diff --git a/.github/workflows/bump-python-package.yml b/.github/workflows/bump-python-package.yml
index d69b17d09e5..2ad6ab73476 100644
--- a/.github/workflows/bump-python-package.yml
+++ b/.github/workflows/bump-python-package.yml
@@ -30,9 +30,8 @@ jobs:
       pull-requests: write
       checks: write
     steps:
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: true
           ref: master
diff --git a/.github/workflows/check-python-deps.yml b/.github/workflows/check-python-deps.yml
index ca1d3eb20b6..dc0f3738402 100644
--- a/.github/workflows/check-python-deps.yml
+++ b/.github/workflows/check-python-deps.yml
@@ -22,7 +22,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/check_db_migration_confict.yml b/.github/workflows/check_db_migration_confict.yml
index 88953d505d3..a2e6812a8f4 100644
--- a/.github/workflows/check_db_migration_confict.yml
+++ b/.github/workflows/check_db_migration_confict.yml
@@ -25,7 +25,7 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check and notify
diff --git a/.github/workflows/claude.yml b/.github/workflows/claude.yml
index b6355915362..84f90b72a8b 100644
--- a/.github/workflows/claude.yml
+++ b/.github/workflows/claude.yml
@@ -75,14 +75,14 @@ jobs:
       issues: write
       id-token: write
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      with:
-        persist-credentials: false
-        fetch-depth: 1
+      - name: Checkout repository
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+        with:
+          persist-credentials: false
+          fetch-depth: 1
 
-    - name: Run Claude PR Action
-      uses: anthropics/claude-code-action@5fb899572b81d2bb648d4d187173a2f423a9677c # beta
-      with:
-        anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-        timeout_minutes: "60"
+      - name: Run Claude PR Action
+        uses: anthropics/claude-code-action@5fb899572b81d2bb648d4d187173a2f423a9677c # beta
+        with:
+          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
+          timeout_minutes: "60"
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index db81cb0d310..04a65d5bded 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -26,7 +26,7 @@ jobs:
       frontend: ${{ steps.check.outputs.frontend }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -57,7 +57,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
diff --git a/.github/workflows/dependency-review.yml b/.github/workflows/dependency-review.yml
index ab8777b3762..b595604cc58 100644
--- a/.github/workflows/dependency-review.yml
+++ b/.github/workflows/dependency-review.yml
@@ -27,7 +27,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout Repository"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: "Dependency Review"
@@ -51,7 +51,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: "Checkout Repository"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 4da44c32790..c305fab4c13 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -18,7 +18,6 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
-
   changes:
     runs-on: ubuntu-24.04
     timeout-minutes: 10
@@ -31,7 +30,7 @@ jobs:
       docker: ${{ steps.check.outputs.docker }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -71,9 +70,8 @@ jobs:
       IMAGE_TAG: apache/superset:GHA-${{ matrix.build_preset }}-${{ github.run_id }}
 
     steps:
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -147,7 +145,7 @@ jobs:
     timeout-minutes: 30
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Setup Docker Environment
diff --git a/.github/workflows/embedded-sdk-release.yml b/.github/workflows/embedded-sdk-release.yml
index 1373a72d650..6404284335a 100644
--- a/.github/workflows/embedded-sdk-release.yml
+++ b/.github/workflows/embedded-sdk-release.yml
@@ -33,13 +33,13 @@ jobs:
       run:
         working-directory: superset-embedded-sdk
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-embedded-sdk/.nvmrc'
-          registry-url: 'https://registry.npmjs.org'
+          node-version-file: "./superset-embedded-sdk/.nvmrc"
+          registry-url: "https://registry.npmjs.org"
       - run: npm ci
       - run: npm run ci:release
         env:
diff --git a/.github/workflows/embedded-sdk-test.yml b/.github/workflows/embedded-sdk-test.yml
index d59254423b5..d7116e8bda3 100644
--- a/.github/workflows/embedded-sdk-test.yml
+++ b/.github/workflows/embedded-sdk-test.yml
@@ -21,13 +21,13 @@ jobs:
       run:
         working-directory: superset-embedded-sdk
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-embedded-sdk/.nvmrc'
-          registry-url: 'https://registry.npmjs.org'
+          node-version-file: "./superset-embedded-sdk/.nvmrc"
+          registry-url: "https://registry.npmjs.org"
       - run: npm ci
       - run: npm test
       - run: npm run build
diff --git a/.github/workflows/generate-FOSSA-report.yml b/.github/workflows/generate-FOSSA-report.yml
index fe1000a4844..07af069ea30 100644
--- a/.github/workflows/generate-FOSSA-report.yml
+++ b/.github/workflows/generate-FOSSA-report.yml
@@ -32,7 +32,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/github-action-validator.yml b/.github/workflows/github-action-validator.yml
index addb39653fe..912efdcacb4 100644
--- a/.github/workflows/github-action-validator.yml
+++ b/.github/workflows/github-action-validator.yml
@@ -18,7 +18,6 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
-
   validate-all-ghas:
     runs-on: ubuntu-24.04
     permissions:
@@ -28,14 +27,14 @@ jobs:
       security-events: write
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Set up Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: '20'
+          node-version: "20"
 
       - name: Install Dependencies
         run: npm install -g @action-validator/core @action-validator/cli --save-dev
diff --git a/.github/workflows/issue_creation.yml b/.github/workflows/issue_creation.yml
index a0d77f0fc0a..f0be6ea3e3b 100644
--- a/.github/workflows/issue_creation.yml
+++ b/.github/workflows/issue_creation.yml
@@ -15,9 +15,8 @@ jobs:
       pull-requests: write
       issues: write
     steps:
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
diff --git a/.github/workflows/latest-release-tag.yml b/.github/workflows/latest-release-tag.yml
index 0d1adc42da7..fd85622f1ba 100644
--- a/.github/workflows/latest-release-tag.yml
+++ b/.github/workflows/latest-release-tag.yml
@@ -11,29 +11,29 @@ jobs:
       contents: write
 
     steps:
-    - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      with:
-        persist-credentials: false
-        submodules: recursive
+      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+        with:
+          persist-credentials: false
+          submodules: recursive
 
-    - name: Check for latest tag
-      id: latest-tag
-      env:
-        RELEASE_TAG_NAME: ${{ github.event.release.tag_name }}
-      run: |
-        source ./scripts/tag_latest_release.sh "$RELEASE_TAG_NAME" --dry-run
+      - name: Check for latest tag
+        id: latest-tag
+        env:
+          RELEASE_TAG_NAME: ${{ github.event.release.tag_name }}
+        run: |
+          source ./scripts/tag_latest_release.sh "$RELEASE_TAG_NAME" --dry-run
 
-    - name: Configure Git
-      run: |
-        git config user.name "$GITHUB_ACTOR"
-        git config user.email "$GITHUB_ACTOR@users.noreply.github.com"
+      - name: Configure Git
+        run: |
+          git config user.name "$GITHUB_ACTOR"
+          git config user.email "$GITHUB_ACTOR@users.noreply.github.com"
 
-    - name: Run latest-tag
-      uses: ./.github/actions/latest-tag
-      if: steps.latest-tag.outputs.SKIP_TAG != 'true'
-      with:
-        description: Superset latest release
-        tag-name: latest
-      env:
-        GITHUB_TOKEN: ${{ github.token }}
+      - name: Run latest-tag
+        uses: ./.github/actions/latest-tag
+        if: steps.latest-tag.outputs.SKIP_TAG != 'true'
+        with:
+          description: Superset latest release
+          tag-name: latest
+        env:
+          GITHUB_TOKEN: ${{ github.token }}
diff --git a/.github/workflows/license-check.yml b/.github/workflows/license-check.yml
index 775e08d0ca8..fba2174f21b 100644
--- a/.github/workflows/license-check.yml
+++ b/.github/workflows/license-check.yml
@@ -18,14 +18,14 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
       - name: Setup Java
         uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
         with:
-          distribution: 'temurin'
-          java-version: '11'
+          distribution: "temurin"
+          java-version: "11"
       - name: Run license check
         run: ./scripts/check_license.sh
diff --git a/.github/workflows/pr-lint.yml b/.github/workflows/pr-lint.yml
index aa366676c68..f6b1b28c069 100644
--- a/.github/workflows/pr-lint.yml
+++ b/.github/workflows/pr-lint.yml
@@ -21,7 +21,7 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -31,6 +31,5 @@ jobs:
           on-failed-regex-fail-action: true
           on-failed-regex-request-changes: false
           on-failed-regex-create-review: false
-          on-failed-regex-comment:
-            "Please format your PR title to match: `%regex%`!"
+          on-failed-regex-comment: "Please format your PR title to match: `%regex%`!"
           repo-token: "${{ github.token }}"
diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 07920821e1d..5169e4f0cde 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -28,7 +28,7 @@ jobs:
         python-version: ${{ github.event_name == 'pull_request' && fromJSON('["current"]') || fromJSON('["current", "previous", "next"]') }}
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -48,9 +48,9 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version: '20'
-          cache: 'npm'
-          cache-dependency-path: 'superset-frontend/package-lock.json'
+          node-version: "20"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
 
       - name: Install Frontend Dependencies
         run: |
@@ -74,7 +74,7 @@ jobs:
         id: changed_files
         uses: ./.github/actions/file-changes-action
         with:
-          output: ' '
+          output: " "
 
       - name: pre-commit
         env:
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 28f81cd2c08..8cb5738e1e2 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -33,7 +33,7 @@ jobs:
     permissions:
       contents: write
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           # pulls all commits (needed for lerna / semantic release to correctly version)
@@ -52,7 +52,7 @@ jobs:
         if: env.HAS_TAGS
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-frontend/.nvmrc'
+          node-version-file: "./superset-frontend/.nvmrc"
 
       - name: Cache npm
         if: env.HAS_TAGS
diff --git a/.github/workflows/showtime-trigger.yml b/.github/workflows/showtime-trigger.yml
index 4bff0497205..12ccb698cd1 100644
--- a/.github/workflows/showtime-trigger.yml
+++ b/.github/workflows/showtime-trigger.yml
@@ -10,11 +10,11 @@ on:
   workflow_dispatch:
     inputs:
       pr_number:
-        description: 'PR number to sync'
+        description: "PR number to sync"
         required: true
         type: number
       sha:
-        description: 'Specific SHA to deploy (optional, defaults to latest)'
+        description: "Specific SHA to deploy (optional, defaults to latest)"
         required: false
         type: string
 
@@ -152,7 +152,7 @@ jobs:
 
       - name: Checkout PR code (only if build needed)
         if: steps.auth.outputs.authorized == 'true' && steps.check.outputs.build_needed == 'true'
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           ref: ${{ steps.check.outputs.target_sha }}
           persist-credentials: false
diff --git a/.github/workflows/superset-app-cli.yml b/.github/workflows/superset-app-cli.yml
index 0340a0bf045..8ebb2e6539c 100644
--- a/.github/workflows/superset-app-cli.yml
+++ b/.github/workflows/superset-app-cli.yml
@@ -41,7 +41,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/superset-docs-deploy.yml b/.github/workflows/superset-docs-deploy.yml
index 8932e51f4fb..20c116fc28d 100644
--- a/.github/workflows/superset-docs-deploy.yml
+++ b/.github/workflows/superset-docs-deploy.yml
@@ -60,7 +60,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.event.workflow_run.head_sha || github.sha }}"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           ref: ${{ github.event.workflow_run.head_sha || github.sha }}
           persist-credentials: false
@@ -68,13 +68,13 @@ jobs:
       - name: Set up Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './docs/.nvmrc'
+          node-version-file: "./docs/.nvmrc"
       - name: Setup Python
         uses: ./.github/actions/setup-backend/
       - uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
         with:
-          distribution: 'zulu'
-          java-version: '21'
+          distribution: "zulu"
+          java-version: "21"
       - name: Install Graphviz
         run: sudo apt-get install -y graphviz
       - name: Compute Entity Relationship diagram (ERD)
diff --git a/.github/workflows/superset-docs-verify.yml b/.github/workflows/superset-docs-verify.yml
index 72f87014b07..50cac53e7e0 100644
--- a/.github/workflows/superset-docs-verify.yml
+++ b/.github/workflows/superset-docs-verify.yml
@@ -28,12 +28,12 @@ jobs:
     name: Link Checking
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       # Do not bump this linkinator-action version without opening
       # an ASF Infra ticket to allow the new version first!
-      - uses: JustinBeckwith/linkinator-action@af984b9f30f63e796ae2ea5be5e07cb587f1bbd9  # v2.3
+      - uses: JustinBeckwith/linkinator-action@af984b9f30f63e796ae2ea5be5e07cb587f1bbd9 # v2.3
         continue-on-error: true # This will make the job advisory (non-blocking, no red X)
         with:
           paths: "**/*.md, **/*.mdx"
@@ -73,14 +73,14 @@ jobs:
         working-directory: docs
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
       - name: Set up Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './docs/.nvmrc'
+          node-version-file: "./docs/.nvmrc"
       - name: yarn install
         run: |
           yarn install --check-cache
@@ -112,7 +112,7 @@ jobs:
         working-directory: docs
     steps:
       - name: "Checkout PR head: ${{ github.event.workflow_run.head_sha }}"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           ref: ${{ github.event.workflow_run.head_sha }}
           persist-credentials: false
@@ -120,7 +120,7 @@ jobs:
       - name: Set up Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './docs/.nvmrc'
+          node-version-file: "./docs/.nvmrc"
       - name: yarn install
         run: |
           yarn install --check-cache
@@ -131,7 +131,7 @@ jobs:
           run_id: ${{ github.event.workflow_run.id }}
           name: database-diagnostics
           path: docs/src/data/
-          if_no_artifact_found: 'warning'
+          if_no_artifact_found: "warning"
       - name: Use fresh diagnostics
         run: |
           if [ -f "src/data/databases-diagnostics.json" ]; then
diff --git a/.github/workflows/superset-e2e.yml b/.github/workflows/superset-e2e.yml
index c46ad9eb5a0..3b61b1f4e4a 100644
--- a/.github/workflows/superset-e2e.yml
+++ b/.github/workflows/superset-e2e.yml
@@ -10,17 +10,17 @@ on:
   workflow_dispatch:
     inputs:
       use_dashboard:
-        description: 'Use Cypress Dashboard (true/false) [paid service - trigger manually when needed]. You MUST provide a branch and/or PR number below for this to work.'
+        description: "Use Cypress Dashboard (true/false) [paid service - trigger manually when needed]. You MUST provide a branch and/or PR number below for this to work."
         required: false
-        default: 'false'
+        default: "false"
       ref:
-        description: 'The branch or tag to checkout'
+        description: "The branch or tag to checkout"
         required: false
-        default: ''
+        default: ""
       pr_id:
-        description: 'The pull request ID to checkout'
+        description: "The pull request ID to checkout"
         required: false
-        default: ''
+        default: ""
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
@@ -38,7 +38,7 @@ jobs:
       frontend: ${{ steps.check.outputs.frontend }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -97,21 +97,21 @@ jobs:
       # Conditional checkout based on context
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       - name: Checkout using ref (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.ref != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -130,9 +130,9 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-frontend/.nvmrc'
-          cache: 'npm'
-          cache-dependency-path: 'superset-frontend/package-lock.json'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
       - name: Install npm dependencies
         uses: ./.github/actions/cached-dependencies
         with:
@@ -207,21 +207,21 @@ jobs:
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       - name: Checkout using ref (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.ref != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -240,9 +240,9 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-frontend/.nvmrc'
-          cache: 'npm'
-          cache-dependency-path: 'superset-frontend/package-lock.json'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
       - name: Install npm dependencies
         uses: ./.github/actions/cached-dependencies
         with:
diff --git a/.github/workflows/superset-extensions-cli.yml b/.github/workflows/superset-extensions-cli.yml
index d8d2de08459..8072b7c4c5a 100644
--- a/.github/workflows/superset-extensions-cli.yml
+++ b/.github/workflows/superset-extensions-cli.yml
@@ -31,7 +31,7 @@ jobs:
         working-directory: superset-extensions-cli
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/superset-frontend.yml b/.github/workflows/superset-frontend.yml
index 69dd007e610..87c183aec9d 100644
--- a/.github/workflows/superset-frontend.yml
+++ b/.github/workflows/superset-frontend.yml
@@ -27,7 +27,7 @@ jobs:
       should-run: ${{ steps.check.outputs.frontend }}
     steps:
       - name: Checkout Code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           fetch-depth: 0
@@ -110,7 +110,7 @@ jobs:
       id-token: write
     steps:
       - name: Checkout Code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           fetch-depth: 0
diff --git a/.github/workflows/superset-helm-lint.yml b/.github/workflows/superset-helm-lint.yml
index f76a39b2cde..9e92b6c9ed7 100644
--- a/.github/workflows/superset-helm-lint.yml
+++ b/.github/workflows/superset-helm-lint.yml
@@ -19,7 +19,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -33,7 +33,7 @@ jobs:
       - name: Setup Python
         uses: ./.github/actions/setup-backend/
         with:
-          install-superset: 'false'
+          install-superset: "false"
 
       - name: Set up chart-testing
         uses: ./.github/actions/chart-testing-action
diff --git a/.github/workflows/superset-helm-release.yml b/.github/workflows/superset-helm-release.yml
index 29364b46926..fb21407d529 100644
--- a/.github/workflows/superset-helm-release.yml
+++ b/.github/workflows/superset-helm-release.yml
@@ -29,7 +29,7 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           ref: ${{ inputs.ref || github.ref_name }}
           persist-credentials: true
diff --git a/.github/workflows/superset-playwright.yml b/.github/workflows/superset-playwright.yml
index 8d75029dac5..5bac1c12b1a 100644
--- a/.github/workflows/superset-playwright.yml
+++ b/.github/workflows/superset-playwright.yml
@@ -10,13 +10,13 @@ on:
   workflow_dispatch:
     inputs:
       ref:
-        description: 'The branch or tag to checkout'
+        description: "The branch or tag to checkout"
         required: false
-        default: ''
+        default: ""
       pr_id:
-        description: 'The pull request ID to checkout'
+        description: "The pull request ID to checkout"
         required: false
-        default: ''
+        default: ""
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
@@ -34,7 +34,7 @@ jobs:
       frontend: ${{ steps.check.outputs.frontend }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -83,21 +83,21 @@ jobs:
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       - name: Checkout using ref (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.ref != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -116,9 +116,9 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-frontend/.nvmrc'
-          cache: 'npm'
-          cache-dependency-path: 'superset-frontend/package-lock.json'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
       - name: Install npm dependencies
         uses: ./.github/actions/cached-dependencies
         with:
diff --git a/.github/workflows/superset-python-integrationtest.yml b/.github/workflows/superset-python-integrationtest.yml
index 4043b9bcb43..bfa9ef2960d 100644
--- a/.github/workflows/superset-python-integrationtest.yml
+++ b/.github/workflows/superset-python-integrationtest.yml
@@ -24,7 +24,7 @@ jobs:
       python: ${{ steps.check.outputs.python }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -67,7 +67,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -152,7 +152,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -202,7 +202,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/superset-python-presto-hive.yml b/.github/workflows/superset-python-presto-hive.yml
index d94675c9913..260b144916c 100644
--- a/.github/workflows/superset-python-presto-hive.yml
+++ b/.github/workflows/superset-python-presto-hive.yml
@@ -25,7 +25,7 @@ jobs:
       python: ${{ steps.check.outputs.python }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -72,7 +72,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -127,7 +127,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/superset-python-unittest.yml b/.github/workflows/superset-python-unittest.yml
index 269afb400cc..f30d8cf6f54 100644
--- a/.github/workflows/superset-python-unittest.yml
+++ b/.github/workflows/superset-python-unittest.yml
@@ -25,7 +25,7 @@ jobs:
       python: ${{ steps.check.outputs.python }}
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Check for file changes
@@ -50,7 +50,7 @@ jobs:
       PYTHONPATH: ${{ github.workspace }}
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/superset-translations.yml b/.github/workflows/superset-translations.yml
index 6468be57d0b..c7aea034d49 100644
--- a/.github/workflows/superset-translations.yml
+++ b/.github/workflows/superset-translations.yml
@@ -25,7 +25,7 @@ jobs:
       pull-requests: read
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
@@ -40,9 +40,9 @@ jobs:
         if: steps.check.outputs.frontend
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file:  './superset-frontend/.nvmrc'
-          cache: 'npm'
-          cache-dependency-path: 'superset-frontend/package-lock.json'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
       - name: Install dependencies
         if: steps.check.outputs.frontend
         uses: ./.github/actions/cached-dependencies
@@ -61,7 +61,7 @@ jobs:
       pull-requests: read
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           submodules: recursive
diff --git a/.github/workflows/superset-websocket.yml b/.github/workflows/superset-websocket.yml
index 13d42befc42..f35d54dc013 100644
--- a/.github/workflows/superset-websocket.yml
+++ b/.github/workflows/superset-websocket.yml
@@ -25,7 +25,7 @@ jobs:
     timeout-minutes: 20
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Install dependencies
diff --git a/.github/workflows/supersetbot.yml b/.github/workflows/supersetbot.yml
index c187a45040e..dbca6df7841 100644
--- a/.github/workflows/supersetbot.yml
+++ b/.github/workflows/supersetbot.yml
@@ -9,7 +9,7 @@ on:
   workflow_dispatch:
     inputs:
       comment_body:
-        description: 'Comment Body'
+        description: "Comment Body"
         required: true
         type: string
 
@@ -38,7 +38,7 @@ jobs:
             });
 
       - name: "Checkout ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
diff --git a/.github/workflows/tag-release.yml b/.github/workflows/tag-release.yml
index 370c8fa87a3..a5964d679be 100644
--- a/.github/workflows/tag-release.yml
+++ b/.github/workflows/tag-release.yml
@@ -16,11 +16,11 @@ on:
       force-latest:
         required: true
         type: choice
-        default: 'false'
+        default: "false"
         description: Whether to force a latest tag on the release
         options:
-          - 'true'
-          - 'false'
+          - "true"
+          - "false"
 permissions:
   contents: read
 
@@ -49,12 +49,12 @@ jobs:
       contents: write
     strategy:
       matrix:
-        build_preset: ["dev", "lean", "py310", "websocket", "dockerize", "py311", "py312"]
+        build_preset:
+          ["dev", "lean", "py310", "websocket", "dockerize", "py311", "py312"]
       fail-fast: false
     steps:
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           fetch-depth: 0
@@ -119,9 +119,8 @@ jobs:
       contents: read
       pull-requests: write
     steps:
-
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           fetch-depth: 0
diff --git a/.github/workflows/tech-debt.yml b/.github/workflows/tech-debt.yml
index 41880594a9b..41d40f1dd94 100644
--- a/.github/workflows/tech-debt.yml
+++ b/.github/workflows/tech-debt.yml
@@ -32,14 +32,14 @@ jobs:
     name: Generate Reports
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Set up Node.js
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
-          node-version-file: './superset-frontend/.nvmrc'
+          node-version-file: "./superset-frontend/.nvmrc"
 
       - name: Install Dependencies
         run: npm ci