diff --git a/ci/scripts/jni_manylinux_build.sh b/ci/scripts/jni_manylinux_build.sh
index b097a1d2e..694344441 100755
--- a/ci/scripts/jni_manylinux_build.sh
+++ b/ci/scripts/jni_manylinux_build.sh
@@ -50,7 +50,7 @@ dist_dir="${4}"
 github_actions_group_end
 
 github_actions_group_begin "Install Archery"
-pip install -e "${arrow_dir}/dev/archery[all]"
+pip install -e "${arrow_dir}/dev/archery"
 github_actions_group_end
 
 github_actions_group_begin "Clear output directories and leftovers"