diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 47481a04a24..ce6ec11f258 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -33,10 +33,6 @@ jobs:
         # rarely differ across patch versions, so 3x per PR is wasteful.
         python-version: ${{ github.event_name == 'pull_request' && fromJSON('["current"]') || fromJSON('["current", "next"]') }}
     steps:
-      - uses: Kesin11/actions-timeline@7bf79990b7c09f5dfb570ac30b814ca597bd538e # v3.1.1
-        with:
-          expand-composite-actions: true
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
@@ -193,3 +189,12 @@ jobs:
             echo "📖 More details here: https://superset.apache.org/docs/contributing/development#git-hooks"
             exit 1
           fi
+
+  actions-timeline:
+    needs: pre-commit
+    if: always()
+    runs-on: ubuntu-26.04
+    steps:
+      - uses: Kesin11/actions-timeline@7bf79990b7c09f5dfb570ac30b814ca597bd538e # v3.1.1
+        with:
+          expand-composite-actions: true
diff --git a/.github/workflows/superset-e2e.yml b/.github/workflows/superset-e2e.yml
index 409de7e74e5..4df02fd0984 100644
--- a/.github/workflows/superset-e2e.yml
+++ b/.github/workflows/superset-e2e.yml
@@ -342,7 +342,7 @@ jobs:
           echo "playwright-tests result: $RESULT (changes: $CHANGES)"
 
   actions-timeline:
-    needs: [cypress-matrix, playwright-tests]
+    needs: [cypress-matrix, playwright-tests, cypress-matrix-required, playwright-tests-required]
     if: always()
     runs-on: ubuntu-26.04
     permissions:
diff --git a/.github/workflows/superset-extensions-cli.yml b/.github/workflows/superset-extensions-cli.yml
index d1eaffee5e5..60df7c0a3bc 100644
--- a/.github/workflows/superset-extensions-cli.yml
+++ b/.github/workflows/superset-extensions-cli.yml
@@ -31,10 +31,6 @@ jobs:
       run:
         working-directory: superset-extensions-cli
     steps:
-      - uses: Kesin11/actions-timeline@7bf79990b7c09f5dfb570ac30b814ca597bd538e # v3.1.1
-        with:
-          expand-composite-actions: true
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
@@ -74,3 +70,12 @@ jobs:
         with:
           name: superset-extensions-cli-coverage-html
           path: htmlcov/
+
+  actions-timeline:
+    needs: test-superset-extensions-cli-package
+    if: always()
+    runs-on: ubuntu-26.04
+    steps:
+      - uses: Kesin11/actions-timeline@7bf79990b7c09f5dfb570ac30b814ca597bd538e # v3.1.1
+        with:
+          expand-composite-actions: true
diff --git a/.github/workflows/superset-playwright.yml b/.github/workflows/superset-playwright.yml
index 8daedebc61e..fcdeff265a4 100644
--- a/.github/workflows/superset-playwright.yml
+++ b/.github/workflows/superset-playwright.yml
@@ -54,7 +54,6 @@ jobs:
     permissions:
       contents: read
       pull-requests: read
-      actions: read
     strategy:
       fail-fast: false
       matrix:
@@ -80,10 +79,6 @@ jobs:
         ports:
           - 16379:6379
     steps:
-      - uses: Kesin11/actions-timeline@7bf79990b7c09f5dfb570ac30b814ca597bd538e # v3.1.1
-        with:
-          expand-composite-actions: true
-
       # -------------------------------------------------------
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
@@ -175,3 +170,14 @@ jobs:
             ${{ github.workspace }}/superset-frontend/playwright-results/
             ${{ github.workspace }}/superset-frontend/test-results/
           name: playwright-experimental-artifact-${{ github.run_id }}-${{ github.job }}-${{ matrix.browser }}--${{ steps.set-safe-app-root.outputs.safe_app_root }}
+
+  actions-timeline:
+    needs: playwright-tests-experimental
+    if: always()
+    runs-on: ubuntu-26.04
+    permissions:
+      actions: read
+    steps:
+      - uses: Kesin11/actions-timeline@7bf79990b7c09f5dfb570ac30b814ca597bd538e # v3.1.1
+        with:
+          expand-composite-actions: true
diff --git a/.github/workflows/superset-python-integrationtest.yml b/.github/workflows/superset-python-integrationtest.yml
index c511705fb3d..1291ae9c7d8 100644
--- a/.github/workflows/superset-python-integrationtest.yml
+++ b/.github/workflows/superset-python-integrationtest.yml
@@ -257,7 +257,7 @@ jobs:
           echo "test-postgres result: $RESULT"
 
   actions-timeline:
-    needs: [test-mysql, test-postgres, test-sqlite]
+    needs: [test-mysql, test-postgres, test-sqlite, test-postgres-required]
     if: always()
     runs-on: ubuntu-26.04
     permissions: