/src/components/Header/index.scss
@@ -379,6 +379,20 @@ header {
 /* ── Mobile: swap desktop nav for ⋮ button, hide version dropdown ────── */
 @media screen and (max-width: $mobile-resolution-max) {
     header {
+        .containerWrapper {
+            padding: 0 8px;
+        }
+
+        .logo {
+            margin: 0;
+            padding: 0;
+        }
+
+        .thoughtspotLogo {
+            width: 200px;
+            padding-right: 0;
+        }
+
         .header-desktop-nav {
             display: none;
         }
@@ -387,8 +401,14 @@ header {
             display: inline-flex;
         }
 
-        .header-right .dropdownWrapper {
-            display: none;
+        .header-right {
+            padding-right: 0;
+            margin-right: 0;
+            gap: 4px;
+
+            .dropdownWrapper {
+                display: none;
+            }
         }
     }
 }
diff --git a/src/components/SecondaryHeader/index.scss b/src/components/SecondaryHeader/index.scss
index 069078737..8ca01c1b2 100644
--- a/src/components/SecondaryHeader/index.scss
+++ b/src/components/SecondaryHeader/index.scss
@@ -307,6 +307,10 @@
 
 @media screen and (max-width: $mobile-resolution-max) {
     .secondary-header {
+        &__inner {
+            padding: 0 8px;
+        }
+
         &__tabs {
             display: none;
         }
@@ -322,6 +326,14 @@
         &__mobile-version {
             display: block;
         }
+
+        &__nav-toggle {
+            padding: 6px;
+        }
+
+        &__mobile-trigger {
+            padding: 6px 8px;
+        }
     }
 }
 

From 111803360cf28fd8c727b239c755191d4600f41e Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 10:34:04 +0530
Subject: [PATCH 146/161] review comments incorporation and final checks

---
 .../pages/mcp-connect-custom-chatbot.adoc     |  21 +-
 modules/ROOT/pages/mcp-integration.adoc       |  15 +-
 modules/ROOT/pages/mcp-server-changelog.adoc  | 125 ++--
 .../pages/mcp-server-client-connection.adoc   |  37 +-
 .../ROOT/pages/mcp-tool-reference-guide.adoc  | 532 +-----------------
 .../ROOT/pages/mcp-tool-reference-legacy.adoc | 173 ++++++
 .../pages/mcp-tool-reference-spotter3.adoc    | 356 ++++++++++++
 7 files changed, 621 insertions(+), 638 deletions(-)
 create mode 100644 modules/ROOT/pages/mcp-tool-reference-legacy.adoc
 create mode 100644 modules/ROOT/pages/mcp-tool-reference-spotter3.adoc

diff --git a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
index fbc60144b..9f24f78e6 100644
--- a/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
+++ b/modules/ROOT/pages/mcp-connect-custom-chatbot.adoc
@@ -18,7 +18,7 @@ When integrated, the agent in your custom application can:
 Before you begin, review the following prerequisites:
 
 * Node.js version 22 or later is installed and available in your environment.
-* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release version. For MCP Server with Spotter 3 capabilities, ensure that your ThoughtSpot instance is 26.2.0.cl or later.
+* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release. For MCP Server with Spotter 3 capabilities, ensure that your ThoughtSpot instance is 26.2.0.cl or later.
 * Ensure that the users have the necessary permissions to view data from relevant models and tables in ThoughtSpot. Existing RLS/CLS rules on tables are enforced automatically in data source responses. To create charts or Liveboards from a conversation session, data download and content creation privileges are required.
 
 == Authenticating users
@@ -32,8 +32,16 @@ The token generated for the user session is used as a bearer token when your bac
 == Connecting clients
 If your custom chatbot implementation uses Claude, OpenAI, or Gemini LLM APIs to call MCP tools, ensure that your MCP Server endpoint, authentication token, and ThoughtSpot host are included in the API request.
 
+When integrating with apps using custom workflows, ThoughtSpot recommends using the MCP server URL with the date-based `api-version` parameter. This allows you to pin a specific version and avoid introducing unintended changes to custom workflows that rely on tool responses.
+
+* For OAuth clients:
+`https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
+
+* For bearer token clients:
+`https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
+
 === Claude MCP connector
-If your application uses Claude MCP connector, use the following API request format to connect Claude to the MCP Server:
+If your application uses the Claude MCP connector, use the following API request format to connect Claude to the MCP Server:
 
 [source,bash]
 ----
@@ -99,7 +107,7 @@ In the above example, the API call includes the following parameters:
 * ThoughtSpot MCP Server URL. Replace `YYYY-MM-DD` in the URL with an actual date string.
 * Authentication token and ThoughtSpot host URL.
 
-The OpenAI LLM model uses the configured MCP Server, sends the provided headers on each MCP tool call, and gets the requested data from your ThoughtSpot instance under that token's identity.
+The OpenAI LLM uses the configured MCP Server, sends the provided headers on each MCP tool call, and gets the requested data from your ThoughtSpot instance under that token's identity.
 
 === Gemini API
 
@@ -163,16 +171,15 @@ To verify the integration:
 . Verify whether the metadata in the output includes the URL to embed a visualization in an iframe or HTML snippet.
 
 == Displaying visualization in iframe
-Visualizations are returned as ThoughtSpot Answers via iframes. Use the xref:generated/typedoc/Function/startAutoMCPFrameRenderer.adoc[startAutoMCPFrameRenderer] function to display the iframe.
+Visualizations are returned as ThoughtSpot Answers via iframes. Use the xref:startAutoMCPFrameRenderer.adoc[startAutoMCPFrameRenderer] function to display the iframe.
 
 An example project showing how this is used in the `app.jsx` file with a code sample is available in the link:https://github.com/thoughtspot/developer-examples/blob/main/mcp/python-react-agent-simple-ui/client/src/App.jsx[developer-examples GitHub repository, window=_blank].
 
-
 == Troubleshooting errors
 
 Cannot connect to MCP Server::
 
-* Verify if the MCP Server is reachable.
+* Verify that the MCP Server is reachable.
 * Ensure that the correct MCP Server URL is used in API requests.
 * If the issue persists, verify the logs and contact ThoughtSpot Support for assistance.
 
@@ -189,6 +196,6 @@ For information about tool calls and responses, refer to the xref:mcp-tool-refer
 == Additional resources
 
 * To view the MCP Server code, go to the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
-* For a chat client example, see link:https://github.com/thoughtspot/developer-examples/tree/main/mcp/python-react-agent-simple-ui[Python Agent with Simple React UI].
+* For a chat client example, see link:https://github.com/thoughtspot/developer-examples/tree/main/mcp/python-react-agent-simple-ui[Python Agent with Simple React UI, window=_blank].
 
 
diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index d81f1668f..3768513de 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -6,7 +6,7 @@
 :page-pageid: mcp-integration
 :page-description: Learn what ThoughtSpot MCP Server is, when to use it, and how it fits into your AI and analytics architecture.
 
-ThoughtSpot’s Model Context Protocol (MCP) server enables integration of ThoughtSpot analytics into any AI-native application, custom chatbot, or LLM platform that supports MCP. Instead of rebuilding analytics logic yourself, you connect an LLM/AI agent to the ThoughtSpot MCP Server.
+ThoughtSpot’s Model Context Protocol (MCP) Server enables integration of ThoughtSpot analytics into any AI-native application, custom chatbot, or LLM platform that supports MCP. Instead of rebuilding analytics logic yourself, you connect an LLM/AI agent to the ThoughtSpot MCP Server.
 
 == Overview
 ThoughtSpot MCP Server exposes ThoughtSpot analytics as tools and resources that MCP-compatible agents can discover and use. When integrated, the MCP Server provides your AI agent or LLM with the following capabilities:
@@ -56,23 +56,22 @@ The MCP Server integration and orchestration layers include the following core c
 
 |**Host application** | The AI platform or AI-native app that renders chat, responses, and charts, and manages user-facing conversation. For example, Claude AI web app, Claude Desktop, ChatGPT, OpenAI-based integrations, Gemini-based agents, custom web applications, or internal tools.
 
-|*MCP client*
+|**MCP client**
 a|The MCP client discovers available tools, manages the MCP connection to the server, and passes tool calls between the LLM and the MCP Server.
 
-|*ThoughtSpot MCP Server* a|
+|**ThoughtSpot MCP Server** a|
 The remote MCP server hosted by ThoughtSpot.
 
 - Acts as a gateway between the MCP client and ThoughtSpot.
 - Exposes ThoughtSpot analytics as MCP tools.
 - Receives tool calls, authenticates via OAuth/Bearer Token, and routes requests to ThoughtSpot.
 
-|*ThoughtSpot instance*
+|**ThoughtSpot instance**
 | Your ThoughtSpot instance where data models, Liveboards, and security policies exist. +
 
 - Executes queries and generates visualizations
 - Enforces data security with RLS and CLS rules.
 - In integrations using the MCP Server with Spotter 3 support, it provides additional capabilities such as advanced analytics, reasoning, forecasting, automatic data source selection, and deep research.
-||
 |===
 
 The following figure illustrates the interaction between the user, agent, and MCP Server:
@@ -81,7 +80,7 @@ The following figure illustrates the interaction between the user, agent, and MC
 image::./images/agents-mcp-server-arch.png[MCP integration]
 
 == MCP Server architecture and tools
-For more information about MCP tools, resources and workflow processing, see the following documentation:
+For more information about MCP tools, resources, and workflow processing, see the following documentation:
 
 * xref:mcp-server-spotter3.adoc[MCP Server with Spotter 3]
 * xref:mcp-server-legacy.adoc[Legacy MCP Server architecture and tools].
@@ -144,7 +143,7 @@ Creates a dashboard from `answer_id` values collected from the session update ty
 |===
 ////
 
-== MCP Server versions
+== MCP Server URL
 
 ThoughtSpot MCP Server now uses date-based API versioning in the URL. The new versions will be identified via the `?api-version=YYYY-MM-DD` parameter and can be appended to your MCP server URL to pin your integration to a specific version. Each new version may introduce tool changes, enhancements, or bug fixes.
 
@@ -175,7 +174,7 @@ Replace `{YYYY-MM-DD}` with the actual date string to point to the specified ver
 [IMPORTANT]
 ====
 The `\https://agent.thoughtspot.app/openai/mcp` and `\https://agent.thoughtspot.app/bearer/mcp` are deprecated and point to the version with legacy MCP tools only.
-ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_april_30_2026[MCP server changelog].
+ThoughtSpot recommends migrating your existing MCP Server integration setup to the new version. For more information, see xref:mcp-server-changelog.adoc#_migration_guidelines[MCP Server changelog].
 ====
 
 == Next steps
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index b9c58bafb..c4d79483f 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -1,4 +1,4 @@
-= ThoughtSpot MCP server changelog
+= ThoughtSpot MCP Server changelog
 :toc: true
 :toclevels: 1
 
@@ -24,107 +24,66 @@ This changelog lists the new features, enhancements, and other changes introduce
 // *Affects:* Developers, Administrators, End Users
 // ============================================================
 
-== April 30, 2026
-[div announcementBlock]
---
-*API version string:* `?api-version=2026-04-30`. +
-*Status:* Now available for upgrades. +
-*Upgrade recommendation*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. Refer to the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
---
-
-=== Support for Spotter 3 [.version-badge.new]#New#
-ThoughtSpot MCP Server now supports Spotter 3, enabling advanced analytics, forecasting, multi-step reasoning, and deep research. The new MCP tools support real-time streaming, session-based conversations, richer interactions, and direct embedding of visualizations in MCP-aware apps. +
-For more information, see xref:mcp-integration.adoc#_mcp_server_architecture_and_tools[MCP Server architecture and tools] documentation.
-
-=== MCP tools and processing model [.version-badge.breaking]##Breaking change##
-The new Spotter 3-powered MCP tools are available at a separate MCP Server URL. +
-Existing integrations with legacy MCP tools continue to work until further notice. No tools from the previous version carry over into the new version. You must update your integrations to use the new MCP tools. Ensure that you test new MCP tools in staging before production rollout.
-
-[cols="1,2,2", options="header"]
-|====
-|Legacy MCP tools |Replaced by|Notable changes
-
-|`ping`
-|`check_system_readiness`
-|No change in functionality.
 
-|`getDataSourceSuggestions`
-|`data_source_id` parameter in `create_analysis_session`
-|No longer a standalone tool. Is built into `create_analysis_session` via optional `data_source_id` parameter. Data source is selected automatically if omitted.
-
-|`getRelevantQuestions`
-|`send_session_message` and `get_session_updates` loop
-|Split into asynchronous send message and poll pattern. Polls for streamed updates across multiple calls and accumulates updates from every poll.
-
-|`getAnswer`
-|`get_session_updates` loop
-|Is now part of the polling loop.
-
-|`createLiveboard`
-|`create_dashboard`
-|Creates a dashboard from `answer_id` values collected from the session update type `answer`. Requires a `note_tile` HTML summary tile.
-|====
-
-[IMPORTANT]
-====
-The `send_session_message` does not return an answer. Integrations must now implement an asynchronous polling loop via `get_session_updates` until `is_done: true`. For detailed information about tools and resources, see xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
-====
+== May 2026
 
-=== MCP server URL changes and API versioning [.version-badge.breaking]##Breaking change##
-All MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update MCP Server URLs and authentication as needed.
+*API version string:* `?api-version=2026-04-30`. +
+*Upgrade notes*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. Refer to the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
 
-[cols="6,4", options="header"]
+[.cl-table, cols="1,4", frame=none, grid=none]
 |====
-|Current URL|New URL
-
-|`\https://agent.thoughtspot.app/bearer/mcp` [.version-badge.deprecated]#Deprecated# +
-Supports legacy MCP tools only; it will be removed in an upcoming release.
+a|
+[.cl-label]
+*2026-05-01*
 
-a|**URL with the API version**:  +
-`\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` +
+a|
 
-**URL without the API version**: +
-`\https://agent.thoughtspot.app/token/mcp`. Always points to the latest version.
+[discrete]
+=== Support for Spotter 3
+ThoughtSpot MCP Server now supports Spotter 3, enabling advanced analytics, forecasting, multi-step reasoning, and deep research. The new MCP tools support real-time streaming, session-based conversations, richer interactions, and direct embedding of visualizations in MCP-aware apps. +
+For more information, see xref:mcp-server-spotter3.adoc[MCP Server with Spotter 3].
 
-|`\https://agent.thoughtspot.app/mcp` +
-Supports legacy MCP tools only. It will point to the latest version in an upcoming release. If your integration uses this URL without api-version, it will silently switch to the new tool set when migrated. To prevent unintended changes, add `?api-version` to the URL.
+---
 
-|`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
+[discrete]
+=== MCP server URL changes and API versioning [.version-badge.breaking]#Breaking#
+MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update the xref:mcp-integration.adoc#_mcp_server_url[MCP Server URL].
 
-|`\https://agent.thoughtspot.app/openai/mcp` [.version-badge.deprecated]#Deprecated# +
-Supports legacy MCP tools only; it will be removed in an upcoming release.
-| `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`. +
-For OAuth apps, you can use `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`.
-||
-|====
-
-[IMPORTANT]
+[NOTE]
 ====
-* The MCP Server URLs without the API version always point to the latest version and may introduce changes. Pin your integration to a tested version using `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-30`.
+* The MCP Server URLs without the API version always point to the latest version and may introduce new tools. Pin your integration to a tested version using the `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-30`.
 * If the API version is set to a future date, the server returns the latest API version released before the date specified in the URL.
-
-* To pin your integration to a specific version, append the `?api-version={YYYY-MM-DD}` parameter to the MCP Server URL and specify the date string.
 ====
 
-=== Migration guidelines
+[discrete]
+=== MCP tools and processing model [.version-badge.breaking]#Breaking#
+The MCP URL now points to the Spotter 3-powered MCP tools. Existing integrations with legacy MCP tools continue to work until further notice. No tools from the previous version carry over into the new version. You must update your integrations to use the new MCP tools or pin a previous version to preserve your existing changes.
 
+==== Migration guidelines
 Migrating from your existing setup to the new version requires updating the MCP client configuration to point to the new URL and rewriting tool-calling logic to use the new asynchronous, polling model. There is no change in the supported authentication models, MCP clients, or the MCP Server hosting domain.
 
 To update your integration to use Spotter 3 features and the new MCP tools, follow these steps:
 
-. Update your MCP Server URL to the latest version. Replace the old URLs in all MCP client configuration files.
+. Ensure that the URL you specify points to the latest version.
 . Rewrite your integration to use the new tools. Replace the old synchronous tool-calling pattern with the new asynchronous polling pattern. For code samples and tool reference, see the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
 . Test your integration end-to-end.
 . Roll out to production environments after validation.
 
-== April 29, 2026
-[div announcementBlock]
---
-*API version string:* `?api-version=2026-04-29` or an earlier date string +
-**Status**: Supported +
-**Upgrade recommendation**: Supports the legacy MCP tools and URLs only. Migrate your integrations to 2026-04-30 or a later version. +
---
+|====
 
+== April 2026
+*API version string:* `?api-version=2026-04-30` or an earlier date string +
+*Upgrade recommendation*: Supports the legacy MCP tools and URLs only. Upgrade your integrations to version 2026-04-30 or later.
+
+[.cl-table, cols="1,4", frame=none, grid=none]
+|====
+a|
+[.cl-label]
+*2026-04-30*
+
+a|
+
+[discrete]
 === MCP tools, processing model, and answer retrieval
 Supports the following MCP tools released in the initial version of ThoughtSpot MCP Server.
 
@@ -135,12 +94,16 @@ for a given query.
 * `getAnswer`:  Returns the answer to a specific sub-question.
 * `createLiveboard`: Creates a ThoughtSpot Liveboard from a list of answers.
 
-==== MCP Server URLs
+---
+
+[discrete]
+=== MCP Server URLs
 Supports the following URLs:
 
 * `\https://agent.thoughtspot.app/mcp` (OAuth Apps)
 * `\https://agent.thoughtspot.app/bearer/mcp` (Bearer Token Apps)
 * `\https://agent.thoughtspot.app/openai/mcp` (OpenAI-compatible clients)
 
-These URLs are deprecated in the MCP Server 2026-04-30 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
+These URLs are deprecated as of the MCP Server 2026-05-01 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
 
+|====
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index 765cec9dc..d928d7439 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -32,30 +32,37 @@ Before you begin, review the following prerequisites:
 * Ensure that the users have the necessary permissions to view data from relevant models and tables in ThoughtSpot. Existing RLS/CLS rules on tables are enforced automatically in data source responses. To create charts or Liveboards from a conversation session, data download and content creation privileges are required.
 
 === Connecting clients that support remote MCP servers
-To connect to a client that supports remote MCP servers natively, add the MCP Server endpoint to your client's configuration settings.
-
-For OAuth clients, use the following URL:
+To connect a client that supports remote MCP servers natively, add the MCP Server endpoint to your client's configuration settings.
 
+For OAuth clients::
+Use the following URL:
++
+`https://agent.thoughtspot.app/mcp` +
+Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future. During this period, if you want the MCP clients to use the latest tools, use the URL with the date parameter.
++
 `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
 
-For clients that require a bearer token for authentication, use one of the following URLs:
-
-* `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` (Recommended) +
-Uses the MCP Server version released on or before the specified date.
-
-* `\https://agent.thoughtspot.app/token/mcp` +
-Always points to the latest version. Use this with caution as it may introduce unintended changes to your environments.
+For bearer token clients::
+For clients that require a bearer token for authentication, use the following URL:
++
+`\https://agent.thoughtspot.app/token/mcp` (Recommended) +
+This URL always points to the version with the latest tools.
 
-For OpenAI MCP and Responses API integration, use the following URL:
++
+If you want to use a version released on or before a specific date, use the URL with the date parameter: +
+`\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
 
-* `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
+For OpenAI MCP and Responses API::
+Use the following URL:
++
+`\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
 +
 [IMPORTANT]
 ====
 The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
 ====
 
-For additional information about how to register a remote MCP Server, refer to your client's documentation.
+For more information about how to register a remote MCP Server, refer to your client's documentation.
 
 === Connecting MCP Server to local MCP clients
 For MCP clients that do not natively support configuring a remote MCP Server URL, you must use the `mcp-remote` component. For desktop clients that rely on local MCP components, ensure that Node.js version 22 or later is installed on your system.
@@ -107,7 +114,7 @@ To verify the integration:
 
 MCP Server is not connected::
 
-* Verify if the MCP Server is reachable.
+* Verify that the MCP Server is reachable.
 * Ensure that you have access to a ThoughtSpot instance.
 * Ensure that there are no configuration errors.
 * If the issue persists, verify the logs and contact ThoughtSpot Support for assistance.
@@ -115,7 +122,7 @@ MCP Server is not connected::
 Authentication failure::
 If user authentication fails, or if the server returns HTTP 500, 401, or 403 status codes:
 * Verify whether the MCP Server endpoint and ThoughtSpot host are correctly configured in your client and are reachable.
-* Verify if the user session has expired. Log in to your ThoughtSpot application to start a new session.
+* Verify that the user session has expired. Log in to your ThoughtSpot application to start a new session.
 * Verify whether the user has the necessary privileges to view data or create content.
 
 == Additional resources
diff --git a/modules/ROOT/pages/mcp-tool-reference-guide.adoc b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
index 4407ede6d..c9fb5b1dc 100644
--- a/modules/ROOT/pages/mcp-tool-reference-guide.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-guide.adoc
@@ -6,535 +6,13 @@
 :page-pageid: mcp-tool-reference
 :page-description: Refer to this guide to learn which MCP tools are supported, input parameters used for tool calls, and the response format.
 
-ThoughtSpot MCP Server provides specialized tools that enable the AI agent in your application to access ThoughtSpot Analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
-
-* xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP Server version with Spotter 3] [.version-badge.new]#New#
-* xref:mcp-tool-reference-guide.adoc#_legacy_mcp_server_setup[MCP Server with legacy tools]
-
-== MCP Server with Spotter 3
-The new ThoughtSpot MCP integration exposes a session-based workflow for running natural language analytics queries against your ThoughtSpot data sources. The pattern is always: **create a session** → **send a message** → **poll for updates**.
-
-=== create_analysis_session
-Start an analytical session with ThoughtSpot's analytics agent. This is the required first step before sending any questions.
-
-Sessions are conversational. Once created, you can send multiple follow-up questions to the same session without calling `create_analysis_session` again.
-
-==== Input parameter
-The `data_source_id` is optional. Provide this when the user has specified or confirmed a data source, or when context makes a particular source obvious. Omit to let ThoughtSpot automatically select the most relevant source based on the question.
-
-==== Example call
-
-[.tabbed-code]
---
-
-[source,javascript]
-----
-const session = await callMCPTool("create_analysis_session", {
-    data_source_id: "model-guid-123" // Optional — GUID of the ThoughtSpot worksheet or model to query. Omit to let ThoughtSpot automatically select the most relevant data source.
-});
-----
-
-[source,python]
-----
-call_mcp_tool(
-    "create_analysis_session",
-    {
-        "data_source_id": "model-guid-123"  # Optional — GUID of the ThoughtSpot worksheet or model to query.
-    },
-)
-----
---
-
-==== Response
-
-[source,json]
-----
-{
-"analytical_session_id": "session-guid-abc123"
-}
-----
-
-* `analytical_session_id`:  Session ID. Pass this to `send_session_message` and `get_session_updates`.
-
-* Always capture the returned `analytical_session_id`. It is required for all subsequent calls.
-
-=== send_session_message
-Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly; use `get_session_updates` to retrieve the response.
-
-==== Input parameters
-
-[cols="2,4", options="header"]
-|====
-|Field|Description
-
-|`analytical_session_id` | The session to send the message to. Obtained from the `create_analysis_session` call.
-|`message`|A natural language analytical question or follow-up to send to the ThoughtSpot agent.
-|`additional_context` +
-__Optional__|Can be used to provide external information relating to the question. For example, “The user’s fiscal year starts in April”, or “The user is a manager of the West region”.
-|====
-
-==== Example call
-
-[.tabbed-code]
---
-
-[source,javascript]
-----
-const sendMessage = await callMCPTool("send_session_message", {
-    analytical_session_id: "sess_abc123", // Session ID from create_analysis_session.
-    message: "What were total sales by region last quarter?", // User's natural language question.
-    additional_context: "The user's fiscal year starts in April. " +
-        "Focus on underperforming regions only." // Optional — external information to influence the analysis.
-});
-----
-
-[source,python]
-----
-call_mcp_tool(
-    "send_session_message",
-    {
-        "analytical_session_id": "sess_abc123",  # Session ID from create_analysis_session.
-        "message": "What were total sales by region last quarter?", # User's natural language question.
-        "additional_context": (  # Optional — external information
-            "The user's fiscal year starts in April."
-            "Focus on underperforming regions only." # to influence the analysis.
-        ),
-    },
-)
-----
---
-
-==== Response
-
-[source,json]
-----
-{
-  "success": true
-}
-----
-
-* `success`: Confirms whether the message was successfully received by the agent.
-
-[NOTE]
-====
-* After a successful send, immediately begin polling with `get_session_updates`.
-* Do not send a second message until `get_session_updates` returns `is_done: true`. The agent processes one message at a time per session.
-* To ask a follow-up question, reuse the same `analytical_session_id`. There is no need to create a new session.
-====
-
-=== get_session_updates
-
-Poll for the latest response from a ThoughtSpot analytics session. Call this repeatedly after `send_session_message` until `is_done` is `true`.
-
-**Important**: A single call to `get_session_updates` will rarely contain the full response. Spotter streams its work incrementally, including intermediate thinking steps, across multiple polling calls. You must accumulate updates from every poll and combine them to get the complete picture.
-
-==== Input parameters
-Send the `analytical_session_id` to specify the session to retrieve updates for.
-
-==== Example call
-
-[.tabbed-code]
---
-[source,typescript]
-----
-const updates = await callMCPTool("get_session_updates", {
-    analytical_session_id: "session-guid-abc123" // Session ID from the `create_analysis_session` call.
-});
-----
-
-[source,python]
-----
-call_mcp_tool(
-    "get_session_updates",
-    {"analytical_session_id": "sess_abc123"},  # Session ID from create_analysis_session.
-)
-----
---
-==== Response
-
-Poll returning intermediate updates:
-
-[source,json]
-----
-{
-  "is_done": false,
-  "session_updates": [
-    {
-      "type": "text-chunk",
-      "text": "Let me look at your sales data broken down by region..."
-    }
-  ]
-}
-----
-
-Poll returning final updates:
-
-[source,json]
-----
-{
-   "is_done": true,
-   "session_updates":[
-      {
-         "type":"text-chunk",
-         "text":"Data broken down by region..."
-      },
-      {
-         "type":"text",
-         "text":"I'm interpreting 'last quarter' as Q4 2025 (October–December), based on a fiscal year starting in April."
-      },
-      {
-         "type":"answer",
-         "answer_title":"Total Sales by Region — Q4 2025",
-         "answer_query":"total sales by region last quarter",
-         "iframe_url":"https://your-instance.thoughtspot.cloud/embed/...",
-         "answer_id":"answer-guid-xyz789"
-      }
-   ]
-}
-----
-
-==== Handling streamed responses
-Spotter queries are processed asynchronously and streamed in real time. This means the full response is never contained in a single `get_session_updates` call.
-
-Each call to `get_session_updates` returns only the updates produced since the previous call. On any given poll, `session_updates` might be empty (when Spotter is still thinking), contain a few chunks, or contain several updates at once. These arrive as `text` or `text-chunk` updates before the final `answer` update appears. This intermediate content gives insight into how Spotter arrived at its result and should be preserved and presented to the user. As it works through a question, it emits intermediate content that reflects its reasoning process. A typical response sequence might look like:
-
-. Thinking narration: `text-chunk` updates describing what Spotter is doing. For example, "Let me look at your sales data broken down by region..."
-. Clarifications or caveats: `text` updates explaining assumptions, filters applied, or potential ambiguities in the question.
-. Intermediate conclusions: partial results or contextual notes before the final answer.
-. The final answer: one or more `answer` updates containing the visualization title, the underlying query, and the embeddable iframe URL.
-
-This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content — the thinking, the narration, and the final answer — should be accumulated and presented together to give the user the full picture.
-
-==== Type definition: session_update
-
-Each item in the `session_updates` list is a `session_update` object. The `type` field determines which other fields are present.
-
-[cols="2,2,4", options="header"]
-|====
-|Field|Type|Description
-.3+|`type`
-|`"text"`|A complete natural language message from the agent.
-|`"text-chunk"` | A streaming chunk of a longer message. Concatenate all chunks to reconstruct the full text.
-|`"answer"`|Populates `answer_title`, `answer_query`, `iframe_url` fields. A data visualization result with a title, the underlying query, and an embeddable URL.
-|`text`|__String__|The text content of the message. Present only when `type` is `"text"` or `"text-chunk"`. For `"text-chunk"` updates, concatenate all chunks in order to form the complete message.
-|`answer_title`|__String__|A human-readable title describing what the answer shows. Present only when `type` is `"answer"`.
-|`answer_query`|__String__|The search query ThoughtSpot used to generate the answer. Present only when `type` is `"answer"`. Useful for explaining to users what data was queried or for diagnosing unexpected results.
-|`iframe_url`|__String__|An embeddable URL for rendering the answer as an interactive visualization. Present only when `type` is `"answer"`. Use this to display a live chart or table if your environment supports iframes.
-|====
-
-
-=== create_dashboard
-
-Create a ThoughtSpot dashboard from answers generated in an analysis session.
-
-* Call this only after `get_session_updates` returns `is_done: true`, because you need the `answer_id` values from completed answer updates.
-* Collect all updates where type is answer across every poll of `get_session_updates`. Each one produces an `answer_id` you can include in the dashboard.
-* The `note_tile` should summarize the full analysis. It is the first thing a viewer sees on the dashboard.
-* Multiple answers from the same session or across multiple sessions can be combined into a single dashboard.
-
-==== Input parameters
-
-[cols="2,4", options="header"]
-|====
-|Field|Description
-
-|`title` |Required. Title of the dashboard to be created.
-|`answers`|Required. List of answer objects to add to the dashboard. Each answer requires an `answer_id` (from `get_session_updates` where `type` is `answer`) and a `title`.
-|`note_tile`| Required. An HTML summary of the analysis and answers, rendered as a styled tile on the dashboard. Must be a single line with no line breaks. Use `<br>` for spacing within the HTML. Include emojis, colors, and a `"Generated on <date> <time>"` header.
-||
-|====
-
-
-==== Example call
-
-[.tabbed-code]
---
-[source,typescript]
-----
-const dashboard = await callMCPTool("create_dashboard", {
-    title: "Q4 2025 Regional Sales Analysis",
-    answers: [{
-            answer_id: "ans_xyz789", // answer_id from each answer-type update returned by get_session_updates.
-            title: "Total Sales by Region — Q4 2025"
-        },
-        {
-            answer_id: "ans_xyz790",
-            title: "Underperforming Regions — Q4 2025 vs Q4 2024"
-        }
-    ],
-    note_tile: "<h2 style='text-align:center;'> Q4 2025 Regional Sales Analysis</h2>" +
-        "<p>Analysis of total sales by region for Q4 2025, highlighting " +
-        "top-performing and underperforming regions.<br>" +
-        "Generated on 2026-04-16 10:00 AM</p>" // Required — single-line HTML string rendered as a styled summary tile at the top of the dashboard.
-});
-----
-
-[source,python]
-----
-dashboard = call_mcp_tool(
-    "create_dashboard",
-    {
-        "title": "Q4 2025 Regional Sales Analysis",
-        "answers": [
-            {
-                "answer_id": "ans_xyz789", # answer_id from each answer-type update returned by get_session_updates.
-                "title": "Total Sales by Region — Q4 2025",
-            },
-            {
-                "answer_id": "ans_xyz790",
-                "title": "Underperforming Regions — Q4 2025 vs Q4 2024",
-            },
-        ],
-        "note_tile": (
-            "<h2 style='text-align:center;'> Q4 2025 Regional Sales Analysis</h2>"
-            "<p>Analysis of total sales by region for Q4 2025, highlighting "
-            "top-performing and underperforming regions.<br>"
-            "Generated on 2026-04-16 10:00 AM</p>"  # Required. single-line HTML string rendered as a styled summary tile at the top of the dashboard.
-        ),
-    },
-)
-----
---
-
-==== Response
-
-[cols="2,4", options="header"]
-|====
-|*Field*|*Description*
-
-|`dashboard_id`|The unique identifier of the created dashboard.
-|`dashboard_url`|A link to the newly created dashboard in ThoughtSpot.
-|====
-
-=== Visualizations embedded in iframe
-When displaying the embedded visualization using the `iframe_url` property, the following user interaction features will be included by default:
-
-
-[cols="2,2,2", options="header"]
-|===
-| Area
-| Option
-| Visibility
-.5+| Primary actions and actions in the More (`...`) options menu
-| **Pin**
-| Visible
-
-| **Save**
-| Visible
-| **Download**
-| Visible
-
-| **Edit**
-| Not visible
-| **Add to Coaching**
-| Not visible
-.8+| Context menu actions
-| **Aggregate**
-| Visible
-| **Filter**
-| Visible
-| **Sort**
-| Visible
-| **Position**
-| Visible
-| **Conditional formatting**
-| Not visible
-| **Rename**
-| Not visible
-| **Edit**
-| Not visible
-| **Remove**
-| Not visible
-.4+| Axis menu
-| **Exclude**
-| Visible
-| **Only include**
-| Visible
-| **Drill down**
-| Visible
-| **Show underlying data**
-| Visible
-|===
-
-The following features are not supported directly. However, you can use the *Make a Copy* option to get access to these capabilities:
-
-* Drill down
-* Changing filters
-* Changing chart type or chart config
-* Show underlying data, view query SQL or query visualizer
-* SpotIQ analysis
-
-
-== Legacy MCP Server setup
-The following sections outline the MCP request input schema and data structure of the response.
-
-=== ping
-Runs a basic health check to validate that the MCP Server is reachable.
-
-[source,TypeScript]
-----
-const tsPing = await callMCPTool("ping", {});
-----
-
-=== getDataSourceSuggestions
-Suggests appropriate ThoughtSpot data models for a given natural language question.
-
-==== Example call
-
-[source,TypeScript]
-----
-const dsSuggestions = await callMCPTool("getDataSourceSuggestions", {
-  query: "show me sales by region" // user's query
-});
-----
-
-==== Response
-
-Returns an object containing an array of suggestions:
-
-[source,json]
-----
-{
-  "suggestions": [
-    {
-      "header": {
-        "guid": "worksheet-guid-123",
-        "displayName": "Sales Analytics",
-        "description": "Sales performance by region, product, and channel"
-      },
-      "confidence": 0.92,
-      "llmReasoning": "This worksheet contains sales metrics and regional dimensions relevant to the query."
-    }
-  ]
-}
-----
-
-Key fields are:
-
-* `header.guid`: Unique ID for the datasource. The `datasourceId` is used in `getRelevantQuestions` and `getAnswer` calls.
-* `header.displayName`: Name of the data source.
-* `header.description`: Optional description of the data source.
-* `confidence`: Numeric score indicating the confidence of the system about a data model being the right match for the user’s query.
-* `llmReasoning`: LLM's reasoning for the suggestion.
-
-=== getRelevantQuestions
-Uses ThoughtSpot’s reasoning engine to generate AI-suggested sub-queries that help generate specific answers for a given data context.
-
-==== Example call
-
-[source,TypeScript]
-----
-const result = await callMCPTool("getRelevantQuestions", {
-  query: "show me sales data", // User's natural language query
-  datasourceIds: ["model-guid-123"], // Array of worksheet/datasource GUIDs
-  additionalContext: "User is interested in the data for underperforming regions and products"
-});
-----
-
-==== Response
-
-[source,json]
-----
-{
-  "questions": [
-    "What is the total sales revenue by region?",
-    "Which products have the highest revenue?",
-    "What are the top selling categories?"
-  ]
-}
-----
-
-Each returned question can then be passed individually into `getAnswer`.
-
-=== getAnswer
-Executes a natural language question for a given data context and returns the resulting data and visualization metadata. Clients can use this data and frame URL to render visualizations.
-
-==== Example call
-
-[source,TypeScript]
-----
-const result = await callMCPTool("getAnswer", {
-  question: "Total sales by region", // Natural language question
-  datasourceId: "model-guid-123" // Worksheet/datasource GUID
-});
-----
-
-==== Response
-
-[source,json]
-----
-{
-  "question": "Total sales by region",
-  "session_identifier": "abc-123-def-456",
-  "generation_number": 2,
-  "data": "\"Region\",\"Total Sales\"\n\"East\",100000\n...",
-  "frame_url": "https://...",
-  "fields_info": "..."
-}
-----
-
-Key fields are:
-
-* `session_identifier`: Unique session ID used to group answers. Required when creating a Liveboard from this answer using the `createLiveboard` MCP tool.
-* `generation_number`: Version number for this answer. Required for Liveboard creation.
-* `question`: The executed question; useful for display and to pass it into the `createLiveboard` request.
-* `data`: Data returned in encoded format. Contains column headers and all returned rows in comma-separated format, which can be parsed to render tables or charts in your application.
-* `frame_url`: Optional iframe URL for embedding the visualization in your UI.
-* `fields_info`: Descriptive metadata about the fields and chart, useful for explanations.
-
-=== createLiveboard
-
-Creates a ThoughtSpot Liveboard with one or more answers from the results. This is a two-step process and includes the following calls:
-
-. Call `getAnswer` to generate visualizations and obtain `session_identifier` and `generation_number`.
-. Call `createLiveboard` with those values to create the Liveboard.
-
-==== Example call
-
-[source,TypeScript]
-----
-const answerData = JSON.parse(answerResult.result.content);
-
-const liveboardResult = await callMCPTool("createLiveboard", {
-  name: "My Sales Dashboard",
-  noteTile: "My Sales Dashboard was created by ThoughtSpot MCP Chat", // Description text for the Liveboard
-  answers: [{
-    question: answerData.question, // Display name for the Liveboard
-    session_identifier: answerData.session_identifier,
-    generation_number: answerData.generation_number
-  }]
-});
-----
-
-Required attributes are:
-
-* `noteTile`: Use this field for any Liveboard description or notes; a separate description field is not supported.
-* `answers`: Required array. Each item must include `question`, `session_identifier`, and `generation_number` from a prior `getAnswer` call.
-
-==== Response
-
-[source,json]
-----
-{
-  "liveboardId": "liveboard-guid-here",
-  "name": "My Sales Dashboard",
-  "frame_url": "https://..."
-}
-----
-
-Key fields are:
-
-* `liveboardId`: GUID of the created Liveboard.
-* `name`: Name of the Liveboard.
-* `frame_url`: URL that can be embedded to display the Liveboard.
-
-
-
+ThoughtSpot MCP Server provides specialized tools that enable the AI agent in your application to access ThoughtSpot analytics. This page lists all supported MCP tools and describes how to call these tools and analyze responses. Refer to the following sections for more information:
 
+* xref:mcp-tool-reference-spotter3.adoc[MCP Server version with Spotter 3] [.version-badge.new]#New#
+* xref:mcp-tool-reference-legacy.adoc[MCP Server with legacy tools]
 
 == Additional resources
 
-* To view the MCP Server code, go to the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
+* To view the MCP Server code, see the link:https://github.com/thoughtspot/mcp-server[MCP Server GitHub repository, window=_blank].
 * For a chat client example, see link:https://github.com/thoughtspot/developer-examples/tree/main/mcp/python-react-agent-simple-ui[Python Agent with Simple React UI].
-
-
+* See xref:mcp-connect-custom-chatbot.adoc[Integrating MCP Server in a custom application or chatbot]
diff --git a/modules/ROOT/pages/mcp-tool-reference-legacy.adoc b/modules/ROOT/pages/mcp-tool-reference-legacy.adoc
new file mode 100644
index 000000000..f2a98be63
--- /dev/null
+++ b/modules/ROOT/pages/mcp-tool-reference-legacy.adoc
@@ -0,0 +1,173 @@
+= MCP tool reference (legacy version)
+:toc: true
+:toclevels: 3
+
+:page-title: ThoughtSpot MCP tool reference guide
+:page-pageid: mcp-tool-reference-legacy
+:page-description: Refer to this guide to learn which MCP tools are supported, input parameters used for tool calls, and the response format.
+
+This reference guide lists the legacy MCP tools supported by the MCP Server in versions prior to 2026-05-01 and describes the MCP request input schema and data structure of the response.
+
+== ping
+Runs a basic health check to validate that the MCP Server is reachable.
+
+[source,typescript]
+----
+const tsPing = await callMCPTool("ping", {});
+----
+
+== getDataSourceSuggestions
+Suggests appropriate ThoughtSpot data models for a given natural language question.
+
+=== Example call
+
+[source,typescript]
+----
+const dsSuggestions = await callMCPTool("getDataSourceSuggestions", {
+  query: "show me sales by region" // user's query
+});
+----
+
+=== Response
+
+Returns an object containing an array of suggestions:
+
+[source,json]
+----
+{
+  "suggestions": [
+    {
+      "header": {
+        "guid": "worksheet-guid-123",
+        "displayName": "Sales Analytics",
+        "description": "Sales performance by region, product, and channel"
+      },
+      "confidence": 0.92,
+      "llmReasoning": "This worksheet contains sales metrics and regional dimensions relevant to the query."
+    }
+  ]
+}
+----
+
+Key fields are:
+
+* `header.guid`: Unique ID for the datasource. The `datasourceId` is used in `getRelevantQuestions` and `getAnswer` calls.
+* `header.displayName`: Name of the data source.
+* `header.description`: Optional description of the data source.
+* `confidence`: Numeric score indicating the confidence of the system about a data model being the right match for the user’s query.
+* `llmReasoning`: LLM's reasoning for the suggestion.
+
+== getRelevantQuestions
+Uses ThoughtSpot’s reasoning engine to generate AI-suggested sub-queries that help generate specific answers for a given data context.
+
+=== Example call
+
+[source,typescript]
+----
+const result = await callMCPTool("getRelevantQuestions", {
+  query: "show me sales data", // User's natural language query
+  datasourceIds: ["model-guid-123"], // Array of worksheet/datasource GUIDs
+  additionalContext: "User is interested in the data for underperforming regions and products"
+});
+----
+
+=== Response
+
+[source,json]
+----
+{
+  "questions": [
+    "What is the total sales revenue by region?",
+    "Which products have the highest revenue?",
+    "What are the top selling categories?"
+  ]
+}
+----
+
+Each returned question can then be passed individually into `getAnswer`.
+
+== getAnswer
+Executes a natural language query for a given data context and returns the resulting data and visualization metadata. Clients can use this data and frame URL to render visualizations.
+
+=== Example call
+
+[source,typescript]
+----
+const result = await callMCPTool("getAnswer", {
+  question: "Total sales by region", // Natural language question
+  datasourceId: "model-guid-123" // Worksheet/datasource GUID
+});
+----
+
+=== Response
+
+[source,json]
+----
+{
+  "question": "Total sales by region",
+  "session_identifier": "abc-123-def-456",
+  "generation_number": 2,
+  "data": "\"Region\",\"Total Sales\"\n\"East\",100000\n...",
+  "frame_url": "https://...",
+  "fields_info": "..."
+}
+----
+
+Key fields are:
+
+* `session_identifier`: Unique session ID used to group answers. Required when creating a Liveboard from this answer using the `createLiveboard` MCP tool.
+* `generation_number`: Version number for this answer. Required for Liveboard creation.
+* `question`: The executed question; useful for display and to pass it into the `createLiveboard` request.
+* `data`: Data returned in encoded format. Contains column headers and all returned rows in comma-separated format, which can be parsed to render tables or charts in your application.
+* `frame_url`: Optional iframe URL for embedding the visualization in your UI.
+* `fields_info`: Descriptive metadata about the fields and chart, useful for explanations.
+
+== createLiveboard
+
+Creates a ThoughtSpot Liveboard with one or more answers from the results. This is a two-step process and includes the following calls:
+
+. Call `getAnswer` to generate visualizations and obtain `session_identifier` and `generation_number`.
+. Call `createLiveboard` with those values to create the Liveboard.
+
+=== Example call
+
+[source,typescript]
+----
+const answerData = JSON.parse(answerResult.result.content);
+
+const liveboardResult = await callMCPTool("createLiveboard", {
+  name: "My Sales Dashboard",
+  noteTile: "My Sales Dashboard was created by TS MCP Chat", // Description text for the Liveboard
+  answers: [{
+    question: answerData.question, // Display name for the Liveboard
+    session_identifier: answerData.session_identifier,
+    generation_number: answerData.generation_number
+  }]
+});
+----
+
+Required attributes are:
+
+* `noteTile`: Use this field for any Liveboard description or notes; a separate description field is not supported.
+* `answers`: Required array. Each item must include `question`, `session_identifier`, and `generation_number` from a prior `getAnswer` call.
+
+=== Response
+
+[source,json]
+----
+{
+  "liveboardId": "liveboard-guid-here",
+  "name": "My Sales Dashboard",
+  "frame_url": "https://..."
+}
+----
+
+Key fields are:
+
+* `liveboardId`: GUID of the created Liveboard.
+* `name`: Name of the Liveboard.
+* `frame_url`: URL that can be embedded to display the Liveboard.
+
+
+
+
diff --git a/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc b/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc
new file mode 100644
index 000000000..976af140e
--- /dev/null
+++ b/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc
@@ -0,0 +1,356 @@
+= MCP tool reference (Spotter 3)
+:toc: true
+:toclevels: 3
+
+:page-title: ThoughtSpot MCP tool reference guide
+:page-pageid: mcp-tool-reference-spotter3
+:page-description: Refer to this guide to learn which MCP tools are supported, input parameters used for tool calls, and the response format.
+
+The new ThoughtSpot MCP integration exposes a session-based workflow for running natural language analytics queries against your ThoughtSpot data sources. The pattern is always: **create a session** → **send a message** → **poll for updates**.
+
+== create_analysis_session
+Start an analytical session with ThoughtSpot's analytics agent. This is the required first step before sending any questions.
+
+Sessions are conversational. Once created, you can send multiple follow-up questions to the same session without calling `create_analysis_session` again.
+
+=== Input parameter
+The `data_source_id` is optional. Provide this when the user has specified or confirmed a data source, or when context makes a particular source obvious. Omit to let ThoughtSpot automatically select the most relevant source based on the question.
+
+=== Example call
+
+[source,javascript]
+----
+const session = await callMCPTool("create_analysis_session", {
+    data_source_id: "model-guid-123" // Optional — GUID of the ThoughtSpot worksheet or model to query. Omit to let ThoughtSpot automatically select the most relevant data source.
+});
+----
+
+[source,python]
+----
+call_mcp_tool(
+    "create_analysis_session",
+    {
+        "data_source_id": "model-guid-123"  # Optional — GUID of the ThoughtSpot worksheet or model to query.
+    },
+)
+----
+
+=== Response
+
+[source,json]
+----
+{
+"analytical_session_id": "session-guid-abc123"
+}
+----
+
+* `analytical_session_id`: Session ID. Pass this to `send_session_message` and `get_session_updates`.
+
+* Always capture the returned `analytical_session_id`. It is required for all subsequent calls.
+
+== send_session_message
+Send a natural language analytical question or follow-up to an existing session. The agent processes requests asynchronously, so this tool does not return the answer directly; use `get_session_updates` to retrieve the response.
+
+=== Input parameters
+
+[cols="2,4", options="header"]
+|====
+|Field|Description
+
+|`analytical_session_id` | The session to send the message to. Obtained from the `create_analysis_session` call.
+|`message`|A natural language analytical question or follow-up to send to the ThoughtSpot agent.
+|`additional_context` +
+__Optional__|Can be used to provide external information relating to the question. For example, “The user’s fiscal year starts in April”, or “The user is a manager of the West region”.
+|====
+
+=== Example call
+
+[source,javascript]
+----
+const sendMessage = await callMCPTool("send_session_message", {
+    analytical_session_id: "sess_abc123", // Session ID from create_analysis_session.
+    message: "What were total sales by region last quarter?", // User's natural language question.
+    additional_context: "The user's fiscal year starts in April. " +
+        "Focus on underperforming regions only." // Optional — external information to influence the analysis.
+});
+----
+
+[source,python]
+----
+call_mcp_tool(
+    "send_session_message",
+    {
+        "analytical_session_id": "sess_abc123",  # Session ID from create_analysis_session.
+        "message": "What were total sales by region last quarter?", # User's natural language question.
+        "additional_context": (  # Optional — external information
+            "The user's fiscal year starts in April."
+            "Focus on underperforming regions only." # to influence the analysis.
+        ),
+    },
+)
+----
+
+=== Response
+
+[source,json]
+----
+{
+  "success": true
+}
+----
+
+* `success`: Confirms whether the message was successfully received by the agent.
+
+[NOTE]
+====
+* After a successful send, immediately begin polling with `get_session_updates`.
+* Do not send a second message until `get_session_updates` returns `is_done: true`. The agent processes one message at a time per session.
+* To ask a follow-up question, reuse the same `analytical_session_id`. There is no need to create a new session.
+====
+
+== get_session_updates
+
+Poll for the latest response from a ThoughtSpot analytics session. Call this repeatedly after `send_session_message` until `is_done` is `true`.
+
+**Important**: A single call to `get_session_updates` will rarely contain the full response. Spotter streams its work incrementally, including intermediate thinking steps, across multiple polling calls. You must accumulate updates from every poll and combine them to get the complete picture.
+
+=== Input parameters
+Send the `analytical_session_id` to specify the session to retrieve updates for.
+
+=== Example call
+
+[source,typescript]
+----
+const updates = await callMCPTool("get_session_updates", {
+    analytical_session_id: "session-guid-abc123" // Session ID from the `create_analysis_session` call.
+});
+----
+
+[source,python]
+----
+call_mcp_tool(
+    "get_session_updates",
+    {"analytical_session_id": "sess_abc123"},  # Session ID from create_analysis_session.
+)
+----
+
+=== Response
+
+Poll returning intermediate updates with the "is_thinking" response:
+
+[source,json]
+----
+{
+  "is_done": false,
+  "session_updates": [
+    {
+         "is_thinking":true,
+         "type":"text_chunk",
+         "text":"Let me look at your sales data by region...",
+      },
+  ]
+}
+----
+
+Poll returning final updates:
+
+[source,json]
+----
+{
+   "is_done": true,
+   "session_updates":[
+      {
+         "is_thinking":false,
+         "type":"text-chunk",
+         "text":"Data broken down by region..."
+      },
+      {
+         "is_thinking":false,
+         "type":"text",
+         "text":"I'm interpreting 'last quarter' as Q4 2025 (October–December), based on a fiscal year starting in April."
+      },
+      {
+         "is_thinking":false,
+         "type":"answer",
+         "answer_title":"Total Sales by Region — Q4 2025",
+         "answer_query":"total sales by region last quarter",
+         "iframe_url":"https://your-instance.thoughtspot.cloud/embed/...",
+         "answer_id":"answer-guid-xyz789"
+      }
+   ]
+}
+----
+
+=== Handling streamed responses
+Spotter queries are processed asynchronously and streamed in real time. This means the full response is never contained in a single `get_session_updates` call.
+
+Each call to `get_session_updates` returns only the updates generated since the previous call. The `session_updates` array may indicate that Spotter is still processing with an `is_thinking` state, may include intermediate updates, or may contain several updates at once. Updates typically arrive as text or text-chunk types, reflecting Spotter’s ongoing reasoning, before the final answer update is provided. This intermediate content shows Spotter’s step-by-step thought process and should be preserved and presented to the user for transparency into how the answer is derived.
+
+A typical response sequence might look like:
+
+. Thinking narration: `text-chunk` updates with `is_thinking` state describing what Spotter is doing.
+. Clarifications or caveats: `text` updates explaining assumptions, filters applied, or potential ambiguities in the question.
+. Intermediate conclusions: partial results or contextual notes before the final answer.
+. The final answer: one or more `answer` updates containing the visualization title, the underlying query, and the embeddable iframe URL.
+
+This means a complete response might span between 5–20+ `get_session_updates` calls and contain many `session_update` objects before `is_done` becomes `true`. All of this content — the thinking, the narration, and the final answer — should be accumulated and presented together to give the user the full picture.
+
+=== Type definition: session_update
+
+Each item in the `session_updates` list is a `session_update` object. The `type` field determines which other fields are present.
+
+[cols="2,2,4", options="header"]
+|====
+|Field|Type|Description
+.3+|`type`
+|`"text"`|A complete natural language message from the agent.
+|`"text-chunk"` | A streaming chunk of a longer message. Concatenate all chunks to reconstruct the full text.
+|`"answer"`|Populates `answer_title`, `answer_query`, `iframe_url` fields. A data visualization result with a title, the underlying query, and an embeddable URL.
+|`text`|__String__|The text content of the message. Present only when `type` is `"text"` or `"text-chunk"`. For `"text-chunk"` updates, concatenate all chunks in order to form the complete message.
+|`answer_title`|__String__|A human-readable title describing what the answer shows. Present only when `type` is `"answer"`.
+|`answer_query`|__String__|The search query ThoughtSpot used to generate the answer. Present only when `type` is `"answer"`. Useful for explaining to users what data was queried or for diagnosing unexpected results.
+|`iframe_url`|__String__|An embeddable URL for rendering the answer as an interactive visualization. Present only when `type` is `"answer"`. Use this to display a live chart or table if your environment supports iframes.
+|====
+
+
+== create_dashboard
+
+Create a ThoughtSpot dashboard from answers generated in an analysis session.
+
+* Call this only after `get_session_updates` returns `is_done: true`, because you need the `answer_id` values from completed answer updates.
+* Collect all updates where type is answer across every poll of `get_session_updates`. Each one produces an `answer_id` you can include in the dashboard.
+* The `note_tile` should summarize the full analysis. It is the first thing a viewer sees on the dashboard.
+* Multiple answers from the same session or across multiple sessions can be combined into a single dashboard.
+
+=== Input parameters
+
+[cols="2,4", options="header"]
+|====
+|Field|Description
+
+|`title` |Required. Title of the dashboard to be created.
+|`answers`|Required. List of answer objects to add to the dashboard. Each answer requires an `answer_id` (from `get_session_updates` where `type` is `answer`) and a `title`.
+|`note_tile`| Required. An HTML summary of the analysis and answers, rendered as a styled tile on the dashboard. Must be a single line with no line breaks. Use `<br>` for spacing within the HTML. Include emojis, colors, and a `"Generated on <date> <time>"` header.
+|====
+
+
+=== Example call
+
+[source,typescript]
+----
+const dashboard = await callMCPTool("create_dashboard", {
+    title: "Q4 2025 Regional Sales Analysis",
+    answers: [{
+            answer_id: "ans_xyz789", // answer_id from each answer-type update returned by get_session_updates.
+            title: "Total Sales by Region — Q4 2025"
+        },
+        {
+            answer_id: "ans_xyz790",
+            title: "Underperforming Regions — Q4 2025 vs Q4 2024"
+        }
+    ],
+    note_tile: "<h2 style='text-align:center;'> Q4 2025 Regional Sales Analysis</h2>" +
+        "<p>Analysis of total sales by region for Q4 2025, highlighting " +
+        "top-performing and underperforming regions.<br>" +
+        "Generated on 2026-04-16 10:00 AM</p>" // Required — single-line HTML string rendered as a styled summary tile at the top of the dashboard.
+});
+----
+
+[source,python]
+----
+dashboard = call_mcp_tool(
+    "create_dashboard",
+    {
+        "title": "Q4 2025 Regional Sales Analysis",
+        "answers": [
+            {
+                "answer_id": "ans_xyz789", # answer_id from each answer-type update returned by get_session_updates.
+                "title": "Total Sales by Region — Q4 2025",
+            },
+            {
+                "answer_id": "ans_xyz790",
+                "title": "Underperforming Regions — Q4 2025 vs Q4 2024",
+            },
+        ],
+        "note_tile": (
+            "<h2 style='text-align:center;'> Q4 2025 Regional Sales Analysis</h2>"
+            "<p>Analysis of total sales by region for Q4 2025, highlighting "
+            "top-performing and underperforming regions.<br>"
+            "Generated on 2026-04-16 10:00 AM</p>"  # Required. single-line HTML string rendered as a styled summary tile at the top of the dashboard.
+        ),
+    },
+)
+----
+
+=== Response
+
+[cols="2,4", options="header"]
+|====
+|*Field*|*Description*
+
+|`dashboard_id`|The unique identifier of the created dashboard.
+|`dashboard_url`|A link to the newly created dashboard in ThoughtSpot.
+|====
+
+== Visualizations embedded in iframe
+When displaying the embedded visualization using the `iframe_url` property, the following user interaction features are included by default:
+
+
+[cols="2,2,2", options="header"]
+|===
+| Area
+| Option
+| Visibility
+.5+| Primary actions and actions in the More (`...`) options menu
+| **Pin**
+| Visible
+
+| **Save**
+| Visible
+| **Download**
+| Visible
+
+| **Edit**
+| Not visible
+| **Add to Coaching**
+| Not visible
+.8+| Context menu actions
+| **Aggregate**
+| Visible
+| **Filter**
+| Visible
+| **Sort**
+| Visible
+| **Position**
+| Visible
+| **Conditional formatting**
+| Not visible
+| **Rename**
+| Not visible
+| **Edit**
+| Not visible
+| **Remove**
+| Not visible
+.4+| Axis menu
+| **Exclude**
+| Visible
+| **Only include**
+| Visible
+| **Drill down**
+| Visible
+| **Show underlying data**
+| Visible
+|===
+
+The following features are not supported directly. However, you can use the *Make a Copy* option to access these capabilities:
+
+* Drill down
+* Changing filters
+* Changing chart type or chart configuration
+* Show underlying data, view query SQL or query visualizer
+* SpotIQ analysis
+
+== Additional resources
+
+* For a chat client example, see link:https://github.com/thoughtspot/developer-examples/tree/main/mcp/python-react-agent-simple-ui[Python Agent with Simple React UI, window=_blank].
+* For information about rendering iframe visualizations, see the xref:startAutoMCPFrameRenderer.adoc[startAutoMCPFrameRenderer] function reference.

From d8d80be5d4d672cbf442977fb29a91305af1b892 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 12:40:41 +0530
Subject: [PATCH 147/161] nav and css edits

---
 modules/ROOT/pages/common/nav-mcp-server.adoc | 4 ++++
 src/assets/styles/index.scss                  | 4 ++--
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index aef64da88..d5e060336 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -13,4 +13,8 @@ MCP Server and tools
 * link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
 * link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
 * link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
+** link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (Spotter 3)]
+** link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (legacy version)]
+** [.typedoc-Function]#link:{{navprefix}}/Function_startAutoMCPFrameRenderer[startAutoMCPFrameRenderer]#
+** [.typedoc-Function]#link:{{navprefix}}/Interface_AutoMCPFrameRendererViewConfig[AutoMCPFrameRendererViewConfig]#
 * link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index 24ee77b86..eeb2176c6 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -1194,8 +1194,8 @@ a.anchor {
         border: 1px solid var(--rel-notes-pill-border);
         background-color: var(--rel-notes-tag-bg-color);
         color: var(--rel-notes-tag-text);
-        font-size: 15px;
-        font-weight: 350;
+        font-size: 14px;
+        font-weight: 300;
         border-radius: 25px;
         padding: 6px 16px;
         line-height: 1.4;

From 35759cead270c4f0d768d532bac7ff06993d4181 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 10:50:40 +0530
Subject: [PATCH 148/161] removed bearer token info

---
 modules/ROOT/pages/mcp-server-client-connection.adoc | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index d928d7439..c74226b60 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -42,6 +42,7 @@ Currently, this URL points to the baseline version with legacy MCP tools. It wil
 +
 `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
 
+////
 For bearer token clients::
 For clients that require a bearer token for authentication, use the following URL:
 +
@@ -51,6 +52,7 @@ This URL always points to the version with the latest tools.
 +
 If you want to use a version released on or before a specific date, use the URL with the date parameter: +
 `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
+////
 
 For OpenAI MCP and Responses API::
 Use the following URL:

From b2f1d97eed8312e37a04713864235f02ed36ca9b Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 12:01:48 +0530
Subject: [PATCH 149/161] Edits- final checks

---
 modules/ROOT/pages/mcp-integration.adoc       | 20 ++++++----
 modules/ROOT/pages/mcp-server-changelog.adoc  | 21 +++++-----
 .../pages/mcp-server-client-connection.adoc   | 39 ++++++++++++-------
 modules/ROOT/pages/mcp-server-spotter3.adoc   | 12 +++---
 4 files changed, 53 insertions(+), 39 deletions(-)

diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index 3768513de..1ece5af8c 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -83,7 +83,7 @@ image::./images/agents-mcp-server-arch.png[MCP integration]
 For more information about MCP tools, resources, and workflow processing, see the following documentation:
 
 * xref:mcp-server-spotter3.adoc[MCP Server with Spotter 3]
-* xref:mcp-server-legacy.adoc[Legacy MCP Server architecture and tools].
+* xref:mcp-server-legacy.adoc[Legacy MCP Server architecture and tools]
 
 ////
 
@@ -145,12 +145,12 @@ Creates a dashboard from `answer_id` values collected from the session update ty
 
 == MCP Server URL
 
-ThoughtSpot MCP Server now uses date-based API versioning in the URL. The new versions will be identified via the `?api-version=YYYY-MM-DD` parameter and can be appended to your MCP server URL to pin your integration to a specific version. Each new version may introduce tool changes, enhancements, or bug fixes.
+ThoughtSpot MCP Server now uses date-based API versioning in the URL. New versions are identified using the `?api-version=YYYY-MM-DD` parameter, which you can append to the MCP Server URL to pin your integration to a specific version. Each new version may introduce tool changes, enhancements, or bug fixes.
 
 The valid MCP Server URLs include:
 
 * `\https://agent.thoughtspot.app/mcp`: Points to legacy MCP tools.
-* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`: Points to new version with Spotter 3 support and new MCP tools.
+* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`: Points to the version released on or before the specified date string.
 
 When you set the `api-version` to a specific date string, the server returns the version released on the specified date. If no new version of MCP Server is released on the date specified in the URL, the server returns the closest earlier version. For example, if you request `?api-version=2026-06-01` and no new version has been released since `2026-05-01`, the server returns the 2026-05-01 version. This means your integration continues to work without breaking, and you only need to update your pinned date if you want to opt in for a newer version.
 
@@ -160,15 +160,21 @@ To automatically receive every new version of the MCP tools as ThoughtSpot relea
 |====
 |Apps/Integration type| MCP Server URL
 |**OAuth apps** +
-(Plug-and-play integration)  a| * `\https://agent.thoughtspot.app/mcp` +
+(Plug-and-play integration)  a|
+
+* `\https://agent.thoughtspot.app/mcp?api-version=latest` +
+Always points to the latest version.
+
+* `\https://agent.thoughtspot.app/mcp` +
 Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future.
-*  `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` (Recommended) +
-Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-30`
+
+* If you want to pin a specific version, use the URL with the `api-version` parameter and specify the date string: +
+`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`. For example, `?api-version=2026-05-01`
 
 |**Bearer token apps**  a| * `\https://agent.thoughtspot.app/token/mcp` +
 Always points to the latest version.
 * `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}` +
-Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-04-30`
+Replace `{YYYY-MM-DD}` with the actual date string to point to the specified version or the closest earlier version. For example, `?api-version=2026-05-01`
 |====
 
 [IMPORTANT]
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index c4d79483f..e03e05e7e 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -7,7 +7,7 @@
 :page-description: Release history for the ThoughtSpot MCP Server, including new tools, breaking changes, deprecations, and bug fixes.
 :keywords: MCP Server, changelog, release notes, api-version, breaking changes, deprecation
 
-This changelog lists the new features, enhancements, and other changes introduced in the released versions of the ThoughtSpot MCP Server. For information on MCP server integration, see the xref:mcp-integration.adoc[MCP Server integration guide].
+This changelog lists the new features, enhancements, and other changes introduced in the released versions of the ThoughtSpot MCP Server. For information about MCP Server integration, see the xref:mcp-integration.adoc[MCP Server integration guide].
 
 // ============================================================
 // VERSION TEMPLATE — copy this block for each new release
@@ -28,7 +28,7 @@ This changelog lists the new features, enhancements, and other changes introduce
 == May 2026
 
 *API version string:* `?api-version=2026-04-30`. +
-*Upgrade notes*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. Refer to the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
+*Upgrade notes*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. See the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
 
 [.cl-table, cols="1,4", frame=none, grid=none]
 |====
@@ -46,8 +46,8 @@ For more information, see xref:mcp-server-spotter3.adoc[MCP Server with Spotter
 ---
 
 [discrete]
-=== MCP server URL changes and API versioning [.version-badge.breaking]#Breaking#
-MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. This enhancement introduces several notable changes for MCP clients using OAuth and bearer token authentication. Ensure that you update the xref:mcp-integration.adoc#_mcp_server_url[MCP Server URL].
+=== MCP Server URL changes and API versioning [.version-badge.breaking]#Breaking#
+MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. Ensure that you update the xref:mcp-integration.adoc#_mcp_server_url[MCP Server URL] in your integrations as needed.
 
 [NOTE]
 ====
@@ -57,18 +57,17 @@ MCP Server URLs now support date-based versioning, defined using the `?api-versi
 
 [discrete]
 === MCP tools and processing model [.version-badge.breaking]#Breaking#
-The MCP URL now points to the Spotter 3-powered MCP tools. Existing integrations with legacy MCP tools continue to work until further notice. No tools from the previous version carry over into the new version. You must update your integrations to use the new MCP tools or pin a previous version to preserve your existing changes.
+The MCP Server URL now points to the Spotter 3-powered MCP tools. With this enhancement, the legacy tools in your existing integrations will be replaced with new tools. If your app uses custom workflows, you must update your integrations to use the new MCP tools or pin a previous version using the `?api-version={YYYY-MM-DD}` parameter in the URL to preserve your existing changes.
 
 ==== Migration guidelines
-Migrating from your existing setup to the new version requires updating the MCP client configuration to point to the new URL and rewriting tool-calling logic to use the new asynchronous, polling model. There is no change in the supported authentication models, MCP clients, or the MCP Server hosting domain.
+Migrating from your existing setup to the new version requires updating the MCP client configuration to point to the new URL and rewriting tool-calling logic to use the new asynchronous, polling model.
 
-To update your integration to use Spotter 3 features and the new MCP tools, follow these steps:
+To update your integration to use Spotter 3 features and the new MCP tools:
 
-. Ensure that the URL you specify points to the latest version.
 . Rewrite your integration to use the new tools. Replace the old synchronous tool-calling pattern with the new asynchronous polling pattern. For code samples and tool reference, see the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide].
+. Configure the URL that points to the new MCP tools.
 . Test your integration end-to-end.
 . Roll out to production environments after validation.
-
 |====
 
 == April 2026
@@ -91,7 +90,7 @@ Supports the following MCP tools released in the initial version of ThoughtSpot
 * `getDataSourceSuggestions`: Returns available data source suggestions
 for a given query.
 * `getRelevantQuestions`: Breaks a query into sub-questions. Returns answers synchronously.
-* `getAnswer`:  Returns the answer to a specific sub-question.
+* `getAnswer`: Returns the answer to a specific sub-question.
 * `createLiveboard`: Creates a ThoughtSpot Liveboard from a list of answers.
 
 ---
@@ -104,6 +103,6 @@ Supports the following URLs:
 * `\https://agent.thoughtspot.app/bearer/mcp` (Bearer Token Apps)
 * `\https://agent.thoughtspot.app/openai/mcp` (OpenAI-compatible clients)
 
-These URLs are deprecated as of the MCP Server 2026-05-01 release. Refer to the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
+These URLs are deprecated as of the MCP Server 2026-05-01 release. See the xref:mcp-server-changelog.adoc#_mcp_server_url_changes_and_api_versioning[changelog] for more information.
 
 |====
diff --git a/modules/ROOT/pages/mcp-server-client-connection.adoc b/modules/ROOT/pages/mcp-server-client-connection.adoc
index c74226b60..748c30855 100644
--- a/modules/ROOT/pages/mcp-server-client-connection.adoc
+++ b/modules/ROOT/pages/mcp-server-client-connection.adoc
@@ -28,20 +28,32 @@ When your MCP client is connected to the ThoughtSpot MCP Server, the AI agent/LL
 == Before you begin
 Before you begin, review the following prerequisites:
 
-* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release version. For MCP Server with Spotter 3 capabilities, ensure that your ThoughtSpot instance is 26.2.0.cl or later.
+* Ensure that your setup has access to a ThoughtSpot application instance with 10.11.0.cl or a later release. For MCP Server with Spotter 3 capabilities, ensure that your ThoughtSpot instance is 26.2.0.cl or later.
 * Ensure that the users have the necessary permissions to view data from relevant models and tables in ThoughtSpot. Existing RLS/CLS rules on tables are enforced automatically in data source responses. To create charts or Liveboards from a conversation session, data download and content creation privileges are required.
 
 === Connecting clients that support remote MCP servers
 To connect a client that supports remote MCP servers natively, add the MCP Server endpoint to your client's configuration settings.
 
-For OAuth clients::
-Use the following URL:
-+
-`https://agent.thoughtspot.app/mcp` +
-Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future. During this period, if you want the MCP clients to use the latest tools, use the URL with the date parameter.
+For OAuth clients, the following options are available:
+
+* `\https://agent.thoughtspot.app/mcp?api-version=latest` +
+This URL always points to the latest version.
+
+* `\https://agent.thoughtspot.app/mcp`
 +
-`\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`
+[NOTE]
+====
+Currently, this URL points to the baseline version with legacy MCP tools. It will resolve to the latest version in the near future. During this period, you can switch to `\https://agent.thoughtspot.app/mcp?api-version=latest` to access the latest MCP tools.
+====
+
+* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}` +
+If you want to pin a specific version, use this URL format.
+
 
+[IMPORTANT]
+====
+The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
+====
 ////
 For bearer token clients::
 For clients that require a bearer token for authentication, use the following URL:
@@ -52,19 +64,16 @@ This URL always points to the version with the latest tools.
 +
 If you want to use a version released on or before a specific date, use the URL with the date parameter: +
 `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
-////
+
 
 For OpenAI MCP and Responses API::
 Use the following URL:
 +
 `\https://agent.thoughtspot.app/token/mcp?api-version={YYYY-MM-DD}`
 +
-[IMPORTANT]
-====
-The `\https://agent.thoughtspot.app/openai/mcp` is deprecated and not recommended for use in OpenAI integrations.
-====
+////
 
-For more information about how to register a remote MCP Server, refer to your client's documentation.
+For more information about how to register a remote MCP Server, see your client's documentation.
 
 === Connecting MCP Server to local MCP clients
 For MCP clients that do not natively support configuring a remote MCP Server URL, you must use the `mcp-remote` component. For desktop clients that rely on local MCP components, ensure that Node.js version 22 or later is installed on your system.
@@ -109,7 +118,7 @@ After the MCP Server is connected, some clients show *ThoughtSpot Data Sources*
 To verify the integration:
 
 . Start a chat session with the agent and verify the response.
-. Verify that MCP tools are being called to generate responses. Refer to the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide] for information about tool calls.
+. Verify that MCP tools are being called to generate responses. See the xref:mcp-tool-reference-guide.adoc[MCP tool reference guide] for information about tool calls.
 . Try the Liveboard creation request and verify whether a Liveboard is added to your ThoughtSpot application.
 
 == Troubleshooting errors
@@ -124,7 +133,7 @@ MCP Server is not connected::
 Authentication failure::
 If user authentication fails, or if the server returns HTTP 500, 401, or 403 status codes:
 * Verify whether the MCP Server endpoint and ThoughtSpot host are correctly configured in your client and are reachable.
-* Verify that the user session has expired. Log in to your ThoughtSpot application to start a new session.
+* Check whether the user session has expired. Log in to your ThoughtSpot application to start a new session.
 * Verify whether the user has the necessary privileges to view data or create content.
 
 == Additional resources
diff --git a/modules/ROOT/pages/mcp-server-spotter3.adoc b/modules/ROOT/pages/mcp-server-spotter3.adoc
index d49fe5496..aaa0ae0d7 100644
--- a/modules/ROOT/pages/mcp-server-spotter3.adoc
+++ b/modules/ROOT/pages/mcp-server-spotter3.adoc
@@ -1,4 +1,4 @@
-= MCP server with Spotter 3 capabilities
+= MCP Server with Spotter 3 capabilities
 :toc: true
 :toclevels: 3
 
@@ -7,7 +7,7 @@
 :page-description: Learn about the MCP Server with Spotter 3 capabilities, including advanced analytics, streaming responses, and session-based conversations.
 
 ThoughtSpot MCP Server supports link:https://docs.thoughtspot.com/cloud/latest/spotter-versions[Spotter 3, window=_blank], which enables advanced analytics, forecasting, multi-step reasoning and analysis, and deep research capabilities.
-The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, richer interactions, and direct embedding of visualizations.
+The MCP Server with Spotter 3 introduces new MCP tools, real-time streaming responses, session-based conversations, and richer interactions.
 
 [cols="2,4,4", options="header"]
 |====
@@ -39,12 +39,12 @@ Response processing**
 |**Follow-up questions**
 |Requires prior context on every follow-up call.
 |The session retains context automatically. +
-Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question/message.
+Optionally, the `additional_context` parameter can be included to inject new external context for each follow-up question or message.
 
 |**API versioning support**
 |Not available.
 |Supports date-based API versioning, which is identified in the MCP Server URL as `?api-version=YYYY-MM-DD`.
-|||
+||
 |====
 
 The following figure illustrates the MCP architecture, tool calls, and workflow in the new MCP Server version:
@@ -65,7 +65,7 @@ The agent calls `create_analysis_session` to establish a stateful analytical ses
 If the user specified a data source, the agent passes it as the optional `data_source_id` parameter. If not specified, ThoughtSpot automatically selects the most relevant data source based on the question.
 
 3. *Agent calls `send_session_message`* +
-The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April`  or `The user is a manager of the West region`. +
+The agent calls `send_session_message` with the `analytical_session_id` and the user's question. Optionally, the agent can pass `additional_context` to provide external information that should influence the analysis. For example, `The user's fiscal year starts in April` or `The user is a manager of the West region`. +
 ThoughtSpot confirms receipt with a `success` response and begins processing the question asynchronously. The answer is not returned in this call.
 
 4. *Agent polls `get_session_updates` for results* +
@@ -87,7 +87,7 @@ ThoughtSpot creates a dashboard and returns a `dashboard_id` and a
 6. *User asks a follow-up question (optional)* +
 The user can ask a follow-up question in the same session. The agent calls `send_session_message` again using the same `analytical_session_id`. ThoughtSpot retains the full conversation context automatically. The agent returns to step 4 to poll for the follow-up response.
 
-For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-guide.adoc#_mcp_server_with_spotter_3[MCP tool reference guide].
+For more information about the tool calls, input parameters, and response output, see xref:mcp-tool-reference-spotter3.adoc[MCP tool reference (Spotter 3)].
 
 == Additional resources
 * For information about MCP, see the link:https://modelcontextprotocol.io[Model Context Protocol specification, window=_blank].

From 6c173f3469d09181545388bd9ad005db3de09e3f Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 12:09:43 +0530
Subject: [PATCH 150/161] edits

---
 modules/ROOT/pages/mcp-integration.adoc | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/modules/ROOT/pages/mcp-integration.adoc b/modules/ROOT/pages/mcp-integration.adoc
index 1ece5af8c..82424a00e 100644
--- a/modules/ROOT/pages/mcp-integration.adoc
+++ b/modules/ROOT/pages/mcp-integration.adoc
@@ -147,11 +147,6 @@ Creates a dashboard from `answer_id` values collected from the session update ty
 
 ThoughtSpot MCP Server now uses date-based API versioning in the URL. New versions are identified using the `?api-version=YYYY-MM-DD` parameter, which you can append to the MCP Server URL to pin your integration to a specific version. Each new version may introduce tool changes, enhancements, or bug fixes.
 
-The valid MCP Server URLs include:
-
-* `\https://agent.thoughtspot.app/mcp`: Points to legacy MCP tools.
-* `\https://agent.thoughtspot.app/mcp?api-version={YYYY-MM-DD}`: Points to the version released on or before the specified date string.
-
 When you set the `api-version` to a specific date string, the server returns the version released on the specified date. If no new version of MCP Server is released on the date specified in the URL, the server returns the closest earlier version. For example, if you request `?api-version=2026-06-01` and no new version has been released since `2026-05-01`, the server returns the 2026-05-01 version. This means your integration continues to work without breaking, and you only need to update your pinned date if you want to opt in for a newer version.
 
 To automatically receive every new version of the MCP tools as ThoughtSpot releases them, use the URL without a pinned `api-version`. Note that the new versions may introduce changes to tool behavior, input parameters, or output schemas that affect your integration. Therefore, we recommend pinning your integration to a specific version.

From 53acae115b5f5dd93da4ab5da6ce69c7a02ce91c Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 12:15:44 +0530
Subject: [PATCH 151/161] changelog

---
 modules/ROOT/pages/mcp-server-changelog.adoc | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index e03e05e7e..0463db554 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -27,7 +27,7 @@ This changelog lists the new features, enhancements, and other changes introduce
 
 == May 2026
 
-*API version string:* `?api-version=2026-04-30`. +
+*API version string:* `?api-version=2026-05-01`. +
 *Upgrade notes*: Recommended for new integrations. Introduces breaking changes to existing MCP Server integrations. See the xref:mcp-server-changelog.adoc#_migration_guidelines[migration guidelines].
 
 [.cl-table, cols="1,4", frame=none, grid=none]
@@ -51,10 +51,12 @@ MCP Server URLs now support date-based versioning, defined using the `?api-versi
 
 [NOTE]
 ====
-* The MCP Server URLs without the API version always point to the latest version and may introduce new tools. Pin your integration to a tested version using the `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-04-30`.
+* The MCP Server URLs without the API version always point to the latest version and may introduce new tools. Pin your integration to a tested version using the `?api-version={YYYY-MM-DD}` parameter. For example, `?api-version=2026-05-01`.
 * If the API version is set to a future date, the server returns the latest API version released before the date specified in the URL.
 ====
 
+---
+
 [discrete]
 === MCP tools and processing model [.version-badge.breaking]#Breaking#
 The MCP Server URL now points to the Spotter 3-powered MCP tools. With this enhancement, the legacy tools in your existing integrations will be replaced with new tools. If your app uses custom workflows, you must update your integrations to use the new MCP tools or pin a previous version using the `?api-version={YYYY-MM-DD}` parameter in the URL to preserve your existing changes.

From 7c10f998a60c198292102abcf247dde64f9b60b5 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 19:56:15 +0530
Subject: [PATCH 152/161] whats new and css edits

---
 modules/ROOT/pages/whats-new.adoc | 76 +++++++++++++++----------------
 src/assets/styles/index.scss      |  3 +-
 src/assets/styles/variables.scss  |  2 +-
 3 files changed, 40 insertions(+), 41 deletions(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 959271b9b..0f8d39c11 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -40,7 +40,7 @@ a|
 a|
 
 [discrete]
-=== Liveboard downloads
+==== Liveboard downloads
 
 Continuous Liveboard PDF export [beta betaBackground]^Beta^::
 In PDF downloads, Liveboard tabs can now be rendered in a single page matching the UI layout. This feature can be enabled or disabled via `isContinuousLiveboardPDFEnabled` in the SDK. Setting this flag to `false` returns to the paginated PDF view.
@@ -51,14 +51,14 @@ Pivot table visualizations can now be exported to Excel format.
 ---
 
 [discrete]
-=== Visualization edit interface within the Liveboard view
+==== Visualization edit interface within the Liveboard view
 
 Users can now edit the underlying query of an answer directly within the Liveboard. When this feature is enabled, the edit button for visualization appears in the answer's floating toolbar when the Liveboard is opened in the edit mode. Clicking the edit button opens the Answer interface preloaded with the answer's current query context. You can make the edits and save the changes without leaving the Liveboard.
 
 ---
 
 [discrete]
-=== KPI charts in embedded Liveboards
+==== KPI charts in embedded Liveboards
 
 Embedded Liveboards support advanced controls KPI chart customization. For more information, see link:https://docs.thoughtspot.com/cloud/latest/chart-kpi#advanced[KPI charts].
 
@@ -72,13 +72,13 @@ For multi‑org and multi‑tenant environment, each tenant org and user can be
 
 
 [discrete]
-=== Visual Embed SDK
+==== Visual Embed SDK
 The Visual Embed SDK version 1.48.0 includes several new features and enhancements. For more information, see the xref:api-changelog.adoc[Visual Embed changelog].
 
 ---
 
 [discrete]
-=== REST API v2
+==== REST API v2
 This release introduces new Spotter API endpoints and modifications to the agent conversation APIs, and deprecates legacy agent endpoints. For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
 |=====
@@ -100,7 +100,7 @@ a|
 a|
 
 [discrete]
-=== Theme builder in AI mode
+==== Theme builder in AI mode
 
 The Theme Builder now has an AI mode that enables developers to explore and preview style customizations for their embedded application’s branding using natural language instructions and uploaded brand assets. You can execute style updates such as applying colors directly from a PDF branding guide, updating all button shapes with higher contrast, matching a header to a dark background based on a screenshot, or importing typography and spacing from a JSON file. In the AI mode, Theme builder interprets your intent and applies the changes instantly.
 
@@ -110,7 +110,7 @@ For more information, see xref:theme-builder.adoc[Theme builder].
 
 
 [discrete]
-=== Webhook integration
+==== Webhook integration
 In this release version, the following enhancements are introduced in the webhook configuration and delivery status monitoring workflows:
 
 Channel validation::
@@ -126,7 +126,7 @@ When configuring or updating a webhook, you can now specify custom headers to in
 
 
 [discrete]
-=== Spotter embed enhancements
+==== Spotter embed enhancements
 You can now customize the appearance and contents of the chat history sidebar panel in Spotter embedding.
 
 You can also customize the branding and logo in the Spotter chat interface.
@@ -136,7 +136,7 @@ For more information, see xref:embed-spotter.adoc#_chat_history_panel[Customizin
 ---
 
 [discrete]
-=== Liveboard enhancements
+==== Liveboard enhancements
 The following enhancements are introduced in Liveboard export and filtering workflows.
 
 Embedding a personalized Liveboard view::
@@ -155,7 +155,7 @@ The PNG export workflow in the `/api/rest/2.0/report/liveboard` REST API is enha
 
 
 [discrete]
-=== Full app embedding
+==== Full app embedding
 In full application embedded deployments with the V3 navigation and home page experience, the default list page experience is set to ListPage v3 experience.
 
 The ListPage V3 experience provides a refreshed list layout and styling, including the following enhancements:
@@ -170,7 +170,7 @@ For more information, see xref:full-app-customize.adoc#_customize_list_page_expe
 
 
 [discrete]
-=== Variable API
+==== Variable API
 The variable REST API provides new API endpoints for the following bulk operations:
 
 * Bulk deletion:
@@ -189,7 +189,7 @@ For more information, see xref:variables.adoc[Variables documentation].
 
 
 [discrete]
-=== Metadata parameterization
+==== Metadata parameterization
 You can now parameterize multiple properties of metadata objects using `POST /api/rest/2.0/metadata/parameterize-fields`. The legacy endpoint `/api/rest/2.0/metadata/parameterize` is deprecated in 26.4.0.cl and later versions, and is replaced with the new endpoint to allow updating multiple fields in a single API request.
 
 For more information, see xref:metadata-parameterization.adoc[Metadata parameterization documentation].
@@ -198,7 +198,7 @@ For more information, see xref:metadata-parameterization.adoc[Metadata parameter
 
 
 [discrete]
-=== Collections [beta betaBackground]^Beta^
+==== Collections [beta betaBackground]^Beta^
 ThoughtSpot embedded users can now use REST APIs v2 to organize different ThoughtSpot objects into organizational containers called *Collections*. These objects can be Liveboards, Answers, data models, tables, and even other Collections.
 
 For more information, see xref:collections.adoc[Collections].
@@ -210,12 +210,12 @@ These APIs are currently in beta and turned off by default on ThoughtSpot instan
 ---
 
 [discrete]
-=== Visual Embed SDK
+==== Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.46.0, see the xref:api-changelog.adoc[Visual Embed changelog].
 
 
 [discrete]
-=== REST API v2
+==== REST API v2
 For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
 ---
@@ -236,7 +236,7 @@ a|
 
 a|
 [discrete]
-=== Amazon S3 storage destination for webhook delivery
+==== Amazon S3 storage destination for webhook delivery
 You can now configure ThoughtSpot to deliver webhook payloads and attachments directly into your own Amazon S3 storage using secure AWS cross-account access. To enable this integration, your AWS administrator must create an IAM role with S3 permissions and trust policy, and then register a webhook in ThoughtSpot to deliver the payloads and attachments directly to your S3 bucket.
 
 For more information, see xref:webhooks-s3-storage.adoc[Amazon S3 storage integration for webhook delivery].
@@ -244,7 +244,7 @@ For more information, see xref:webhooks-s3-storage.adoc[Amazon S3 storage integr
 ---
 
 [discrete]
-=== Host event enhancements for context-aware routing
+==== Host event enhancements for context-aware routing
 
 HostEvents in the Visual Embed SDK are enhanced to improve event routing and context targeting in ThoughtSpot embedded applications.
 
@@ -255,7 +255,7 @@ For more information, see xref:events-context-aware-routing.adoc[Context-based e
 ---
 
 [discrete]
-=== JWT-based ABAC implementation
+==== JWT-based ABAC implementation
 The legacy JWT-based approach that uses `filter_rules` and `parameter_values` to implement Attribute-Based Access Control (ABAC) is deprecated.
 
 As part of this deprecation, the following changes have been introduced to the custom authentication token API workflow and REST API Playground:
@@ -271,7 +271,7 @@ For new deployments, use ABAC via RLS with custom variables and pass data securi
 ---
 
 [discrete]
-=== Spotter coaching access across published Orgs
+==== Spotter coaching access across published Orgs
 Starting with the 26.3.0.cl release, ThoughtSpot supports publishing Spotter coaching information to other Orgs. Coaching changes from the primary Org are synchronized with the data models published in secondary Orgs.
 
 Administrators and users with edit access to data models can programmatically control user access to Spotter coaching information using the object privilege REST API endpoint, `/api/rest/2.0/security/metadata/manage-object-privilege`. They can assign `SPOTTER_COACHING_PRIVILEGE` to other users and user groups, allowing access to the coaching information without requiring data model editing or administration privileges.
@@ -283,7 +283,7 @@ For more information, see xref:spotter-apis.adoc#_spotter_coaching_access[Spotte
 ---
 
 [discrete]
-=== Full application embedding
+==== Full application embedding
 The height and aspect ratio of the logo in the top-left corner of the ThoughtSpot application interface have been updated for visual alignment and consistency across pages. This enhancement is available only in the V3 navigation and home page experience.
 
 If you have embedded the full application with the V3 navigation experience, you may notice that the logo appears smaller in the top navigation. This is a design update and does not require any configuration changes to your current embedding implementation. However, we recommend that you review the logo size and appearance, and adjust your custom logo if necessary.
@@ -293,13 +293,13 @@ For information about adding a custom logo image, see xref:customize-style.adoc#
 ---
 
 [discrete]
-=== Visual Embed SDK
+==== Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.46.0, see the xref:api-changelog.adoc[Visual Embed changelog].
 
 ---
 
 [discrete]
-=== REST API v2
+==== REST API v2
 For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
 ---
@@ -320,7 +320,7 @@ a|
 
 a|
 [discrete]
-=== SpotterCode extension for IDEs [earlyAccess eaBackground]#Early Access#
+==== SpotterCode extension for IDEs [earlyAccess eaBackground]#Early Access#
 
 ThoughtSpot introduces SpotterCode, an AI-powered Model Context Protocol (MCP) extension for Integrated Development Environments (IDEs) such as Cursor, Visual Studio Code, and Claude Code. When integrated, SpotterCode enables the AI agent in the IDE to access ThoughtSpot SDKs and API documentation resources and provide in-context coding assistance to developers embedding ThoughtSpot content within their applications.
 
@@ -329,7 +329,7 @@ SpotterCode is available as an Early Access feature and can be integrated with d
 ---
 
 [discrete]
-=== Spotter 3 experience [earlyAccess eaBackground]#Early Access#
+==== Spotter 3 experience [earlyAccess eaBackground]#Early Access#
 You can now embed the Spotter 3 experience, which introduces several new capabilities, agentic analytics, and enhanced user experience. Spotter 3 is an Early Access feature and is disabled by default on ThoughtSpot embedded instances.
 
 For more information, see xref:embed-ai-analytics.adoc[Embed AI Search and Analytics] and xref:embed-spotter.adoc[Spotter embedding documentation].
@@ -337,7 +337,7 @@ For more information, see xref:embed-ai-analytics.adoc[Embed AI Search and Analy
 ---
 
 [discrete]
-=== Rate limits for REST APIs
+==== Rate limits for REST APIs
 To prevent excessive requests from reaching application servers and ensure API stability and service quality for REST API users, ThoughtSpot enforces rate limits on public API requests per client IP. These limits are applied globally at the cluster level for all public API requests, including calls to both REST API v1 and v2 endpoints.
 //Administrators can adjust these limits for their ThoughtSpot deployments as needed.
 
@@ -346,7 +346,7 @@ For more information, see xref:about-rest-apis.adoc#_rate_limits_for_api_request
 ---
 
 [discrete]
-=== Security settings via REST APIs
+==== Security settings via REST APIs
 Security settings that ensure data security and a seamless embedded user experience can now be configured through REST APIs v2. Administrators and developers can configure allowlists for:
 
 * Content Security Policy (CSP)
@@ -359,7 +359,7 @@ For more information, see xref:security-settings.adoc[Security Settings].
 ---
 
 [discrete]
-=== WebSocket support for external tools
+==== WebSocket support for external tools
 ThoughtSpot supports secure WebSocket (`wss://`) endpoints for external tool script integrations, for example, tools that open WebSocket connections from the browser.
 
 To allow a WebSocket host, add the corresponding `wss://` URL to both your CSP allowlists. Only hosts explicitly listed with the `wss://` protocol are permitted. Existing `https://` entries in the allowlists remain unchanged and continue to function as expected.
@@ -370,13 +370,13 @@ For more information, see xref:3rd-party-script.adoc#_allow_websocket_endpoints[
 
 
 [discrete]
-=== Visual Embed SDK
+==== Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.45.0, see the xref:api-changelog.adoc[Visual Embed changelog].
 
 ---
 
 [discrete]
-=== REST API v2
+==== REST API v2
 For information about REST API v2 enhancements, see the xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
 ---
@@ -398,7 +398,7 @@ a|
 
 a|
 [discrete]
-=== Theme Builder
+==== Theme Builder
 Theme Builder is now generally available (GA) and will be rolled out to all ThoughtSpot instances in customer deployments over the next few weeks.
 
 When this feature is enabled on your instance, you can access it from the *Develop* page in ThoughtSpot and use it to customize styles and UX themes directly within the product.
@@ -408,7 +408,7 @@ For more information, see xref:theme-builder.adoc[Theme Builder].
 ---
 
 [discrete]
-=== V3 navigation and home page experience
+==== V3 navigation and home page experience
 
 The new V3 navigation and home page experience is now generally available (GA) and can be enabled on ThoughtSpot embedded instances.
 
@@ -419,7 +419,7 @@ For more information, see xref:full-app-customize.adoc[Customizing full applicat
 ---
 
 [discrete]
-=== Formula variables in RLS rules
+==== Formula variables in RLS rules
 
 You can now create formula variables using the Variable REST API and use these variables in RLS rules for a specific data context and in ABAC token requests to dynamically assign security attributes to users.
 
@@ -428,7 +428,7 @@ For more information, see xref:abac_rls-variables.adoc[ABAC via RLS with variabl
 ---
 
 [discrete]
-=== Spotter APIs
+==== Spotter APIs
 
 ThoughtSpot introduces new REST APIs for the following Spotter workflows:
 //* To get data source suggestions based on a user's query
@@ -440,31 +440,31 @@ For more information, see xref:spotter-apis.adoc[Spotter APIs].
 ---
 
 [discrete]
-=== Embed events and parameters to intercept API calls
+==== Embed events and parameters to intercept API calls
 You can now intercept API calls from the embedded ThoughtSpot application using the `interceptUrls` attribute in the Visual Embed SDK. This feature lets you control API requests in your embedding application and use embed events to modify, block, or handle requests before they are sent to the backend. For more information, see xref:api-intercept.adoc[Intercept API calls and search requests].
 ---
 
 [discrete]
-=== Icon customization enhancements
+==== Icon customization enhancements
 
 You can now replace or customize the chart switcher toggle and icons in the Charts drawer on an Answer or visualization page using SVG sprites. Previously, these icons were fixed to ThoughtSpot defaults and were not configurable. In the new version, these icons are available as SVG components and can be replaced by developers through the xref:customize-icons.adoc[icon customization framework] as needed.
 
 ---
 
 [discrete]
-=== Mobile Embed SDK
+==== Mobile Embed SDK
 The SDKs for embedding ThoughtSpot components in mobile apps are now Generally Available (GA). For more information about the SDKs and how to embed a ThoughtSpot component in a mobile app, see xref:mobile-embed.adoc[Mobile embed documentation].
 
 ---
 
 [discrete]
-=== Visual Embed SDK
+==== Visual Embed SDK
 For information about the new features and enhancements introduced in Visual Embed SDK version 1.44.0, see xref:api-changelog.adoc[Visual Embed changelog].
 
 ---
 
 [discrete]
-=== REST API
+==== REST API
 For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
 ---
diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index eeb2176c6..92127726d 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -276,7 +276,6 @@ button {
     font-weight: 600;
     padding: $tag-padding;
     margin: 2px;
-    text-align: center;
     vertical-align: middle;
     height: 25px;
     line-height: $line-height-doc;
@@ -1196,7 +1195,7 @@ a.anchor {
         color: var(--rel-notes-tag-text);
         font-size: 14px;
         font-weight: 300;
-        border-radius: 25px;
+        border-radius: $tag-border-radius;
         padding: 6px 16px;
         line-height: 1.4;
         margin: 0;
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index da5d8d918..9d05e5e18 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -199,7 +199,7 @@ $tag-color-light: $lightgrey;
     --secondary-header-border: #458;
     --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
-    --rel-notes-tag-bg-color: #eef7ff;
+    --rel-notes-tag-bg-color: #dce5f9;
     --rel-notes-tag-text: #0568fa;
     --rel-notes-pill-border: #aac2f8;    
     --breadcrums-font-color: #5f6368;

From d90c96625537baf94226d56473a51b71c2b9adce Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 19:56:31 +0530
Subject: [PATCH 153/161] mcp changelog edits

---
 modules/ROOT/pages/mcp-server-changelog.adoc | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index 0463db554..317f99642 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -39,14 +39,14 @@ a|
 a|
 
 [discrete]
-=== Support for Spotter 3
+==== Support for Spotter 3
 ThoughtSpot MCP Server now supports Spotter 3, enabling advanced analytics, forecasting, multi-step reasoning, and deep research. The new MCP tools support real-time streaming, session-based conversations, richer interactions, and direct embedding of visualizations in MCP-aware apps. +
 For more information, see xref:mcp-server-spotter3.adoc[MCP Server with Spotter 3].
 
 ---
 
 [discrete]
-=== MCP Server URL changes and API versioning [.version-badge.breaking]#Breaking#
+==== MCP Server URL changes and API versioning [.version-badge.breaking]#Breaking#
 MCP Server URLs now support date-based versioning, defined using the `?api-version=YYYY-MM-DD` parameter. Ensure that you update the xref:mcp-integration.adoc#_mcp_server_url[MCP Server URL] in your integrations as needed.
 
 [NOTE]
@@ -58,10 +58,10 @@ MCP Server URLs now support date-based versioning, defined using the `?api-versi
 ---
 
 [discrete]
-=== MCP tools and processing model [.version-badge.breaking]#Breaking#
+==== MCP tools and processing model [.version-badge.breaking]#Breaking#
 The MCP Server URL now points to the Spotter 3-powered MCP tools. With this enhancement, the legacy tools in your existing integrations will be replaced with new tools. If your app uses custom workflows, you must update your integrations to use the new MCP tools or pin a previous version using the `?api-version={YYYY-MM-DD}` parameter in the URL to preserve your existing changes.
 
-==== Migration guidelines
+===== Migration guidelines
 Migrating from your existing setup to the new version requires updating the MCP client configuration to point to the new URL and rewriting tool-calling logic to use the new asynchronous, polling model.
 
 To update your integration to use Spotter 3 features and the new MCP tools:
@@ -85,7 +85,7 @@ a|
 a|
 
 [discrete]
-=== MCP tools, processing model, and answer retrieval
+==== MCP tools, processing model, and answer retrieval
 Supports the following MCP tools released in the initial version of ThoughtSpot MCP Server.
 
 * `ping`: Tests connectivity and authentication.
@@ -98,7 +98,7 @@ for a given query.
 ---
 
 [discrete]
-=== MCP Server URLs
+==== MCP Server URLs
 Supports the following URLs:
 
 * `\https://agent.thoughtspot.app/mcp` (OAuth Apps)

From 74047cae21938355dbf040918263db1894633327 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Fri, 1 May 2026 20:24:31 +0530
Subject: [PATCH 154/161] na update

---
 modules/ROOT/pages/ai-integration-options.adoc | 2 +-
 modules/ROOT/pages/common/nav.adoc             | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/modules/ROOT/pages/ai-integration-options.adoc b/modules/ROOT/pages/ai-integration-options.adoc
index 5e67530b7..ec760fd73 100644
--- a/modules/ROOT/pages/ai-integration-options.adoc
+++ b/modules/ROOT/pages/ai-integration-options.adoc
@@ -1,4 +1,4 @@
-= ThoughtSpot AI analytics integration
+= AI analytics integration
 :toc: true
 :toclevels: 3
 
diff --git a/modules/ROOT/pages/common/nav.adoc b/modules/ROOT/pages/common/nav.adoc
index 952d978d5..a3af2a9a6 100644
--- a/modules/ROOT/pages/common/nav.adoc
+++ b/modules/ROOT/pages/common/nav.adoc
@@ -36,10 +36,10 @@ Live Playgrounds
 Get started
 
 * link:{{navprefix}}/getting-started[Embed ThoughtSpot]
-* link:{{navprefix}}/ai-analytics-integration[Integrate ThoughtSpot AI analytics]
-* link:{{navprefix}}/mcp-integration[MCP Server integration]
 * link:{{navprefix}}/SpotterCode[SpotterCode for IDEs]
 * link:{{navprefix}}/rest-apis[REST APIs]
+* link:{{navprefix}}/ai-analytics-integration[AI analytics integration]
+* link:{{navprefix}}/mcp-integration[MCP Server integration]
 //** link:{{navprefix}}/tutorials/tutorials-overview[Tutorials]
 * link:{{navprefix}}/VisualEmbedSdk[SDK and API reference]
 ** link:{{navprefix}}/VisualEmbedSdk[Visual Embed SDK]

From 180dbe3350f10d876eadffa03e0cdf0cf8f864e1 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 2 May 2026 09:38:33 +0530
Subject: [PATCH 155/161] css fixes

---
 src/assets/styles/index.scss          | 4 ++--
 src/assets/styles/variables.scss      | 8 ++++----
 src/components/LeftSidebar/index.scss | 2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/assets/styles/index.scss b/src/assets/styles/index.scss
index 92127726d..cb7e3ac9e 100644
--- a/src/assets/styles/index.scss
+++ b/src/assets/styles/index.scss
@@ -769,11 +769,11 @@ a.anchor {
 }
 
 ::-webkit-scrollbar {
-    height: 0.4em;
+    height: 0.2em;
 }
 
 ::-webkit-scrollbar-track {
-    -webkit-box-shadow: inset 0 0 6px rgba(0, 0, 0, 0.1);
+    border: none;
     border-radius: 10px;
 }
 
diff --git a/src/assets/styles/variables.scss b/src/assets/styles/variables.scss
index 9d05e5e18..1a04b39d0 100644
--- a/src/assets/styles/variables.scss
+++ b/src/assets/styles/variables.scss
@@ -189,14 +189,14 @@ $tag-color-light: $lightgrey;
     --body-background-color: #fff;
     --primary-color: #1d232f;
     --header-primary-color: #fff;
-    --header-color: #1D232F;
+    --header-color: #1D232FFF;
     --header-border-color: #08072C;
     --header-link-color: rgba(255, 255, 255, 0.85);
     --nav-bar-color: #1D232F;
-    --left-nav-color: #f1f4f8;
+    --left-nav-color: #fff;
     --panel-bg-color: #f1f4f8;
     --secondary-header-bg: #f1f4f8;
-    --secondary-header-border: #458;
+    --secondary-header-border: #323946;
     --secondary-header-text: #f1f4f8;
     --secondary-header-active: #0568fa;
     --rel-notes-tag-bg-color: #dce5f9;
@@ -221,7 +221,7 @@ $tag-color-light: $lightgrey;
     --back-button-color: #1d232f;
     --back-button-background: #eaedf2;
     --block-background: #f1f4f8;
-    --border-color: #d1d5db;
+    --border-color: #eaedf2;
     --table-header-color: #fff;
     --border-color-tr: #e5e7eb;
     --scrollbar-color: #a5acb9;
diff --git a/src/components/LeftSidebar/index.scss b/src/components/LeftSidebar/index.scss
index fbc5d8ef1..4accc8685 100644
--- a/src/components/LeftSidebar/index.scss
+++ b/src/components/LeftSidebar/index.scss
@@ -93,7 +93,7 @@
 .aside {
     padding: 0 0 0 10px;
     width: 100%;
-    border-right: 0.5px solid var(--border-color);
+    border-right: 1px solid var(--border-color);
     left: $gutter;
     height: 100%;
     overflow-y: auto;

From 0472a76adac991913987dc98b8b67b31443069b8 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 2 May 2026 09:44:51 +0530
Subject: [PATCH 156/161] whats new edits

---
 modules/ROOT/pages/whats-new.adoc | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 0f8d39c11..0ada3d78c 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -386,8 +386,8 @@ For information about REST API v2 enhancements, see the xref:rest-apiv2-changelo
 == January 2026
 
 **Release version**: ThoughtSpot Cloud 10.15.0.cl +
-*Upgrade notes*: ⚠️Includes API parameter deprecations. Refer to xref:rest-apiv2-changelog.adoc[REST API changelog] and xref:deprecated-features.adoc[Deprecation announcements]. +
-*Recommended SDK versions*: Visual Embed SDK v1.45.0 and later
+*Upgrade notes*: No breaking changes. +
+*Recommended SDK versions*: Visual Embed SDK v1.44.0 and later
 
 
 [.cl-table, cols="2,4", frame=none, grid=none]
@@ -431,17 +431,19 @@ For more information, see xref:abac_rls-variables.adoc[ABAC via RLS with variabl
 ==== Spotter APIs
 
 ThoughtSpot introduces new REST APIs for the following Spotter workflows:
-//* To get data source suggestions based on a user's query
+ 
 * To send queries to a conversation session with the Spotter agent
 * To set natural language (NL) instructions on a model to coach the Spotter system
 * To fetch NL instructions configured on a model
 
 For more information, see xref:spotter-apis.adoc[Spotter APIs].
+
 ---
 
 [discrete]
 ==== Embed events and parameters to intercept API calls
 You can now intercept API calls from the embedded ThoughtSpot application using the `interceptUrls` attribute in the Visual Embed SDK. This feature lets you control API requests in your embedding application and use embed events to modify, block, or handle requests before they are sent to the backend. For more information, see xref:api-intercept.adoc[Intercept API calls and search requests].
+
 ---
 
 [discrete]
@@ -467,5 +469,4 @@ For information about the new features and enhancements introduced in Visual Emb
 ==== REST API
 For information about REST API v2 enhancements, see xref:rest-apiv2-changelog.adoc[REST API v2.0 changelog].
 
----
 |===

From 91a608dc1b20a1b1c8358e6ffd2e3a0679be06ce Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 2 May 2026 09:53:04 +0530
Subject: [PATCH 157/161] what's new edits

---
 modules/ROOT/pages/whats-new.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/whats-new.adoc b/modules/ROOT/pages/whats-new.adoc
index 0ada3d78c..72f9bd95a 100644
--- a/modules/ROOT/pages/whats-new.adoc
+++ b/modules/ROOT/pages/whats-new.adoc
@@ -431,7 +431,7 @@ For more information, see xref:abac_rls-variables.adoc[ABAC via RLS with variabl
 ==== Spotter APIs
 
 ThoughtSpot introduces new REST APIs for the following Spotter workflows:
- 
+
 * To send queries to a conversation session with the Spotter agent
 * To set natural language (NL) instructions on a model to coach the Spotter system
 * To fetch NL instructions configured on a model

From 3c15f5e44791a379f6d9b92baf35a9c26ba18d2d Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 2 May 2026 10:00:10 +0530
Subject: [PATCH 158/161] mcp sever nav edits

---
 modules/ROOT/pages/common/nav-mcp-server.adoc | 24 ++++++++++++-------
 modules/ROOT/pages/mcp-server-changelog.adoc  |  2 +-
 2 files changed, 17 insertions(+), 9 deletions(-)

diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index d5e060336..9f1beb0cc 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -5,16 +5,24 @@
 [navSection]
 
 [.sidebar-title]
-MCP Server and tools
+ThoughtSpot MCP server
 
-* link:{{navprefix}}/mcp-integration[ThoughtSpot MCP server]
+* link:{{navprefix}}/mcp-integration[Overview]
 ** link:{{navprefix}}/mcp-server-spotter3[MCP Server with Spotter 3]
 ** link:{{navprefix}}/mcp-server-legacy[Legacy MCP Server architecture and tools]
 * link:{{navprefix}}/connect-mcp-server-to-clients[Connecting MCP Server to MCP clients]
-* link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom application or chatbot]
-* link:{{navprefix}}/mcp-tool-reference[MCP tool reference]
-** link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (Spotter 3)]
-** link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (legacy version)]
-** [.typedoc-Function]#link:{{navprefix}}/Function_startAutoMCPFrameRenderer[startAutoMCPFrameRenderer]#
-** [.typedoc-Function]#link:{{navprefix}}/Interface_AutoMCPFrameRendererViewConfig[AutoMCPFrameRendererViewConfig]#
+* link:{{navprefix}}/custom-chatbot-integration-mcp[Integrating MCP Server in a custom app]
+
+[.sidebar-title]
+MCP tools reference
+
+* link:{{navprefix}}/mcp-tool-reference[Overview]
+* link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (Spotter 3)]
+* link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (legacy version)]
+* [.typedoc-Function]#link:{{navprefix}}/Function_startAutoMCPFrameRenderer[startAutoMCPFrameRenderer]#
+* [.typedoc-Function]#link:{{navprefix}}/Interface_AutoMCPFrameRendererViewConfig[AutoMCPFrameRendererViewConfig]#
+
+[.sidebar-title]
+MCP Server release notes
+
 * link:{{navprefix}}/mcp-server-changelog[MCP Server changelog]
diff --git a/modules/ROOT/pages/mcp-server-changelog.adoc b/modules/ROOT/pages/mcp-server-changelog.adoc
index 317f99642..ce53f8fe9 100644
--- a/modules/ROOT/pages/mcp-server-changelog.adoc
+++ b/modules/ROOT/pages/mcp-server-changelog.adoc
@@ -1,6 +1,6 @@
 = ThoughtSpot MCP Server changelog
 :toc: true
-:toclevels: 1
+:toclevels: 2
 
 :page-title: MCP Server Changelog
 :page-pageid: mcp-server-changelog

From 35d9a7d071eceac69f01b370a7f12be5e94b29af Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 2 May 2026 14:26:55 +0530
Subject: [PATCH 159/161] edits

---
 modules/ROOT/pages/common/nav-mcp-server.adoc | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index 9f1beb0cc..eb7baf690 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -19,8 +19,12 @@ MCP tools reference
 * link:{{navprefix}}/mcp-tool-reference[Overview]
 * link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (Spotter 3)]
 * link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (legacy version)]
+
+[.sidebar-title]
+SDK components
+
 * [.typedoc-Function]#link:{{navprefix}}/Function_startAutoMCPFrameRenderer[startAutoMCPFrameRenderer]#
-* [.typedoc-Function]#link:{{navprefix}}/Interface_AutoMCPFrameRendererViewConfig[AutoMCPFrameRendererViewConfig]#
+* [.typedoc-Interface]#link:{{navprefix}}/Interface_AutoMCPFrameRendererViewConfig[AutoMCPFrameRendererViewConfig]#
 
 [.sidebar-title]
 MCP Server release notes

From edde34aa6f327b497715b8047015aa4e566fc89e Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Sat, 2 May 2026 16:40:16 +0530
Subject: [PATCH 160/161] edits

---
 modules/ROOT/pages/common/nav-mcp-server.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/ROOT/pages/common/nav-mcp-server.adoc b/modules/ROOT/pages/common/nav-mcp-server.adoc
index eb7baf690..d40f131d7 100644
--- a/modules/ROOT/pages/common/nav-mcp-server.adoc
+++ b/modules/ROOT/pages/common/nav-mcp-server.adoc
@@ -21,7 +21,7 @@ MCP tools reference
 * link:{{navprefix}}/mcp-tool-reference-spotter3[MCP tool reference (legacy version)]
 
 [.sidebar-title]
-SDK components
+Related SDK components
 
 * [.typedoc-Function]#link:{{navprefix}}/Function_startAutoMCPFrameRenderer[startAutoMCPFrameRenderer]#
 * [.typedoc-Interface]#link:{{navprefix}}/Interface_AutoMCPFrameRendererViewConfig[AutoMCPFrameRendererViewConfig]#

From 02174986a0873c306e18ad528ff248cea65d9786 Mon Sep 17 00:00:00 2001
From: ShashiSubramanya <shashikala.subramanya@thoughtspot.com>
Date: Mon, 4 May 2026 06:33:51 +0530
Subject: [PATCH 161/161] edits

---
 modules/ROOT/pages/mcp-tool-reference-spotter3.adoc | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc b/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc
index 976af140e..997c9905b 100644
--- a/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc
+++ b/modules/ROOT/pages/mcp-tool-reference-spotter3.adoc
@@ -18,6 +18,8 @@ The `data_source_id` is optional. Provide this when the user has specified or co
 
 === Example call
 
+[div tabbed-code]
+--
 [source,javascript]
 ----
 const session = await callMCPTool("create_analysis_session", {
@@ -34,6 +36,7 @@ call_mcp_tool(
     },
 )
 ----
+--
 
 === Response
 
@@ -65,6 +68,8 @@ __Optional__|Can be used to provide external information relating to the questio
 
 === Example call
 
+[div tabbed-code]
+--
 [source,javascript]
 ----
 const sendMessage = await callMCPTool("send_session_message", {
@@ -89,6 +94,7 @@ call_mcp_tool(
     },
 )
 ----
+--
 
 === Response
 
@@ -119,6 +125,8 @@ Send the `analytical_session_id` to specify the session to retrieve updates for.
 
 === Example call
 
+[div tabbed-code]
+--
 [source,typescript]
 ----
 const updates = await callMCPTool("get_session_updates", {
@@ -133,6 +141,7 @@ call_mcp_tool(
     {"analytical_session_id": "sess_abc123"},  # Session ID from create_analysis_session.
 )
 ----
+--
 
 === Response
 
@@ -236,6 +245,8 @@ Create a ThoughtSpot dashboard from answers generated in an analysis session.
 
 === Example call
 
+[div tabbed-code]
+--
 [source,typescript]
 ----
 const dashboard = await callMCPTool("create_dashboard", {
@@ -281,6 +292,7 @@ dashboard = call_mcp_tool(
     },
 )
 ----
+--
 
 === Response