chore(ci): correct setup-python pin comment to match v6.2.0

The pinned SHA a309ff8 resolves to tag v6.2.0, but the inline comment read "# v6", which zizmor flags as a ref-version-mismatch. Update the comment to the precise version, matching the rest of the workflows that use full semver in their pin comments. Resolves code-scanning alert #2550 Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
feat(country-map): add cross-filters support (#35859 )
2026-08-17 13:41:06 +00:00 · 2026-06-24 00:56:35 -07:00 · 2026-06-24 00:54:47 -07:00 · 2026-06-24 00:52:16 -07:00 · 2026-06-24 00:51:53 -07:00 · 2026-06-24 00:51:22 -07:00
1297 changed files with 204034 additions and 44199 deletions
@@ -77,23 +77,17 @@ github:
        # combination here.
        contexts:
          - lint-check
-          - cypress-matrix (0, chrome)
-          - cypress-matrix (1, chrome)
-          - cypress-matrix (2, chrome)
-          - cypress-matrix (3, chrome)
-          - cypress-matrix (4, chrome)
-          - cypress-matrix (5, chrome)
+          - cypress-matrix-required
          - dependency-review
          - frontend-build
-          - playwright-tests (chromium)
+          - playwright-tests-required
          - pre-commit (current)
-          - pre-commit (previous)
          - test-mysql
-          - test-postgres (current)
+          - test-postgres-required
          - test-postgres-hive
          - test-postgres-presto
          - test-sqlite
-          - unit-tests (current)
+          - unit-tests-required

      required_pull_request_reviews:
        dismiss_stale_reviews: false
@@ -41,8 +41,8 @@ body:
      label: Superset version
      options:
        - master / latest-dev
+        - "6.1.0"
        - "6.0.0"
-        - "5.0.0"
    validations:
      required: true
  - type: dropdown
@@ -1,75 +0,0 @@
-# Security Policy
-
-This is a project of the [Apache Software Foundation](https://apache.org) and follows the
-ASF [vulnerability handling process](https://apache.org/security/#vulnerability-handling).
-
-## Reporting Vulnerabilities
-
-**⚠️ Please do not file GitHub issues for security vulnerabilities as they are public! ⚠️**
-
-
-Apache Software Foundation takes a rigorous standpoint in annihilating the security issues
-in its software projects. Apache Superset is highly sensitive and forthcoming to issues
-pertaining to its features and functionality.
-If you have any concern or believe you have found a vulnerability in Apache Superset,
-please get in touch with the Apache Superset Security Team privately at
-e-mail address [security@superset.apache.org](mailto:security@superset.apache.org).
-
-More details can be found on the ASF website at
-[ASF vulnerability reporting process](https://apache.org/security/#reporting-a-vulnerability)
-
-**Submission Standards & AI Policy**
-
-To ensure engineering focus remains on verified risks and to manage high reporting volumes, all reports must meet the following criteria:
- Plain Text Format: In accordance with Apache guidelines, please provide all details in plain text within the email body. Avoid sending PDFs, Word documents, or password-protected archives.
- Mandatory AI Disclosure: If you utilized Large Language Models (LLMs) or AI tools to identify a flaw or assist in writing a report, you must disclose this in your submission so our triage team can contextualize the findings.
- Human-Verified PoC: All submissions must include a manual, step-by-step Proof of Concept (PoC) performed on a supported release. Raw AI outputs, hypothetical chat transcripts, or unverified scanner logs will be closed as Invalid.
-
-We kindly ask you to include the following information in your report to assist our developers in triaging and remediating issues efficiently:
- Version/Commit: The specific version of Apache Superset or the Git commit hash you are using.
- Configuration: A sanitized copy of your `superset_config.py` file or any config overrides.
- Environment: Your deployment method (e.g., Docker Compose, Helm, or source) and relevant OS/Browser details.
- Impacted Component: Identification of the affected area (e.g., Python backend, React frontend, or a specific database connector).
- Expected vs. Actual Behavior: A clear description of the intended system behavior versus the observed vulnerability.
- Detailed Reproduction Steps: Clear, manual steps to reproduce the vulnerability.
-
-**Vulnerability Definition**
-
-Apache Superset considers a security vulnerability to be a demonstrable issue that has meaningful impact on confidentiality, integrity, or availability beyond the intended security model. Low-impact boundary variations or technical edge cases in existing access controls may be classified as hardening improvements rather than vulnerabilities, even if exploitable.
-
-**Out of Scope Vulnerabilities**
-
-To prioritize engineering efforts on genuine architectural risks, the following scenarios are explicitly out of scope and will not be issued a CVE:
- **Attacks requiring Admin privileges**: (e.g., CSS injection, template manipulation, dashboard ownership overrides, or modifying global system settings). Per the CVE vulnerability definition in CNA Operational Rules 4.1, a qualifying vulnerability must allow violation of a security policy. The Admin role is a fully trusted operational boundary defined by Apache Superset's security policy; actions within this boundary do not violate that policy and are therefore considered intended capabilities 'by design,' not vulnerabilities.
- **Brute Force and Rate Limiting**: Reports targeting a lack of resource exhaustion protections, generic rate-limiting, or volumetric Denial of Service (DoS) attempts.
- **Theoretical attack vectors**: Issues without a demonstrable, reproducible exploit path.
- **Non-Exploitable Findings**: Missing security headers, generic banner disclosures, or descriptive error messages that do not lead to a direct, documented exploit.
- **User enumeration**: API responses, timing differences, or error messages that reveal whether user accounts, IDs, dashboards, or datasets exist.
- **Information disclosure (low impact)**: Software version disclosure, generic error messages, stack traces without sensitive data exposure, or system configuration details that don't enable further exploitation.
- **Resource exhaustion requiring authentication**: Denial of Service attacks that require valid user credentials and don't bypass rate limiting or resource controls.
- **Missing security headers**: Without demonstration of a concrete exploit scenario that leverages the missing header.
-
-**Outcome of Reports**
-
-Reports that are deemed out-of-scope for a CVE but represent valid security best practices or hardening opportunities may be converted into public GitHub issues. This allows the community to contribute to the general hardening of the platform even when a specific vulnerability threshold is not met.
-
-Note that Apache Superset is not responsible for any third-party dependencies that may
-have security issues. Any vulnerabilities found in third-party dependencies should be
-reported to the maintainers of those projects. Results from security scans of Apache
-Superset dependencies found on its official Docker image can be remediated at release time
-by extending the image itself.
-
-**Vulnerability Aggregation & CVE Attribution**
-
-In accordance with MITRE CNA Operational Rules (4.1.10, 4.1.11, and 4.2.13), Apache Superset issues CVEs based on the underlying architectural root cause rather than the number of affected endpoints or exploit payloads.
- Aggregation: If multiple exploit vectors stem from the same programmatic failure or shared vulnerable code, they must be aggregated into a single, comprehensive report.
- Independent Fixes: Separate CVEs will only be assigned if the vulnerabilities reside in decoupled architectural modules and can be fixed independently of one another.
-Reports that fail to aggregate related findings will be merged during triage to ensure an accurate and defensible CVE record.
-
-**Your responsible disclosure and collaboration are invaluable.**
-
-## Extra Information
-
- - [Apache Superset documentation](https://superset.apache.org/docs/security)
- - [Common Vulnerabilities and Exposures by release](https://superset.apache.org/docs/security/cves)
- - [How Security Vulnerabilities are Reported & Handled in Apache Superset (Blog)](https://preset.io/blog/how-security-vulnerabilities-are-reported-and-handled-in-apache-superset/)
@@ -24,32 +24,41 @@ runs:
    - name: Interpret Python Version
      id: set-python-version
      shell: bash
+      env:
+        INPUT_PYTHON_VERSION: ${{ inputs.python-version }}
      run: |
-        if [ "${{ inputs.python-version }}" = "current" ]; then
-          echo "PYTHON_VERSION=3.11" >> $GITHUB_ENV
-        elif [ "${{ inputs.python-version }}" = "next" ]; then
+        if [ "$INPUT_PYTHON_VERSION" = "current" ]; then
+          RESOLVED_VERSION="3.11"
+        elif [ "$INPUT_PYTHON_VERSION" = "next" ]; then
          # currently disabled in GHA matrixes because of library compatibility issues
-          echo "PYTHON_VERSION=3.12" >> $GITHUB_ENV
-        elif [ "${{ inputs.python-version }}" = "previous" ]; then
-          echo "PYTHON_VERSION=3.10" >> $GITHUB_ENV
+          RESOLVED_VERSION="3.12"
+        elif [ "$INPUT_PYTHON_VERSION" = "previous" ]; then
+          RESOLVED_VERSION="3.10"
+        elif printf '%s' "$INPUT_PYTHON_VERSION" | grep -Eq '^[0-9]+\.[0-9]+(\.[0-9]+)?$'; then
+          RESOLVED_VERSION="$INPUT_PYTHON_VERSION"
        else
-          echo "PYTHON_VERSION=${{ inputs.python-version }}" >> $GITHUB_ENV
+          echo "Invalid python-version: '$INPUT_PYTHON_VERSION'" >&2
+          exit 1
        fi
-    - name: Set up Python ${{ env.PYTHON_VERSION }}
-      uses: actions/setup-python@v5
+        echo "python-version=$RESOLVED_VERSION" >> "$GITHUB_OUTPUT"
+    - name: Set up Python ${{ steps.set-python-version.outputs.python-version }}
+      uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
      with:
-        python-version: ${{ env.PYTHON_VERSION }}
+        python-version: ${{ steps.set-python-version.outputs.python-version }}
        cache: ${{ inputs.cache }}
    - name: Install dependencies
+      env:
+        INPUT_INSTALL_SUPERSET: ${{ inputs.install-superset }}
+        INPUT_REQUIREMENTS_TYPE: ${{ inputs.requirements-type }}
      run: |
-        if [ "${{ inputs.install-superset }}" = "true" ]; then
+        if [ "$INPUT_INSTALL_SUPERSET" = "true" ]; then
          sudo apt-get update && sudo apt-get -y install libldap2-dev libsasl2-dev

          pip install --upgrade pip setuptools wheel uv

-          if [ "${{ inputs.requirements-type }}" = "dev" ]; then
+          if [ "$INPUT_REQUIREMENTS_TYPE" = "dev" ]; then
            uv pip install --system -r requirements/development.txt
-          elif [ "${{ inputs.requirements-type }}" = "base" ]; then
+          elif [ "$INPUT_REQUIREMENTS_TYPE" = "base" ]; then
            uv pip install --system -r requirements/base.txt
          fi

@@ -26,7 +26,7 @@ runs:

    - name: Set up QEMU
      if: ${{ inputs.build == 'true' }}
-      uses: docker/setup-qemu-action@29109295f81e9208d7d86ff1c6c12d2833863392 # v3.6.0
+      uses: docker/setup-qemu-action@06116385d9baf250c9f4dcb4858b16962ea869c3 # v4.1.0
      with:
        # Pin the binfmt image to a specific QEMU release. The default
        # (`tonistiigi/binfmt:latest`) is a moving target, and drift across
@@ -39,12 +39,12 @@ runs:

    - name: Set up Docker Buildx
      if: ${{ inputs.build == 'true' }}
-      uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+      uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0

    - name: Try to login to DockerHub
      if: ${{ inputs.login-to-dockerhub == 'true' }}
      continue-on-error: true
-      uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+      uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
      with:
        username: ${{ inputs.dockerhub-user }}
        password: ${{ inputs.dockerhub-token }}
@@ -10,7 +10,7 @@ runs:
  steps:

    - name: Setup Node Env
-      uses: actions/setup-node@v4
+      uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
      with:
        node-version: '20'

@@ -21,8 +21,9 @@ runs:

    - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
      if: ${{ inputs.from-npm == 'false' }}
-      uses: actions/checkout@v4
+      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
      with:
+        persist-credentials: false
        repository: apache-superset/supersetbot
        path: supersetbot

@@ -3,23 +3,13 @@ enable-beta-ecosystems: true
 updates:
  - package-ecosystem: "github-actions"
    directory: "/"
-    ignore:
-      # Ignore temporarily as release schedule is too mentally taxing for dep-handling maintainers
-      # Additionally, very few PRs are reviewed by this action.
-      - dependency-name: anthropics/claude-code-action
    schedule:
      interval: "daily"
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    ignore:
-      # TODO: remove below entries until React >= 18.0.0
-      - dependency-name: "storybook"
-        update-types: ["version-update:semver-major", "version-update:semver-minor"]
-      - dependency-name: "@storybook*"
-        update-types: ["version-update:semver-major", "version-update:semver-minor"]
-      - dependency-name: "eslint-plugin-storybook"
      - dependency-name: "react-error-boundary"
      - dependency-name: "@rjsf/*"
      # remark-gfm v4+ requires react-markdown v9+, which needs React 18
@@ -42,14 +32,6 @@ updates:
      # and confirm the issue https://github.com/apache/superset/issues/39600 is fixed
      - dependency-name: "react-checkbox-tree"
        update-types: ["version-update:semver-major"]
-    groups:
-      storybook:
-        applies-to: version-updates
-        patterns:
-          - "@storybook*"
-          - "storybook"
-        update-types:
-          - "patch"
    directory: "/superset-frontend/"
    schedule:
      interval: "daily"
@@ -59,7 +41,7 @@ updates:
    open-pull-requests-limit: 30
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7


  - package-ecosystem: "pip"
@@ -76,7 +58,7 @@ updates:
      - pip
      - dependabot
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: ".github/actions"
@@ -85,32 +67,18 @@ updates:
    open-pull-requests-limit: 10
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/docs/"
    ignore:
-      # TODO: remove below entries until React >= 18.0.0 in superset-frontend
-      - dependency-name: "storybook"
-        update-types: ["version-update:semver-major", "version-update:semver-minor"]
-      - dependency-name: "@storybook*"
-        update-types: ["version-update:semver-major", "version-update:semver-minor"]
-      - dependency-name: "eslint-plugin-storybook"
      - dependency-name: "react-error-boundary"
-    groups:
-      storybook:
-        applies-to: version-updates
-        patterns:
-          - "@storybook*"
-          - "storybook"
-        update-types:
-          - "patch"
    schedule:
      interval: "daily"
    open-pull-requests-limit: 10
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-websocket/"
@@ -121,7 +89,7 @@ updates:
      - dependabot
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-websocket/utils/client-ws-app/"
@@ -133,7 +101,7 @@ updates:
    open-pull-requests-limit: 10
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  # Now for all of our plugins and packages!

@@ -147,7 +115,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-partition/"
@@ -159,7 +127,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-world-map/"
@@ -171,7 +139,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-pivot-table/"
@@ -186,7 +154,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-chord/"
@@ -198,7 +166,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-horizon/"
@@ -210,7 +178,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-rose/"
@@ -222,7 +190,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-preset-chart-deckgl/"
@@ -234,7 +202,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-table/"
@@ -249,7 +217,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-country-map/"
@@ -261,7 +229,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-map-box/"
@@ -273,7 +241,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-preset-chart-nvd3/"
@@ -285,7 +253,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-word-cloud/"
@@ -297,7 +265,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-paired-t-test/"
@@ -309,7 +277,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-echarts/"
@@ -321,7 +289,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-ag-grid-table/"
@@ -333,7 +301,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-cartodiagram/"
@@ -345,7 +313,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/legacy-plugin-chart-parallel-coordinates/"
@@ -357,7 +325,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/plugins/plugin-chart-handlebars/"
@@ -373,7 +341,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/packages/generator-superset/"
@@ -385,7 +353,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/packages/superset-ui-chart-controls/"
@@ -397,7 +365,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/packages/superset-ui-core/"
@@ -414,7 +382,7 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7

  - package-ecosystem: "npm"
    directory: "/superset-frontend/packages/superset-ui-switchboard/"
@@ -426,4 +394,4 @@ updates:
    open-pull-requests-limit: 5
    versioning-strategy: increase
    cooldown:
-      default-days: 5
+      default-days: 7
@@ -20,10 +20,6 @@ set -e
 GITHUB_WORKSPACE=${GITHUB_WORKSPACE:-.}
 ASSETS_MANIFEST="$GITHUB_WORKSPACE/superset/static/assets/manifest.json"

-# Rounded job start time, used to create a unique Cypress build id for
-# parallelization so we can manually rerun a job after 20 minutes
-NONCE=$(echo "$(date "+%Y%m%d%H%M") - ($(date +%M)%20)" | bc)
-
 # Echo only when not in parallel mode
 say() {
  if [[ $(echo "$INPUT_PARALLEL" | tr '[:lower:]' '[:upper:]') != 'TRUE' ]]; then
@@ -59,6 +55,15 @@ build-assets() {
  say "::endgroup::"
 }

+build-embedded-sdk() {
+  cd "$GITHUB_WORKSPACE/superset-embedded-sdk"
+
+  say "::group::Build embedded SDK bundle for E2E tests"
+  npm ci
+  npm run build
+  say "::endgroup::"
+}
+
 build-instrumented-assets() {
  cd "$GITHUB_WORKSPACE/superset-frontend"

@@ -109,7 +114,7 @@ testdata() {
  say "::group::Load test data"
  # must specify PYTHONPATH to make `tests.superset_test_config` importable
  export PYTHONPATH="$GITHUB_WORKSPACE"
-  pip install -e .
+  uv pip install --system -e .
  superset db upgrade
  superset load_test_users
  superset load_examples --load-test-data
@@ -122,7 +127,7 @@ playwright_testdata() {
  say "::group::Load all examples for Playwright tests"
  # must specify PYTHONPATH to make `tests.superset_test_config` importable
  export PYTHONPATH="$GITHUB_WORKSPACE"
-  pip install -e .
+  uv pip install --system -e .
  superset db upgrade
  superset load_test_users
  superset load_examples
@@ -276,7 +281,12 @@ playwright-run() {
  cd "$GITHUB_WORKSPACE"
  local serverlog="${HOME}/superset-playwright.log"
  local port=8081
-  PLAYWRIGHT_BASE_URL="http://localhost:${port}"
+  # Use 127.0.0.1 explicitly: `flask run` binds IPv4 only, and Node's DNS
+  # resolution for `localhost` can return `::1` first (IPv6), which then
+  # refuses against the IPv4 listener and surfaces as
+  # `connect ECONNREFUSED ::1:<port>` in API helpers driven from Node
+  # (e.g., the embedded test app's exposed token fetcher).
+  PLAYWRIGHT_BASE_URL="http://127.0.0.1:${port}"
  if [ -n "$APP_ROOT" ]; then
    export SUPERSET_APP_ROOT=$APP_ROOT
    PLAYWRIGHT_BASE_URL=${PLAYWRIGHT_BASE_URL}${APP_ROOT}/
@@ -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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: true
          ref: master
@@ -41,7 +40,7 @@ jobs:
        uses: ./.github/actions/setup-supersetbot/

      - name: Set up Python ${{ inputs.python-version }}
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
+        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
        with:
          python-version: "3.10"

@@ -1,43 +0,0 @@
-name: Cancel Duplicates
-on:
-  workflow_run:
-    workflows:
-      - "Miscellaneous"
-    types:
-      - requested
-
-jobs:
-  cancel-duplicate-runs:
-    name: Cancel duplicate workflow runs
-    runs-on: ubuntu-24.04
-    permissions:
-      actions: write
-      contents: read
-    steps:
-      - name: Check number of queued tasks
-        id: check_queued
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-          GITHUB_REPO: ${{ github.repository }}
-        run: |
-          get_count() {
-            echo $(curl -s -H "Authorization: token $GITHUB_TOKEN" \
-                    "https://api.github.com/repos/$GITHUB_REPO/actions/runs?status=$1" | \
-                    jq ".total_count")
-          }
-          count=$(( `get_count queued` + `get_count in_progress` ))
-          echo "Found $count unfinished jobs."
-          echo "count=$count" >> $GITHUB_OUTPUT
-
-      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        if: steps.check_queued.outputs.count >= 20
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-
-      - name: Cancel duplicate workflow runs
-        if: steps.check_queued.outputs.count >= 20
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-          GITHUB_REPOSITORY: ${{ github.repository }}
-        run: |
-          pip install click requests typing_extensions python-dateutil
-          python ./scripts/cancel_github_workflows.py
@@ -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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -38,6 +38,19 @@ jobs:
        if: steps.check.outputs.python
        uses: ./.github/actions/setup-backend/

+      # Authenticate the Docker daemon so the python:slim pull in
+      # uv-pip-compile.sh uses our (much higher) authenticated rate limit
+      # instead of the shared-runner anonymous one. Best-effort: on fork PRs the
+      # secrets are unavailable, so this no-ops and the pull falls back to
+      # anonymous (covered by the retry loop in the script).
+      - name: Login to Docker Hub
+        if: steps.check.outputs.python
+        continue-on-error: true
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USER }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
      - name: Run uv
        if: steps.check.outputs.python
        run: ./scripts/uv-pip-compile.sh
@@ -25,7 +25,9 @@ jobs:
      pull-requests: write
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
      - name: Check and notify
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
@@ -1,84 +0,0 @@
-name: Claude PR Assistant
-
-on:
-  issue_comment:
-    types: [created]
-  pull_request_review_comment:
-    types: [created]
-
-jobs:
-  check-permissions:
-    if: |
-      (github.event_name == 'issue_comment' && contains(github.event.comment.body, '@claude')) ||
-      (github.event_name == 'pull_request_review_comment' && contains(github.event.comment.body, '@claude'))
-    runs-on: ubuntu-latest
-    outputs:
-      allowed: ${{ steps.check.outputs.allowed }}
-    steps:
-      - name: Check if user is allowed
-        id: check
-        env:
-          COMMENTER: ${{ github.event.comment.user.login }}
-        run: |
-          # List of allowed users
-          ALLOWED_USERS="mistercrunch,rusackas"
-
-          echo "Checking permissions for user: $COMMENTER"
-
-          # Check if user is in allowed list
-          if [[ ",$ALLOWED_USERS," == *",$COMMENTER,"* ]]; then
-            echo "allowed=true" >> $GITHUB_OUTPUT
-            echo "✅ User $COMMENTER is allowed to use Claude"
-          else
-            echo "allowed=false" >> $GITHUB_OUTPUT
-            echo "❌ User $COMMENTER is not allowed to use Claude"
-          fi
-
-  deny-access:
-    needs: check-permissions
-    if: needs.check-permissions.outputs.allowed == 'false'
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: write
-    steps:
-      - name: Comment access denied
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          COMMENTER_LOGIN: ${{ github.event.comment.user.login || github.event.review.user.login || github.event.issue.user.login }}
-        with:
-          script: |
-            const commenter = process.env.COMMENTER_LOGIN;
-            const message = `👋 Hi @${commenter}!
-
-            Thanks for trying to use Claude Code, but currently only certain team members have access to this feature.
-
-            If you believe you should have access, please contact a project maintainer.`;
-
-            await github.rest.issues.createComment({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: context.issue.number,
-              body: message
-            });
-
-  claude-code-action:
-    needs: check-permissions
-    if: needs.check-permissions.outputs.allowed == 'true'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-      pull-requests: write
-      issues: write
-      id-token: write
-    steps:
-    - name: Checkout repository
-      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      with:
-        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"
@@ -15,12 +15,39 @@ concurrency:
  cancel-in-progress: true

 jobs:
+  changes:
+    runs-on: ubuntu-24.04
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
+      frontend: ${{ steps.check.outputs.frontend }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      - name: Check for file changes
+        id: check
+        uses: ./.github/actions/change-detector/
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
  analyze:
    name: Analyze
+    needs: changes
+    # Skip on PRs that touch neither code group (e.g. docs-only) so the
+    # analysis runners don't spin up. push/schedule runs always proceed:
+    # the change-detector returns "all changed" for non-PR events.
+    if: needs.changes.outputs.python == 'true' || needs.changes.outputs.frontend == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 30
    permissions:
      actions: read
      contents: read
+      pull-requests: read
      security-events: write

    strategy:
@@ -31,17 +58,13 @@ jobs:

    steps:
      - name: Checkout repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
+          persist-credentials: false

      # Initializes the CodeQL tools for scanning.
      - name: Initialize CodeQL
-        uses: github/codeql-action/init@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4
+        uses: github/codeql-action/init@8aad20d150bbac5944a9f9d289da16a4b0d87c1e # v4
        with:
          languages: ${{ matrix.language }}
          # If you wish to specify custom queries, you can do so here or in a config file.
@@ -52,7 +75,6 @@ jobs:
          # queries: security-extended,security-and-quality

      - name: Perform CodeQL Analysis
-        if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: github/codeql-action/analyze@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4
+        uses: github/codeql-action/analyze@8aad20d150bbac5944a9f9d289da16a4b0d87c1e # v4
        with:
          category: "/language:${{matrix.language}}"
@@ -27,7 +27,9 @@ jobs:
    runs-on: ubuntu-24.04
    steps:
      - name: "Checkout Repository"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
      - name: "Dependency Review"
        uses: actions/dependency-review-action@a1d282b36b6f3519aa1f3fc636f609c47dddb294 # v5.0.0
        continue-on-error: true
@@ -41,7 +43,7 @@ jobs:
          #   the latest version. It's MIT: https://github.com/nbubna/store/blob/master/LICENSE-MIT
          # pkg:npm/node-forge@1.3.1
          #   selecting BSD-3-Clause licensing terms for node-forge to ensure compatibility with Apache
-          allow-dependencies-licenses: pkg:npm/store2@2.14.2, pkg:npm/node-forge@1.3.1, pkg:npm/rgbcolor, pkg:npm/jszip@3.10.1
+          allow-dependencies-licenses: pkg:npm/rgbcolor, pkg:npm/jszip@3.10.1

  python-dependency-liccheck:
    # NOTE: Configuration for liccheck lives in our pyproject.yml.
@@ -49,7 +51,9 @@ jobs:
    runs-on: ubuntu-22.04
    steps:
      - name: "Checkout Repository"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false

      - name: Setup Python
        uses: ./.github/actions/setup-backend/
@@ -18,9 +18,30 @@ concurrency:
  cancel-in-progress: true

 jobs:
+  changes:
+    runs-on: ubuntu-24.04
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
+      frontend: ${{ steps.check.outputs.frontend }}
+      docker: ${{ steps.check.outputs.docker }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      - name: Check for file changes
+        id: check
+        uses: ./.github/actions/change-detector/
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}

  setup_matrix:
    runs-on: ubuntu-24.04
+    timeout-minutes: 5
    outputs:
      matrix_config: ${{ steps.set_matrix.outputs.matrix_config }}
    steps:
@@ -32,8 +53,13 @@ jobs:

  docker-build:
    name: docker-build
-    needs: setup_matrix
+    needs: [setup_matrix, changes]
+    if: >-
+      needs.changes.outputs.python == 'true' ||
+      needs.changes.outputs.frontend == 'true' ||
+      needs.changes.outputs.docker == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 60
    strategy:
      matrix:
        build_preset: ${{fromJson(needs.setup_matrix.outputs.matrix_config)}}
@@ -44,20 +70,30 @@ jobs:
      IMAGE_TAG: apache/superset:GHA-${{ matrix.build_preset }}-${{ github.run_id }}

    steps:
-
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false

-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
+      - name: Free up disk space
+        shell: bash
+        run: |
+          # Reclaim large preinstalled toolchains we don't use. The image
+          # build, and especially the docker-compose sanity check (which
+          # rebuilds from scratch whenever the registry cache image
+          # apache/superset-cache is unavailable), can otherwise exhaust the
+          # runner's root disk and fail with "no space left on device".
+          echo "Disk before cleanup:"; df -h /
+          sudo rm -rf \
+            /usr/share/dotnet \
+            /usr/local/lib/android \
+            /opt/ghc \
+            /usr/local/.ghcup \
+            /opt/hostedtoolcache/CodeQL \
+            /usr/local/share/boost || true
+          echo "Disk after cleanup:"; df -h /

      - name: Setup Docker Environment
-        if: steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker
        uses: ./.github/actions/setup-docker
        with:
          dockerhub-user: ${{ secrets.DOCKERHUB_USER }}
@@ -65,40 +101,56 @@ jobs:
          build: "true"

      - name: Setup supersetbot
-        if: steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker
        uses: ./.github/actions/setup-supersetbot/

      - name: Build Docker Image
-        if: steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker
        shell: bash
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          BUILD_PRESET: ${{ matrix.build_preset }}
        run: |
          # Single platform builds in pull_request context to speed things up
-          if [ "${{ github.event_name }}" = "push" ]; then
+          if [ "$GITHUB_EVENT_NAME" = "push" ]; then
            PLATFORM_ARG="--platform linux/arm64 --platform linux/amd64"
            # can only --load images in single-platform builds
            PUSH_OR_LOAD="--push"
-          elif [ "${{ github.event_name }}" = "pull_request" ]; then
+          elif [ "$GITHUB_EVENT_NAME" = "pull_request" ]; then
            PLATFORM_ARG="--platform linux/amd64"
            PUSH_OR_LOAD="--load"
          fi

-          supersetbot docker \
-            $PUSH_OR_LOAD \
-            --preset ${{ matrix.build_preset }} \
-            --context "$EVENT" \
-            --context-ref "$RELEASE" $FORCE_LATEST \
-            --extra-flags "--build-arg INCLUDE_CHROMIUM=false --tag $IMAGE_TAG" \
-            $PLATFORM_ARG
+          # Retry to absorb transient Docker Hub registry errors (base-image
+          # pull timeouts, 504/401 on push, ECONNRESET) that otherwise fail
+          # the whole job. buildx reuses the buildkit layer cache from the
+          # failed attempt, so a retry mostly re-does just the failed push.
+          for attempt in 1 2 3; do
+            if supersetbot docker \
+              $PUSH_OR_LOAD \
+              --preset "$BUILD_PRESET" \
+              --context "$EVENT" \
+              --context-ref "$RELEASE" $FORCE_LATEST \
+              --extra-flags "--build-arg INCLUDE_CHROMIUM=false --tag $IMAGE_TAG" \
+              $PLATFORM_ARG; then
+              break
+            fi
+            if [ "$attempt" -eq 3 ]; then
+              echo "::error::supersetbot docker build failed after 3 attempts"
+              exit 1
+            fi
+            echo "::warning::Build attempt ${attempt} failed; retrying in 30s..."
+            sleep 30
+          done

      # in the context of push (using multi-platform build), we need to pull the image locally
      - name: Docker pull
-        if: github.event_name == 'push' && (steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker)
-        run:  docker pull $IMAGE_TAG
+        if: github.event_name == 'push'
+        run: |
+          for i in 1 2 3; do
+            docker pull $IMAGE_TAG && break
+            [ $i -lt 3 ] && sleep 30
+          done

      - name: Print docker stats
-        if: steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker
        run: |
          echo "SHA: ${{ github.sha }}"
          echo "IMAGE: $IMAGE_TAG"
@@ -106,10 +158,12 @@ jobs:
          docker history $IMAGE_TAG

      - name: docker-compose sanity check
-        if: (steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker) && matrix.build_preset == 'dev'
+        if: matrix.build_preset == 'dev'
        shell: bash
+        env:
+          BUILD_PRESET: ${{ matrix.build_preset }}
        run: |
-          export SUPERSET_BUILD_TARGET=${{ matrix.build_preset }}
+          export SUPERSET_BUILD_TARGET=$BUILD_PRESET
          # This should reuse the CACHED image built in the previous steps
          docker compose build superset-init --build-arg DEV_MODE=false --build-arg INCLUDE_CHROMIUM=false
          docker compose up superset-init --exit-code-from superset-init
@@ -117,20 +171,31 @@ jobs:
  docker-compose-image-tag:
    # Run this job only on pushes to master (not for PRs)
    # goal is to check that building the latest image works, not required for all PR pushes
-    if: github.event_name == 'push' && github.ref == 'refs/heads/master'
+    needs: changes
+    if: github.event_name == 'push' && github.ref == 'refs/heads/master' && needs.changes.outputs.docker == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 30
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
+      - name: Free up disk space
+        shell: bash
+        run: |
+          # The sanity check rebuilds the image from scratch whenever the
+          # registry cache image apache/superset-cache is unavailable, which
+          # can exhaust the runner's root disk ("no space left on device").
+          echo "Disk before cleanup:"; df -h /
+          sudo rm -rf \
+            /usr/share/dotnet \
+            /usr/local/lib/android \
+            /opt/ghc \
+            /usr/local/.ghcup \
+            /opt/hostedtoolcache/CodeQL \
+            /usr/local/share/boost || true
+          echo "Disk after cleanup:"; df -h /
      - name: Setup Docker Environment
-        if: steps.check.outputs.docker
        uses: ./.github/actions/setup-docker
        with:
          dockerhub-user: ${{ secrets.DOCKERHUB_USER }}
@@ -138,7 +203,6 @@ jobs:
          build: "false"
          install-docker-compose: "true"
      - name: docker-compose sanity check
-        if: steps.check.outputs.docker
        shell: bash
        run: |
          docker compose -f docker-compose-image-tag.yml up superset-init --exit-code-from superset-init
@@ -10,35 +10,29 @@ permissions:
  contents: read

 jobs:
-  config:
-    runs-on: ubuntu-24.04
-    outputs:
-      has-secrets: ${{ steps.check.outputs.has-secrets }}
-    steps:
-      - name: "Check for secrets"
-        id: check
-        shell: bash
-        run: |
-          if [ -n "${NPM_TOKEN}" ]; then
-            echo "has-secrets=1" >> "$GITHUB_OUTPUT"
-          fi
-
-        env:
-          NPM_TOKEN: ${{ (secrets.NPM_TOKEN != '') || '' }}
  build:
-    needs: config
-    if: needs.config.outputs.has-secrets
+    # Publishing uses npm trusted publishing (OIDC), so there is no NPM_TOKEN to
+    # gate on. Restrict to the canonical repo: forks cannot mint a valid OIDC
+    # token for this package and must not publish.
+    if: github.repository == 'apache/superset'
    runs-on: ubuntu-24.04
+    permissions:
+      contents: read
+      id-token: write # required for npm trusted publishing (OIDC)
    defaults:
      run:
        working-directory: superset-embedded-sdk
    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      # Note: registry-url is intentionally omitted. When set, actions/setup-node
+      # writes an .npmrc with `_authToken=${NODE_AUTH_TOKEN}` and a placeholder
+      # token, which makes npm attempt token auth and skip the OIDC
+      # trusted-publishing exchange. With no .npmrc auth line, npm authenticates
+      # via OIDC against the default registry (registry.npmjs.org).
      - 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"
      - run: npm ci
      - run: npm run ci:release
-        env:
-          NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
@@ -21,11 +21,13 @@ jobs:
      run:
        working-directory: superset-embedded-sdk
    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        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
@@ -1,83 +0,0 @@
-name: Cleanup ephemeral envs (PR close) [DEPRECATED]
-
-# ⚠️  DEPRECATION NOTICE ⚠️
-# This workflow is deprecated and will be removed in a future version.
-# The new Superset Showtime workflow handles cleanup automatically.
-# See .github/workflows/showtime.yml and showtime-cleanup.yml for replacements.
-# Migration guide: https://github.com/mistercrunch/superset-showtime
-
-on:
-  pull_request_target:
-    types: [closed]
-
-jobs:
-  config:
-    runs-on: ubuntu-24.04
-    outputs:
-      has-secrets: ${{ steps.check.outputs.has-secrets }}
-    steps:
-      - name: "Check for secrets"
-        id: check
-        shell: bash
-        run: |
-          if [ -n "${AWS_ACCESS_KEY_ID}" ]; then
-            echo "has-secrets=1" >> "$GITHUB_OUTPUT"
-          fi
-
-        env:
-          AWS_ACCESS_KEY_ID: ${{ (secrets.AWS_ACCESS_KEY_ID != '' && secrets.AWS_SECRET_ACCESS_KEY != '') || '' }}
-  ephemeral-env-cleanup:
-    needs: config
-    if: needs.config.outputs.has-secrets
-    name: Cleanup ephemeral envs
-    runs-on: ubuntu-24.04
-    permissions:
-      pull-requests: write
-    steps:
-      - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@8df5847569e6427dd6c4fb1cf565c83acfa8afa7 # v6
-        with:
-          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
-          aws-region: us-west-2
-
-      - name: Describe ECS service
-        id: describe-services
-        run: |
-          echo "active=$(aws ecs describe-services --cluster superset-ci --services pr-${{ github.event.number }}-service | jq '.services[] | select(.status == "ACTIVE") | any')" >> $GITHUB_OUTPUT
-
-      - name: Delete ECS service
-        if: steps.describe-services.outputs.active == 'true'
-        id: delete-service
-        run: |
-          aws ecs delete-service \
-          --cluster superset-ci \
-          --service pr-${{ github.event.number }}-service \
-          --force
-
-      - name: Login to Amazon ECR
-        if: steps.describe-services.outputs.active == 'true'
-        id: login-ecr
-        uses: aws-actions/amazon-ecr-login@fa648b43de3d4d023bcb3f89ed6940096949c419 # v2
-
-      - name: Delete ECR image tag
-        if: steps.describe-services.outputs.active == 'true'
-        id: delete-image-tag
-        run: |
-          aws ecr batch-delete-image \
-          --registry-id $(echo "${{ steps.login-ecr.outputs.registry }}" | grep -Eo "^[0-9]+") \
-          --repository-name superset-ci \
-          --image-ids imageTag=pr-${{ github.event.number }}
-
-      - name: Comment (success)
-        if: steps.describe-services.outputs.active == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          github-token: ${{github.token}}
-          script: |
-            github.rest.issues.createComment({
-              issue_number: ${{ github.event.number }},
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: '⚠️ **DEPRECATED WORKFLOW** - Ephemeral environment shutdown and build artifacts deleted. Please migrate to the new Superset Showtime system for future PRs.'
-            })
@@ -1,350 +0,0 @@
-name: Ephemeral env workflow [DEPRECATED]
-
-# ⚠️  DEPRECATION NOTICE ⚠️
-# This workflow is deprecated and will be removed in a future version.
-# Please use the new Superset Showtime workflow instead:
-# - Use label "🎪 trigger-start" instead of "testenv-up"
-# - Showtime provides better reliability and easier management
-# - See .github/workflows/showtime.yml for the replacement
-# - Migration guide: https://github.com/mistercrunch/superset-showtime
-
-# Example manual trigger:
-# gh workflow run ephemeral-env.yml --ref fix_ephemerals --field label_name="testenv-up" --field issue_number=666
-
-on:
-  pull_request_target:
-    types:
-      - labeled
-  workflow_dispatch:
-    inputs:
-      label_name:
-        description: 'Label name to simulate label-based /testenv trigger'
-        required: true
-        default: 'testenv-up'
-      issue_number:
-        description: 'Issue or PR number'
-        required: true
-
-jobs:
-  ephemeral-env-label:
-    concurrency:
-      group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}-label
-      cancel-in-progress: true
-    name: Evaluate ephemeral env label trigger
-    runs-on: ubuntu-24.04
-    permissions:
-      pull-requests: write
-    outputs:
-      slash-command: ${{ steps.eval-label.outputs.result }}
-      feature-flags: ${{ steps.eval-feature-flags.outputs.result }}
-      sha: ${{ steps.get-sha.outputs.sha }}
-    env:
-      DOCKERHUB_USER: ${{ secrets.DOCKERHUB_USER }}
-      DOCKERHUB_TOKEN: ${{ secrets.DOCKERHUB_TOKEN }}
-
-    steps:
-      - name: Check for the "testenv-up" label
-        id: eval-label
-        run: |
-          if [[ "${{ github.event_name }}" == "workflow_dispatch" ]]; then
-            LABEL_NAME="${INPUT_LABEL_NAME}"
-          else
-            LABEL_NAME="${{ github.event.label.name }}"
-          fi
-
-          echo "Evaluating label: $LABEL_NAME"
-
-          if [[ "$LABEL_NAME" == "testenv-up" ]]; then
-            echo "result=up" >> $GITHUB_OUTPUT
-          else
-            echo "result=noop" >> $GITHUB_OUTPUT
-          fi
-
-        env:
-          INPUT_LABEL_NAME: ${{ github.event.inputs.label_name }}
-      - name: Get event SHA
-        id: get-sha
-        if: steps.eval-label.outputs.result == 'up'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            let prSha;
-
-            // If event is workflow_dispatch, use the issue_number from inputs
-            if (context.eventName === "workflow_dispatch") {
-              const prNumber = "${{ github.event.inputs.issue_number }}";
-              if (!prNumber) {
-                console.log("No PR number found.");
-                return;
-              }
-
-              // Fetch PR details using the provided issue_number
-              const { data: pr } = await github.rest.pulls.get({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                pull_number: prNumber
-              });
-
-              prSha = pr.head.sha;
-            } else {
-              // If it's not workflow_dispatch, use the PR head sha from the event
-              prSha = context.payload.pull_request.head.sha;
-            }
-
-            console.log(`PR SHA: ${prSha}`);
-            core.setOutput("sha", prSha);
-
-      - name: Looking for feature flags in PR description
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        id: eval-feature-flags
-        if: steps.eval-label.outputs.result == 'up'
-        with:
-          script: |
-            const description = context.payload.pull_request
-              ? context.payload.pull_request.body || ''
-              : context.payload.inputs.pr_description || '';
-
-            const pattern = /FEATURE_(\w+)=(\w+)/g;
-            let results = [];
-            [...description.matchAll(pattern)].forEach(match => {
-              const config = {
-                name: `SUPERSET_FEATURE_${match[1]}`,
-                value: match[2],
-              };
-              results.push(config);
-            });
-
-            return results;
-
-      - name: Reply with confirmation comment
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        if: steps.eval-label.outputs.result == 'up'
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const action = '${{ steps.eval-label.outputs.result }}';
-            const user = context.actor;
-            const runId = context.runId;
-            const workflowUrl = `${context.serverUrl}/${context.repo.owner}/${context.repo.repo}/actions/runs/${runId}`;
-
-            const issueNumber = context.payload.pull_request
-              ? context.payload.pull_request.number
-              : context.payload.inputs.issue_number;
-
-            if (!issueNumber) {
-              throw new Error("Issue number is not available.");
-            }
-
-            const body = `⚠️ **DEPRECATED WORKFLOW** ⚠️\n\n@${user} This workflow is deprecated! Please use the new **Superset Showtime** system instead:\n\n` +
-              `- Replace "testenv-up" label with "🎪 trigger-start"\n` +
-              `- Better reliability and easier management\n` +
-              `- See https://github.com/mistercrunch/superset-showtime for details\n\n` +
-              `Processing your ephemeral environment request [here](${workflowUrl}). Action: **${action}**.` +
-              ` More information on [how to use or configure ephemeral environments]` +
-              `(https://superset.apache.org/docs/contributing/howtos/#github-ephemeral-environments)`;
-
-
-            await github.rest.issues.createComment({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: issueNumber,
-              body,
-            });
-
-  ephemeral-docker-build:
-    concurrency:
-      group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}-build
-      cancel-in-progress: true
-    needs: ephemeral-env-label
-    if: needs.ephemeral-env-label.outputs.slash-command == 'up'
-    name: ephemeral-docker-build
-    runs-on: ubuntu-24.04
-    steps:
-      - name: "Checkout ${{ github.ref }} ( ${{ needs.ephemeral-env-label.outputs.sha }} : ${{steps.get-sha.outputs.sha}} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          ref: ${{ needs.ephemeral-env-label.outputs.sha }}
-          persist-credentials: false
-
-      - name: Setup Docker Environment
-        uses: ./.github/actions/setup-docker
-        with:
-          dockerhub-user: ${{ secrets.DOCKERHUB_USER }}
-          dockerhub-token: ${{ secrets.DOCKERHUB_TOKEN }}
-          build: "true"
-          install-docker-compose: "false"
-
-      - name: Setup supersetbot
-        uses: ./.github/actions/setup-supersetbot/
-
-      - name: Build ephemeral env image
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          supersetbot docker \
-            --push \
-            --load \
-            --preset ci \
-            --platform  linux/amd64 \
-            --context-ref "$RELEASE" \
-            --extra-flags "--build-arg INCLUDE_CHROMIUM=false"
-
-      - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@8df5847569e6427dd6c4fb1cf565c83acfa8afa7 # v6
-        with:
-          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
-          aws-region: us-west-2
-
-      - name: Login to Amazon ECR
-        id: login-ecr
-        uses: aws-actions/amazon-ecr-login@fa648b43de3d4d023bcb3f89ed6940096949c419 # v2
-
-      - name: Load, tag and push image to ECR
-        id: push-image
-        env:
-          ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
-          ECR_REPOSITORY: superset-ci
-          IMAGE_TAG: apache/superset:${{ needs.ephemeral-env-label.outputs.sha }}-ci
-          PR_NUMBER: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
-        run: |
-          docker tag $IMAGE_TAG $ECR_REGISTRY/$ECR_REPOSITORY:pr-$PR_NUMBER-ci
-          docker push -a $ECR_REGISTRY/$ECR_REPOSITORY
-
-  ephemeral-env-up:
-    needs: [ephemeral-env-label, ephemeral-docker-build]
-    if: needs.ephemeral-env-label.outputs.slash-command == 'up'
-    name: Spin up an ephemeral environment
-    runs-on: ubuntu-24.04
-    permissions:
-      contents: read
-      pull-requests: write
-
-    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-        with:
-          persist-credentials: false
-
-      - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@8df5847569e6427dd6c4fb1cf565c83acfa8afa7 # v6
-        with:
-          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
-          aws-region: us-west-2
-
-      - name: Login to Amazon ECR
-        id: login-ecr
-        uses: aws-actions/amazon-ecr-login@fa648b43de3d4d023bcb3f89ed6940096949c419 # v2
-
-      - name: Check target image exists in ECR
-        id: check-image
-        continue-on-error: true
-        env:
-          PR_NUMBER: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
-        run: |
-          aws ecr describe-images \
-          --registry-id $(echo "${{ steps.login-ecr.outputs.registry }}" | grep -Eo "^[0-9]+") \
-          --repository-name superset-ci \
-          --image-ids imageTag=pr-$PR_NUMBER-ci
-
-      - name: Fail on missing container image
-        if: steps.check-image.outcome == 'failure'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          github-token: ${{ github.token }}
-          script: |
-            const errMsg = '@${{ github.event.comment.user.login }} Container image not yet published for this PR. Please try again when build is complete.';
-            github.rest.issues.createComment({
-              issue_number: ${{ github.event.inputs.issue_number || github.event.pull_request.number }},
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: errMsg
-            });
-            core.setFailed(errMsg);
-
-      - name: Fill in the new image ID in the Amazon ECS task definition
-        id: task-def
-        uses: aws-actions/amazon-ecs-render-task-definition@6853cfae8c3a7d978fbf68b5a55453395541dfbb # v1
-        with:
-          task-definition: .github/workflows/ecs-task-definition.json
-          container-name: superset-ci
-          image: ${{ steps.login-ecr.outputs.registry }}/superset-ci:pr-${{ github.event.inputs.issue_number || github.event.pull_request.number }}-ci
-
-      - name: Update env vars in the Amazon ECS task definition
-        run: |
-          cat <<< "$(jq '.containerDefinitions[0].environment += ${{ needs.ephemeral-env-label.outputs.feature-flags }}' < ${{ steps.task-def.outputs.task-definition }})" > ${{ steps.task-def.outputs.task-definition }}
-
-      - name: Describe ECS service
-        id: describe-services
-        run: |
-          echo "active=$(aws ecs describe-services --cluster superset-ci --services pr-${INPUT_ISSUE_NUMBER}-service | jq '.services[] | select(.status == "ACTIVE") | any')" >> $GITHUB_OUTPUT
-        env:
-          INPUT_ISSUE_NUMBER: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
-      - name: Create ECS service
-        id: create-service
-        if: steps.describe-services.outputs.active != 'true'
-        env:
-          ECR_SUBNETS: subnet-0e15a5034b4121710,subnet-0e8efef4a72224974
-          ECR_SECURITY_GROUP: sg-092ff3a6ae0574d91
-          PR_NUMBER: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
-        run: |
-          aws ecs create-service \
-          --cluster superset-ci \
-          --service-name pr-$PR_NUMBER-service \
-          --task-definition superset-ci \
-          --launch-type FARGATE \
-          --desired-count 1 \
-          --platform-version LATEST \
-          --network-configuration "awsvpcConfiguration={subnets=[$ECR_SUBNETS],securityGroups=[$ECR_SECURITY_GROUP],assignPublicIp=ENABLED}" \
-          --tags key=pr,value=$PR_NUMBER key=github_user,value=${{ github.actor }}
-      - name: Deploy Amazon ECS task definition
-        id: deploy-task
-        uses: aws-actions/amazon-ecs-deploy-task-definition@a310a830f5c14e583e35d84e4e1ec7dd177c3c9c # v2
-        with:
-          task-definition: ${{ steps.task-def.outputs.task-definition }}
-          service: pr-${{ github.event.inputs.issue_number || github.event.pull_request.number }}-service
-          cluster: superset-ci
-          wait-for-service-stability: true
-          wait-for-minutes: 10
-
-      - name: List tasks
-        id: list-tasks
-        run: |
-          echo "task=$(aws ecs list-tasks --cluster superset-ci --service-name pr-${INPUT_ISSUE_NUMBER}-service | jq '.taskArns | first')" >> $GITHUB_OUTPUT
-        env:
-          INPUT_ISSUE_NUMBER: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
-      - name: Get network interface
-        id: get-eni
-        run: |
-          echo "eni=$(aws ecs describe-tasks --cluster superset-ci --tasks ${{ steps.list-tasks.outputs.task }} | jq '.tasks[0].attachments[0].details | map(select(.name=="networkInterfaceId"))[0].value')" >> $GITHUB_OUTPUT
-      - name: Get public IP
-        id: get-ip
-        run: |
-          echo "ip=$(aws ec2 describe-network-interfaces --network-interface-ids ${{ steps.get-eni.outputs.eni }} | jq -r '.NetworkInterfaces | first | .Association.PublicIp')" >> $GITHUB_OUTPUT
-      - name: Comment (success)
-        if: ${{ success() }}
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          github-token: ${{github.token}}
-          script: |
-            const issue_number = context.payload.inputs?.issue_number || context.issue.number;
-            github.rest.issues.createComment({
-              issue_number: issue_number,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: `@${{ github.actor }} Ephemeral environment spinning up at http://${{ steps.get-ip.outputs.ip }}:8080. Credentials are 'admin'/'admin'. Please allow several minutes for bootstrapping and startup.`
-            });
-      - name: Comment (failure)
-        if: ${{ failure() }}
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          github-token: ${{github.token}}
-          script: |
-            const issue_number = context.payload.inputs?.issue_number || context.issue.number;
-            github.rest.issues.createComment({
-              issue_number: issue_number,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              body: '@${{ github.event.inputs.user_login || github.event.comment.user.login }} Ephemeral environment creation failed. Please check the Actions logs for details.'
-            })
@@ -32,12 +32,12 @@ jobs:
    runs-on: ubuntu-24.04
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
      - name: Setup Java
-        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
+        uses: actions/setup-java@ad2b38190b15e4d6bdf0c97fb4fca8412226d287 # v5.3.0
        with:
          distribution: "temurin"
          java-version: "11"
@@ -6,26 +6,41 @@ on:
      - "master"
      - "[0-9].[0-9]*"
  pull_request:
-    types: [synchronize, opened, reopened, ready_for_review]
+    branches:
+      - "**"

 permissions:
  contents: read

-jobs:
+# cancel previous workflow jobs for PRs
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
+  cancel-in-progress: true

+jobs:
  validate-all-ghas:
    runs-on: ubuntu-24.04
+    permissions:
+      contents: read
+      # Required for the zizmor action to upload its SARIF results to
+      # GitHub code scanning (advanced-security is enabled by default).
+      security-events: write
    steps:
      - name: Checkout Repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false

      - name: Set up Node.js
-        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
+        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

      - name: Run Script
        run: bash .github/workflows/github-action-validator.sh
+
+      - name: Check for security issues on GHA workflows
+        uses: zizmorcore/zizmor-action@5f14fd08f7cf1cb1609c1e344975f152c7ee938d # v0.5.6
@@ -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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false

@@ -2,6 +2,11 @@ name: "Pull Request Labeler"
 on:
 - pull_request_target

+# cancel previous workflow jobs for PRs
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
+  cancel-in-progress: true
+
 jobs:
  labeler:
    permissions:
@@ -9,7 +14,7 @@ jobs:
      pull-requests: write
    runs-on: ubuntu-24.04
    steps:
-    - uses: actions/labeler@v6
+    - uses: actions/labeler@f27b608878404679385c85cfa523b85ccb86e213 # v6.1.0
      with:
        sync-labels: true

@@ -11,27 +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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+          submodules: recursive

-    - name: Check for latest tag
-      id: latest-tag
-      run: |
-        source ./scripts/tag_latest_release.sh $(echo ${{ github.event.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 }}
@@ -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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
      - name: Setup Java
-        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
+        uses: actions/setup-java@ad2b38190b15e4d6bdf0c97fb4fca8412226d287 # v5.3.0
        with:
-          distribution: 'temurin'
-          java-version: '11'
+          distribution: "temurin"
+          java-version: "11"
      - name: Run license check
        run: ./scripts/check_license.sh
@@ -8,6 +8,11 @@ on:
    # Possible values: https://help.github.com/en/actions/reference/events-that-trigger-workflows#pull-request-event-pull_request
    types: [opened, edited, reopened, synchronize]

+# cancel previous workflow jobs for PRs
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
+  cancel-in-progress: true
+
 jobs:
  lint-check:
    runs-on: ubuntu-24.04
@@ -16,7 +21,7 @@ jobs:
      pull-requests: write
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -26,6 +31,5 @@ jobs:
          on-failed-regex-fail-action: true
          on-failed-regex-request-changes: false
          on-failed-regex-create-review: false
-          on-failed-regex-comment:
-            "Please format your PR title to match: `%regex%`!"
+          on-failed-regex-comment: "Please format your PR title to match: `%regex%`!"
          repo-token: "${{ github.token }}"
@@ -19,12 +19,16 @@ concurrency:
 jobs:
  pre-commit:
    runs-on: ubuntu-24.04
+    timeout-minutes: 20
    strategy:
      matrix:
-        python-version: ["current", "previous", "next"]
+        # Run the full version spread on push (master/release) and nightly,
+        # but only the current version on PRs — lint/format/type results
+        # rarely differ across patch versions, so 3x per PR is wasteful.
+        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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -44,7 +48,9 @@ jobs:
      - name: Setup Node.js
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
-          node-version: '20'
+          node-version-file: "superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"

      - name: Install Frontend Dependencies
        run: |
@@ -68,13 +74,15 @@ jobs:
        id: changed_files
        uses: ./.github/actions/file-changes-action
        with:
-          output: ' '
+          output: " "

      - name: pre-commit
+        env:
+          CHANGED_FILES: ${{ steps.changed_files.outputs.files }}
        run: |
          set +e  # Don't exit immediately on failure
          export SKIP=type-checking-frontend
-          pre-commit run --files ${{ steps.changed_files.outputs.files }}
+          pre-commit run --files $CHANGED_FILES
          PRE_COMMIT_EXIT_CODE=$?
          git diff --quiet --exit-code
          GIT_DIFF_EXIT_CODE=$?
@@ -6,6 +6,9 @@ on:
      - "master"
      - "[0-9].[0-9]*"

+permissions:
+  contents: read
+
 jobs:
  config:
    runs-on: ubuntu-24.04
@@ -27,9 +30,12 @@ jobs:
    if: needs.config.outputs.has-secrets
    name: Bump version and publish package(s)
    runs-on: ubuntu-24.04
+    permissions:
+      contents: write
    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
+          persist-credentials: false
          # pulls all commits (needed for lerna / semantic release to correctly version)
          fetch-depth: 0
      - name: Get tags and filter trigger tags
@@ -46,7 +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
@@ -2,6 +2,7 @@ name: 🎪 Superset Showtime

 # Ultra-simple: just sync on any PR state change
 on:
+  # zizmor: ignore[dangerous-triggers] - required to react to PR label changes; this workflow does not check out or execute PR-provided code
  pull_request_target:
    types: [labeled, unlabeled, synchronize, closed]

@@ -9,11 +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

@@ -102,7 +103,7 @@ jobs:
      - name: Install Superset Showtime
        if: steps.auth.outputs.authorized == 'true'
        run: |
-          echo "::notice::Maintainer ${{ github.actor }} triggered deploy for PR ${PULL_REQUEST_NUMBER}"
+          echo "::notice::Maintainer $GITHUB_ACTOR triggered deploy for PR ${PULL_REQUEST_NUMBER}"
          pip install --upgrade superset-showtime
          showtime version

@@ -151,7 +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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          ref: ${{ steps.check.outputs.target_sha }}
          persist-credentials: false
@@ -173,9 +174,11 @@ jobs:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          DOCKERHUB_USER: ${{ secrets.DOCKERHUB_USER }}
          DOCKERHUB_TOKEN: ${{ secrets.DOCKERHUB_TOKEN }}
+          CHECK_PR_NUMBER: ${{ steps.check.outputs.pr_number }}
+          CHECK_TARGET_SHA: ${{ steps.check.outputs.target_sha }}
        run: |
-          PR_NUM="${{ steps.check.outputs.pr_number }}"
-          TARGET_SHA="${{ steps.check.outputs.target_sha }}"
+          PR_NUM="$CHECK_PR_NUMBER"
+          TARGET_SHA="$CHECK_TARGET_SHA"
          if [[ -n "$TARGET_SHA" ]]; then
            python -m showtime sync $PR_NUM --sha "$TARGET_SHA"
          else
@@ -41,7 +41,7 @@ jobs:
          - 16379:6379
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -61,7 +61,7 @@ jobs:
      - name: superset init
        if: steps.check.outputs.python
        run: |
-          pip install -e .
+          uv pip install --system -e .
          superset db upgrade
          superset load_test_users
      - name: superset load_examples
@@ -2,6 +2,7 @@ name: Docs Deployment

 on:
  # Deploy after integration tests complete on master
+  # zizmor: ignore[dangerous-triggers] - runs in base-branch context after a trusted upstream workflow; scoped to master
  workflow_run:
    workflows: ["Python-Integration"]
    types: [completed]
@@ -27,6 +28,9 @@ concurrency:
  group: docs-deploy-asf-site
  cancel-in-progress: true

+permissions:
+  contents: read
+
 jobs:
  config:
    runs-on: ubuntu-24.04
@@ -45,12 +49,18 @@ jobs:
          SUPERSET_SITE_BUILD: ${{ (secrets.SUPERSET_SITE_BUILD != '' && secrets.SUPERSET_SITE_BUILD != '') || '' }}
  build-deploy:
    needs: config
-    if: needs.config.outputs.has-secrets
+    # For workflow_run triggers, only deploy when the triggering run originated
+    # from this repository (not a fork), ensuring the checked-out code and any
+    # local actions executed with deploy credentials are trusted.
+    if: >-
+      needs.config.outputs.has-secrets &&
+      (github.event_name != 'workflow_run' ||
+       github.event.workflow_run.head_repository.full_name == github.repository)
    name: Build & Deploy
    runs-on: ubuntu-24.04
    steps:
      - name: "Checkout ${{ github.event.workflow_run.head_sha || github.sha }}"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          ref: ${{ github.event.workflow_run.head_sha || github.sha }}
          persist-credentials: false
@@ -58,13 +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
+      - uses: actions/setup-java@ad2b38190b15e4d6bdf0c97fb4fca8412226d287 # v5.3.0
        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)
@@ -7,6 +7,7 @@ on:
      - "superset/db_engine_specs/**"
      - ".github/workflows/superset-docs-verify.yml"
    types: [synchronize, opened, reopened, ready_for_review]
+  # zizmor: ignore[dangerous-triggers] - runs in base-branch context and only consumes artifacts from the trusted upstream workflow
  workflow_run:
    workflows: ["Python-Integration"]
    types: [completed]
@@ -16,6 +17,9 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.event.workflow_run.head_sha || github.run_id }}
  cancel-in-progress: true

+permissions:
+  contents: read
+
 jobs:
  linkinator:
    # See docs here: https://github.com/marketplace/actions/linkinator
@@ -24,10 +28,12 @@ jobs:
    name: Link Checking
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        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"
@@ -67,14 +73,14 @@ jobs:
        working-directory: docs
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        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
@@ -97,7 +103,8 @@ jobs:
    # Only runs if integration tests succeeded
    if: >
      github.event_name == 'workflow_run' &&
-      github.event.workflow_run.conclusion == 'success'
+      github.event.workflow_run.conclusion == 'success' &&
+      github.event.workflow_run.head_repository.full_name == github.repository
    name: Build (after integration tests)
    runs-on: ubuntu-24.04
    defaults:
@@ -105,7 +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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          ref: ${{ github.event.workflow_run.head_sha }}
          persist-credentials: false
@@ -113,7 +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
@@ -124,7 +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
@@ -10,26 +10,49 @@ 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 }}
  cancel-in-progress: true

 jobs:
+  changes:
+    runs-on: ubuntu-24.04
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
+      frontend: ${{ steps.check.outputs.frontend }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      - name: Check for file changes
+        id: check
+        uses: ./.github/actions/change-detector/
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
  cypress-matrix:
+    needs: changes
+    if: (needs.changes.outputs.python == 'true' || needs.changes.outputs.frontend == 'true') && github.event.pull_request.draft == false
    # Somehow one test flakes on 24.04 for unknown reasons, this is the only GHA left on 22.04
    runs-on: ubuntu-22.04
+    timeout-minutes: 30
    permissions:
      contents: read
      pull-requests: read
@@ -40,9 +63,14 @@ jobs:
      # https://github.com/cypress-io/github-action/issues/48
      fail-fast: false
      matrix:
-        parallel_id: [0, 1, 2, 3, 4, 5]
+        parallel_id: [0, 1]
        browser: ["chrome"]
        app_root: ${{ github.event_name == 'push' && fromJSON('["", "/app/prefix"]') || fromJSON('[""]') }}
+        # The /app/prefix variant (push events only) is smoke-tested on a single
+        # shard rather than the full matrix, so exclude it from the other shards.
+        exclude:
+          - parallel_id: 1
+            app_root: "/app/prefix"
    env:
      SUPERSET_ENV: development
      SUPERSET_CONFIG: tests.integration_tests.superset_test_config
@@ -69,71 +97,60 @@ 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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          ref: ${{ github.event.inputs.ref }}
          submodules: recursive
      - name: Checkout using PR ID (workflow_dispatch)
        if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
          submodules: recursive
      # -------------------------------------------------------
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python || steps.check.outputs.frontend
      - name: Setup postgres
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: setup-postgres
      - name: Import test data
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: testdata
      - name: Setup Node.js
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
-          node-version-file: './superset-frontend/.nvmrc'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
      - name: Install npm dependencies
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: npm-install
      - name: Build javascript packages
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: build-instrumented-assets
      - name: Install cypress
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: cypress-install
      - name: Run Cypress
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        env:
          CYPRESS_BROWSER: ${{ matrix.browser }}
          PARALLEL_ID: ${{ matrix.parallel_id }}
-          PARALLELISM: 6
+          PARALLELISM: 2
          CYPRESS_RECORD_KEY: ${{ secrets.CYPRESS_RECORD_KEY }}
          NODE_OPTIONS: "--max-old-space-size=4096"
        with:
@@ -141,8 +158,9 @@ jobs:
      - name: Set safe app root
        if: failure()
        id: set-safe-app-root
+        env:
+          APP_ROOT: ${{ matrix.app_root }}
        run: |
-          APP_ROOT="${{ matrix.app_root }}"
          SAFE_APP_ROOT=${APP_ROOT//\//_}
          echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
      - name: Upload Artifacts
@@ -153,7 +171,10 @@ jobs:
          name: cypress-artifact-${{ github.run_id }}-${{ github.job }}-${{ matrix.browser }}-${{ matrix.parallel_id }}--${{ steps.set-safe-app-root.outputs.safe_app_root }}

  playwright-tests:
+    needs: changes
+    if: needs.changes.outputs.python == 'true' || needs.changes.outputs.frontend == 'true'
    runs-on: ubuntu-22.04
+    timeout-minutes: 30
    permissions:
      contents: read
      pull-requests: read
@@ -186,66 +207,59 @@ 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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          ref: ${{ github.event.inputs.ref }}
          submodules: recursive
      - name: Checkout using PR ID (workflow_dispatch)
        if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
          submodules: recursive
      # -------------------------------------------------------
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python || steps.check.outputs.frontend
      - name: Setup postgres
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: setup-postgres
      - name: Import test data
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: playwright_testdata
      - name: Setup Node.js
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
-          node-version-file: './superset-frontend/.nvmrc'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
      - name: Install npm dependencies
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: npm-install
      - name: Build javascript packages
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: build-instrumented-assets
+      - name: Build embedded SDK
+        uses: ./.github/actions/cached-dependencies
+        with:
+          run: build-embedded-sdk
      - name: Install Playwright
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: playwright-install
      - name: Run Playwright (Required Tests)
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        env:
          NODE_OPTIONS: "--max-old-space-size=4096"
@@ -254,8 +268,9 @@ jobs:
      - name: Set safe app root
        if: failure()
        id: set-safe-app-root
+        env:
+          APP_ROOT: ${{ matrix.app_root }}
        run: |
-          APP_ROOT="${{ matrix.app_root }}"
          SAFE_APP_ROOT=${APP_ROOT//\//_}
          echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
      - name: Upload Playwright Artifacts
@@ -266,3 +281,63 @@ jobs:
            ${{ github.workspace }}/superset-frontend/playwright-results/
            ${{ github.workspace }}/superset-frontend/test-results/
          name: playwright-artifact-${{ github.run_id }}-${{ github.job }}-${{ matrix.browser }}--${{ steps.set-safe-app-root.outputs.safe_app_root }}
+
+  # Stable required-status-check anchors. cypress-matrix and playwright-tests
+  # are matrix jobs gated on change detection (python || frontend). On a PR
+  # that touches neither — e.g. a docs-only PR — they are skipped at the job
+  # level, which happens before matrix expansion, so the per-combination
+  # contexts (`cypress-matrix (0, chrome)`, `playwright-tests (chromium)`) are
+  # never produced and branch protection waits on them forever. These
+  # always-running jobs report a single stable context that passes when the
+  # underlying matrix job succeeded or was skipped, and fails only on a real
+  # failure. Require these in .asf.yaml instead of the matrix-expanded names.
+  #
+  # A matrix job reads as "skipped" in two distinct cases, and only the first
+  # is a legitimate pass: (a) change detection succeeded and gated the job off
+  # (docs-only PR); (b) the `changes` job itself failed or was cancelled, in
+  # which case GHA skips its dependents too. Accepting (b) would let a broken
+  # change-detector report a false green, so each anchor first requires
+  # `changes` to have succeeded before honouring a skip.
+  cypress-matrix-required:
+    needs: [changes, cypress-matrix]
+    if: always()
+    runs-on: ubuntu-24.04
+    timeout-minutes: 5
+    permissions: {}
+    steps:
+      - name: Check cypress-matrix result
+        env:
+          CHANGES: ${{ needs.changes.result }}
+          RESULT: ${{ needs.cypress-matrix.result }}
+        run: |
+          if [ "$CHANGES" != "success" ]; then
+            echo "change detection did not succeed (result: $CHANGES); refusing to pass on a skipped matrix"
+            exit 1
+          fi
+          if [ "$RESULT" != "success" ] && [ "$RESULT" != "skipped" ]; then
+            echo "cypress-matrix did not pass (result: $RESULT)"
+            exit 1
+          fi
+          echo "cypress-matrix result: $RESULT (changes: $CHANGES)"
+
+  playwright-tests-required:
+    needs: [changes, playwright-tests]
+    if: always()
+    runs-on: ubuntu-24.04
+    timeout-minutes: 5
+    permissions: {}
+    steps:
+      - name: Check playwright-tests result
+        env:
+          CHANGES: ${{ needs.changes.result }}
+          RESULT: ${{ needs.playwright-tests.result }}
+        run: |
+          if [ "$CHANGES" != "success" ]; then
+            echo "change detection did not succeed (result: $CHANGES); refusing to pass on a skipped matrix"
+            exit 1
+          fi
+          if [ "$RESULT" != "success" ] && [ "$RESULT" != "skipped" ]; then
+            echo "playwright-tests did not pass (result: $RESULT)"
+            exit 1
+          fi
+          echo "playwright-tests result: $RESULT (changes: $CHANGES)"
@@ -20,15 +20,18 @@ concurrency:
 jobs:
  test-superset-extensions-cli-package:
    runs-on: ubuntu-24.04
+    timeout-minutes: 30
    strategy:
      matrix:
-        python-version: ["previous", "current", "next"]
+        # Full version spread on push (master/release) + nightly; current only
+        # on PRs to cut runner cost (cross-version breaks are caught at merge).
+        python-version: ${{ github.event_name == 'pull_request' && fromJSON('["current"]') || fromJSON('["previous", "current", "next"]') }}
    defaults:
      run:
        working-directory: superset-extensions-cli
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -53,7 +56,7 @@ jobs:

      - name: Upload coverage reports to Codecov
        if: steps.check.outputs.superset-extensions-cli
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          file: ./coverage.xml
          flags: superset-extensions-cli
@@ -16,14 +16,18 @@ concurrency:
 env:
  TAG: apache/superset:GHA-${{ github.run_id }}

+permissions:
+  contents: read
+
 jobs:
  frontend-build:
    runs-on: ubuntu-24.04
+    timeout-minutes: 30
    outputs:
      should-run: ${{ steps.check.outputs.frontend }}
    steps:
      - name: Checkout Code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          fetch-depth: 0
@@ -71,6 +75,7 @@ jobs:
        shard: [1, 2, 3, 4, 5, 6, 7, 8]
      fail-fast: false
    runs-on: ubuntu-24.04
+    timeout-minutes: 20
    steps:
      - name: Download Docker Image Artifact
        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
@@ -100,11 +105,12 @@ jobs:
    needs: [sharded-jest-tests]
    if: needs.frontend-build.outputs.should-run == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 15
    permissions:
      id-token: write
    steps:
      - name: Checkout Code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          fetch-depth: 0
@@ -128,7 +134,7 @@ jobs:
        run: npx nyc merge coverage/ merged-output/coverage-summary.json

      - name: Upload Code Coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: javascript
          use_oidc: true
@@ -141,6 +147,7 @@ jobs:
    needs: frontend-build
    if: needs.frontend-build.outputs.should-run == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 20
    steps:
      - name: Download Docker Image Artifact
        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
@@ -165,6 +172,7 @@ jobs:
    needs: frontend-build
    if: needs.frontend-build.outputs.should-run == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 20
    steps:
      - name: Download Docker Image Artifact
        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
@@ -184,6 +192,7 @@ jobs:
    needs: frontend-build
    if: needs.frontend-build.outputs.should-run == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 25
    steps:
      - name: Download Docker Image Artifact
        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
@@ -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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        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
@@ -29,7 +29,7 @@ jobs:

    steps:
      - name: Checkout code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          ref: ${{ inputs.ref || github.ref_name }}
          persist-credentials: true
@@ -62,6 +62,8 @@ jobs:
        run: echo "branch_name=helm-publish-${GITHUB_SHA:0:7}" >> $GITHUB_ENV

      - name: Force recreate branch from gh-pages
+        env:
+          BRANCH_NAME: ${{ env.branch_name }}
        run: |
          # Ensure a clean working directory
          git reset --hard
@@ -73,13 +75,13 @@ jobs:
          git fetch origin gh-pages

          # Check out and reset the target branch based on gh-pages
-          git checkout -B ${{ env.branch_name }} origin/gh-pages
+          git checkout -B "$BRANCH_NAME" origin/gh-pages

          # Remove submodules from the branch
          git submodule deinit -f --all

          # Force push to the remote branch
-          git push origin ${{ env.branch_name }} --force
+          git push origin "$BRANCH_NAME" --force

          # Return to the original branch
          git checkout local_gha_temp
@@ -104,7 +106,7 @@ jobs:
        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
-            const branchName = '${{ env.branch_name }}';
+            const branchName = process.env.BRANCH_NAME;
            const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/');

            if (!branchName) {
@@ -10,23 +10,46 @@ 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 }}
  cancel-in-progress: true

 jobs:
+  changes:
+    runs-on: ubuntu-24.04
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
+      frontend: ${{ steps.check.outputs.frontend }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      - name: Check for file changes
+        id: check
+        uses: ./.github/actions/change-detector/
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
  # NOTE: Required Playwright tests are in superset-e2e.yml (E2E / playwright-tests)
  # This workflow contains only experimental tests that run in shadow mode
  playwright-tests-experimental:
+    needs: changes
+    if: needs.changes.outputs.python == 'true' || needs.changes.outputs.frontend == 'true'
    runs-on: ubuntu-22.04
+    timeout-minutes: 30
    continue-on-error: true
    permissions:
      contents: read
@@ -60,71 +83,78 @@ 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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          ref: ${{ github.event.inputs.ref }}
          submodules: recursive
      - name: Checkout using PR ID (workflow_dispatch)
        if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
          submodules: recursive
      # -------------------------------------------------------
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python || steps.check.outputs.frontend
      - name: Setup postgres
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: setup-postgres
      - name: Import test data
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: playwright_testdata
      - name: Setup Node.js
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
-          node-version-file: './superset-frontend/.nvmrc'
+          node-version-file: "./superset-frontend/.nvmrc"
+          cache: "npm"
+          cache-dependency-path: "superset-frontend/package-lock.json"
      - name: Install npm dependencies
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: npm-install
      - name: Build javascript packages
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: build-instrumented-assets
+      - name: Build embedded SDK
+        uses: ./.github/actions/cached-dependencies
+        with:
+          run: build-embedded-sdk
      - name: Install Playwright
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        with:
          run: playwright-install
      - name: Run Playwright (Experimental Tests)
-        if: steps.check.outputs.python || steps.check.outputs.frontend
        uses: ./.github/actions/cached-dependencies
        env:
          NODE_OPTIONS: "--max-old-space-size=4096"
        with:
          run: playwright-run "${{ matrix.app_root }}" experimental/
+      - name: Run Playwright (Embedded Tests)
+        uses: ./.github/actions/cached-dependencies
+        env:
+          NODE_OPTIONS: "--max-old-space-size=4096"
+          # Scope embedded-only env vars to this step. Setting them at the job
+          # level enabled the EMBEDDED_SUPERSET feature flag inside Flask for
+          # the preceding "Required Tests" and "Experimental Tests" steps too,
+          # which loads extra handlers and destabilizes the werkzeug dev
+          # server under the 2-worker Playwright load. Required Tests should
+          # match master's Flask configuration.
+          SUPERSET_FEATURE_EMBEDDED_SUPERSET: "true"
+          INCLUDE_EMBEDDED: "true"
+        with:
+          run: playwright-run "${{ matrix.app_root }}" embedded
      - name: Set safe app root
        if: failure()
        id: set-safe-app-root
@@ -1,6 +1,11 @@
 # Python integration tests
 name: Python-Integration

+# Least-privilege default for GITHUB_TOKEN. Jobs that need more (e.g. OIDC for
+# codecov uploads) opt in via their own job-level `permissions:` block.
+permissions:
+  contents: read
+
 on:
  push:
    branches:
@@ -14,8 +19,30 @@ concurrency:
  cancel-in-progress: true

 jobs:
-  test-mysql:
+  changes:
    runs-on: ubuntu-24.04
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      - name: Check for file changes
+        id: check
+        uses: ./.github/actions/change-detector/
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+  test-mysql:
+    needs: changes
+    if: needs.changes.outputs.python == 'true'
+    runs-on: ubuntu-24.04
+    timeout-minutes: 45
    permissions:
      id-token: write
    env:
@@ -27,6 +54,8 @@ jobs:
    services:
      mysql:
        image: mysql:8.0
+        # Authenticated pulls use our higher Docker Hub rate limit. Empty on
+        # fork PRs (secrets unavailable) -> runner falls back to anonymous.
        env:
          MYSQL_ROOT_PASSWORD: root
        ports:
@@ -43,41 +72,31 @@ jobs:
          - 16379:6379
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python
      - name: Setup MySQL
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: setup-mysql
      - name: Start Celery worker
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: celery-worker
      - name: Python integration tests (MySQL)
-        if: steps.check.outputs.python
        run: |
          ./scripts/python_tests.sh
      - name: Upload code coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: python,mysql
          verbose: true
          use_oidc: true
          slug: apache/superset
      - name: Generate database diagnostics for docs
-        if: steps.check.outputs.python
        env:
          SUPERSET_CONFIG: tests.integration_tests.superset_test_config
          SUPERSET__SQLALCHEMY_DATABASE_URI: |
@@ -100,19 +119,23 @@ jobs:
              print(f'Generated diagnostics for {len(docs)} databases')
          "
      - name: Upload database diagnostics artifact
-        if: steps.check.outputs.python
        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        with:
          name: database-diagnostics
          path: databases-diagnostics.json
          retention-days: 7
  test-postgres:
+    needs: changes
+    if: needs.changes.outputs.python == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 45
    permissions:
      id-token: write
    strategy:
      matrix:
-        python-version: ["current", "previous", "next"]
+        # Full version spread on push (master/release) + nightly; current only
+        # on PRs to cut runner cost (cross-version breaks are caught at merge).
+        python-version: ${{ github.event_name == 'pull_request' && fromJSON('["current"]') || fromJSON('["current", "previous", "next"]') }}
    env:
      PYTHONPATH: ${{ github.workspace }}
      SUPERSET_CONFIG: tests.integration_tests.superset_test_config
@@ -134,37 +157,28 @@ jobs:
          - 16379:6379
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python
        with:
          python-version: ${{ matrix.python-version }}
      - name: Setup Postgres
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: |
            setup-postgres
      - name: Start Celery worker
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: celery-worker
      - name: Python integration tests (PostgreSQL)
-        if: steps.check.outputs.python
        run: |
          ./scripts/python_tests.sh
      - name: Upload code coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: python,postgres
          verbose: true
@@ -172,7 +186,10 @@ jobs:
          slug: apache/superset

  test-sqlite:
+    needs: changes
+    if: needs.changes.outputs.python == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 45
    permissions:
      id-token: write
    env:
@@ -190,38 +207,51 @@ jobs:
          - 16379:6379
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python
      - name: Install dependencies
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: |
            # sqlite needs this working directory
            mkdir ${{ github.workspace }}/.temp
      - name: Start Celery worker
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: celery-worker
      - name: Python integration tests (SQLite)
-        if: steps.check.outputs.python
        run: |
          ./scripts/python_tests.sh
      - name: Upload code coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: python,sqlite
          verbose: true
          use_oidc: true
          slug: apache/superset
+
+  # Stable required-status-check anchor for the matrix-based test-postgres job.
+  # It is gated on change detection, so on non-Python PRs it is skipped and
+  # never produces its `test-postgres (current)` context (a job-level skip
+  # happens before matrix expansion). This always-running job reports a single
+  # context branch protection can require: it passes when test-postgres
+  # succeeded or was skipped, and fails only on a real failure.
+  test-postgres-required:
+    needs: [changes, test-postgres]
+    if: always()
+    runs-on: ubuntu-24.04
+    timeout-minutes: 5
+    steps:
+      - name: Check test-postgres result
+        env:
+          RESULT: ${{ needs.test-postgres.result }}
+        run: |
+          if [ "$RESULT" != "success" ] && [ "$RESULT" != "skipped" ]; then
+            echo "test-postgres did not pass (result: $RESULT)"
+            exit 1
+          fi
+          echo "test-postgres result: $RESULT"
@@ -15,8 +15,30 @@ concurrency:
  cancel-in-progress: true

 jobs:
-  test-postgres-presto:
+  changes:
    runs-on: ubuntu-24.04
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+      - name: Check for file changes
+        id: check
+        uses: ./.github/actions/change-detector/
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+  test-postgres-presto:
+    needs: changes
+    if: needs.changes.outputs.python == 'true'
+    runs-on: ubuntu-24.04
+    timeout-minutes: 45
    permissions:
      id-token: write
    env:
@@ -50,36 +72,25 @@ jobs:
          - 16379:6379
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python == 'true'
      - name: Setup Postgres
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
-          run: |
-            echo "${{ steps.check.outputs.python }}"
-            setup-postgres
+          run: setup-postgres
      - name: Start Celery worker
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: celery-worker
      - name: Python unit tests (PostgreSQL)
-        if: steps.check.outputs.python
        run: |
          ./scripts/python_tests.sh -m 'chart_data_flow or sql_json_flow'
      - name: Upload code coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: python,presto
          verbose: true
@@ -87,7 +98,10 @@ jobs:
          slug: apache/superset

  test-postgres-hive:
+    needs: changes
+    if: needs.changes.outputs.python == 'true'
    runs-on: ubuntu-24.04
+    timeout-minutes: 45
    permissions:
      id-token: write
    env:
@@ -113,44 +127,32 @@ jobs:
          - 16379:6379
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
-      - name: Check for file changes
-        id: check
-        uses: ./.github/actions/change-detector/
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
      - name: Create csv upload directory
-        if: steps.check.outputs.python
        run: sudo mkdir -p /tmp/.superset/uploads
      - name: Give write access to the csv upload directory
-        if: steps.check.outputs.python
        run: sudo chown -R $USER:$USER /tmp/.superset
      - name: Start hadoop and hive
-        if: steps.check.outputs.python
        run: docker compose -f scripts/databases/hive/docker-compose.yml up -d
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python
      - name: Setup Postgres
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: setup-postgres
      - name: Start Celery worker
-        if: steps.check.outputs.python
        uses: ./.github/actions/cached-dependencies
        with:
          run: celery-worker
      - name: Python unit tests (PostgreSQL)
-        if: steps.check.outputs.python
        run: |
-          pip install -e .[hive]
+          uv pip install --system -e .[hive]
          ./scripts/python_tests.sh -m 'chart_data_flow or sql_json_flow'
      - name: Upload code coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: python,hive
          verbose: true
@@ -1,6 +1,11 @@
 # Python unit tests
 name: Python-Unit

+# Least-privilege default for GITHUB_TOKEN. Jobs that need more (e.g. OIDC for
+# codecov uploads) opt in via their own job-level `permissions:` block.
+permissions:
+  contents: read
+
 on:
  push:
    branches:
@@ -15,40 +20,56 @@ concurrency:
  cancel-in-progress: true

 jobs:
-  unit-tests:
+  changes:
    runs-on: ubuntu-24.04
+    timeout-minutes: 10
    permissions:
-      id-token: write
-    strategy:
-      matrix:
-        python-version: ["previous", "current", "next"]
-    env:
-      PYTHONPATH: ${{ github.workspace }}
+      contents: read
+      pull-requests: read
+    outputs:
+      python: ${{ steps.check.outputs.python }}
    steps:
-      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - name: Checkout
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
-          submodules: recursive
      - name: Check for file changes
        id: check
        uses: ./.github/actions/change-detector/
        with:
          token: ${{ secrets.GITHUB_TOKEN }}
+
+  unit-tests:
+    needs: changes
+    if: needs.changes.outputs.python == 'true'
+    runs-on: ubuntu-24.04
+    timeout-minutes: 30
+    permissions:
+      id-token: write
+    strategy:
+      matrix:
+        # Full version spread on push (master/release) + nightly; current only
+        # on PRs to cut runner cost (cross-version breaks are caught at merge).
+        python-version: ${{ github.event_name == 'pull_request' && fromJSON('["current"]') || fromJSON('["previous", "current", "next"]') }}
+    env:
+      PYTHONPATH: ${{ github.workspace }}
+    steps:
+      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+          submodules: recursive
      - name: Setup Python
        uses: ./.github/actions/setup-backend/
-        if: steps.check.outputs.python
        with:
          python-version: ${{ matrix.python-version }}
      - name: Python unit tests
-        if: steps.check.outputs.python
        env:
          SUPERSET_TESTENV: true
          SUPERSET_SECRET_KEY: not-a-secret
        run: |
          pytest --durations-min=0.5 --cov-report= --cov=superset ./tests/common ./tests/unit_tests --cache-clear --maxfail=50
      - name: Python 100% coverage unit tests
-        if: steps.check.outputs.python
        env:
          SUPERSET_TESTENV: true
          SUPERSET_SECRET_KEY: not-a-secret
@@ -56,9 +77,31 @@ jobs:
          pytest --durations-min=0.5 --cov=superset/sql/ ./tests/unit_tests/sql/ --cache-clear --cov-fail-under=100
          pytest --durations-min=0.5 --cov=superset/semantic_layers/ ./tests/unit_tests/semantic_layers/ --cache-clear --cov-fail-under=100
      - name: Upload code coverage
-        uses: codecov/codecov-action@e79a6962e0d4c0c17b229090214935d2e33f8354 # v5
+        uses: codecov/codecov-action@fb8b3582c8e4def4969c97caa2f19720cb33a72f # v7.0.0
        with:
          flags: python,unit
          verbose: true
          use_oidc: true
          slug: apache/superset
+
+  # Stable required-status-check anchor. `unit-tests` is a matrix job gated on
+  # change detection, so on non-Python PRs it is skipped and never produces its
+  # `unit-tests (current)` context (a job-level skip happens before matrix
+  # expansion). This always-running job reports a single context that branch
+  # protection can require: it passes when unit-tests succeeded or was skipped,
+  # and fails only on a real failure.
+  unit-tests-required:
+    needs: [changes, unit-tests]
+    if: always()
+    runs-on: ubuntu-24.04
+    timeout-minutes: 5
+    steps:
+      - name: Check unit-tests result
+        env:
+          RESULT: ${{ needs.unit-tests.result }}
+        run: |
+          if [ "$RESULT" != "success" ] && [ "$RESULT" != "skipped" ]; then
+            echo "unit-tests did not pass (result: $RESULT)"
+            exit 1
+          fi
+          echo "unit-tests result: $RESULT"
@@ -1,6 +1,7 @@
 name: Translation Regression Comment

 on:
+  # zizmor: ignore[dangerous-triggers] - runs in base-branch context and only consumes the uploaded artifact; never checks out PR code (see note below)
  workflow_run:
    workflows: ["Translations"]
    types: [completed]
@@ -25,7 +25,7 @@ jobs:
      pull-requests: read
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -40,7 +40,9 @@ jobs:
        if: steps.check.outputs.frontend
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
-          node-version-file:  './superset-frontend/.nvmrc'
+          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
@@ -59,7 +61,7 @@ jobs:
      pull-requests: read
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
          submodules: recursive
@@ -84,13 +86,15 @@ jobs:
      # drift on the base branch.
      - name: Fetch base ref and create comparison worktree
        if: steps.check.outputs.python == 'true' || steps.check.outputs.frontend == 'true'
+        env:
+          PR_BASE_REF: ${{ github.event.pull_request.base.ref }}
        run: |
          # For PRs use the base branch; for direct pushes compare against the previous commit.
-          BASE_REF="${{ github.event.pull_request.base.ref }}"
+          BASE_REF="$PR_BASE_REF"
          if [ -n "$BASE_REF" ]; then
            git fetch --depth=1 origin "$BASE_REF"
          else
-            git fetch --depth=2 origin "${{ github.ref }}"
+            git fetch --depth=2 origin "$GITHUB_REF"
          fi
          git worktree add /tmp/base-worktree FETCH_HEAD

@@ -111,13 +115,9 @@ jobs:
            --translations-dir /tmp/base-worktree/superset/translations \
            > /tmp/before.json

-      # Reset the PR worktree's translations to the pristine BASE state so
-      # both babel_update runs start from the same .po files. The only
-      # difference between the runs is the source code.
-      - name: Reset PR worktree translations to pristine BASE
-        if: steps.check.outputs.python == 'true' || steps.check.outputs.frontend == 'true'
-        run: git checkout FETCH_HEAD -- superset/translations/
-
+      # Run babel_update against the PR source and PR translations. This keeps
+      # committed .po fixes in play while the base babel_update above still
+      # cancels out translation drift already present on the base branch.
      - name: Run babel_update against PR source
        if: steps.check.outputs.python == 'true' || steps.check.outputs.frontend == 'true'
        run: ./scripts/translations/babel_update.sh
@@ -143,7 +143,7 @@ jobs:
        if: >-
          github.event_name == 'pull_request' &&
          steps.regression.outcome == 'failure'
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        with:
          name: translation-regression
          path: |
@@ -22,9 +22,10 @@ concurrency:
 jobs:
  app-checks:
    runs-on: ubuntu-24.04
+    timeout-minutes: 20
    steps:
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false
      - name: Install dependencies
@@ -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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
          persist-credentials: false

@@ -0,0 +1,60 @@
+name: Sync requirements for Python dependency PRs
+
+on:
+  pull_request:
+    types: [opened, synchronize]
+
+permissions:
+  contents: write
+  pull-requests: read
+
+jobs:
+  sync-python-dep-requirements:
+    # This action is limited for (1) PRs authored by Dependabot and (2) upstream repo due to write back to remote
+    if: github.repository == 'apache/superset' && github.event.pull_request.user.login == 'dependabot[bot]' && github.event.pull_request.head.repo.fork == false
+    runs-on: ubuntu-26.04
+    steps:
+      - name: Fetch Dependabot metadata
+        id: dependabot-metadata
+        shell: bash
+        env:
+          BRANCH_NAME: ${{ github.head_ref }}
+        run: |
+          # Get current branch name, extract the package ecosystem and return as GHA step output
+          packageEcosystem=$(echo "$BRANCH_NAME" | cut -d'/' -f2)
+          echo "package-ecosystem=$packageEcosystem" >> $GITHUB_OUTPUT
+
+      # zizmor: ignore[artipacked] - required persisted credentials to push synced requirement changes back to remote
+      - name: Checkout source code
+        if: ${{ steps.dependabot-metadata.outputs.package-ecosystem == 'pip' }}
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: true
+
+      # Authenticate the Docker daemon so the python:slim pull in
+      # uv-pip-compile.sh uses our (much higher) authenticated rate limit
+      # instead of the shared-runner anonymous one.
+      - name: Login to Docker Hub
+        if: ${{ steps.dependabot-metadata.outputs.package-ecosystem == 'pip' }}
+        continue-on-error: true
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USER }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Sync requirements in containerized environment
+        if: ${{ steps.dependabot-metadata.outputs.package-ecosystem == 'pip' }}
+        run: ./scripts/uv-pip-compile.sh
+
+      - name: Push changes to remote PRs
+        if: ${{ steps.dependabot-metadata.outputs.package-ecosystem == 'pip' }}
+        run: |
+          git config user.name 'github-actions[bot]'
+          git config user.email '41898282+github-actions[bot]@users.noreply.github.com'
+          git add requirements
+          git diff --cached --quiet && exit 0
+          git commit --signoff --message "build(deps): sync pinned requirements for Dependabot pip PRs"
+          git push origin "HEAD:refs/heads/${GITHUB_EVENT_PULL_REQUEST_HEAD_REF}"
+        env:
+          GITHUB_EVENT_PULL_REQUEST_HEAD_REF: ${{ github.event.pull_request.head.ref }}
@@ -16,11 +16,14 @@ 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
+
 jobs:
  config:
    runs-on: ubuntu-24.04
@@ -42,15 +45,18 @@ jobs:
    if: needs.config.outputs.has-secrets
    name: docker-release
    runs-on: ubuntu-24.04
+    permissions:
+      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@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
+          persist-credentials: false
          fetch-depth: 0

      - name: Setup Docker Environment
@@ -62,9 +68,11 @@ jobs:
          build: "true"

      - name: Use Node.js 20
+        # zizmor: ignore[cache-poisoning] - node only runs the supersetbot CLI; no dependency cache is enabled
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version: 20
+          package-manager-cache: false

      - name: Setup supersetbot
        uses: ./.github/actions/setup-supersetbot/
@@ -77,8 +85,9 @@ jobs:
          INPUT_RELEASE: ${{ github.event.inputs.release }}
          INPUT_FORCE_LATEST: ${{ github.event.inputs.force-latest }}
          INPUT_GIT_REF: ${{ github.event.inputs.git-ref }}
+          GITHUB_EVENT_RELEASE_TAG_NAME: ${{ github.event.release.tag_name }}
        run: |
-          RELEASE="${{ github.event.release.tag_name }}"
+          RELEASE="${GITHUB_EVENT_RELEASE_TAG_NAME}"
          FORCE_LATEST=""
          EVENT="${{github.event_name}}"
          if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
@@ -110,16 +119,18 @@ jobs:
      contents: read
      pull-requests: write
    steps:
-
      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
        with:
+          persist-credentials: false
          fetch-depth: 0

      - name: Use Node.js 20
+        # zizmor: ignore[cache-poisoning] - node only runs the supersetbot CLI; no dependency cache is enabled
        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version: 20
+          package-manager-cache: false

      - name: Setup supersetbot
        uses: ./.github/actions/setup-supersetbot/
@@ -128,11 +139,12 @@ jobs:
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          INPUT_RELEASE: ${{ github.event.inputs.release }}
+          GITHUB_EVENT_RELEASE_TAG_NAME: ${{ github.event.release.tag_name }}
        run: |
          export GITHUB_ACTOR=""
          git fetch --all --tags
          git checkout master
-          RELEASE="${{ github.event.release.tag_name }}"
+          RELEASE="${GITHUB_EVENT_RELEASE_TAG_NAME}"
          if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
            # in the case of a manually-triggered run, read release from input
            RELEASE="${INPUT_RELEASE}"
@@ -32,12 +32,14 @@ jobs:
    name: Generate Reports
    steps:
      - name: Checkout Repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        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
@@ -1,22 +1,29 @@
 name: Welcome New Contributor

 on:
+  # zizmor: ignore[dangerous-triggers] - posts a welcome comment only; does not check out or execute PR-provided code
  pull_request_target:
    types: [opened]

 jobs:
  welcome:
    runs-on: ubuntu-24.04
+    if: github.event.pull_request.author_association == 'FIRST_TIME_CONTRIBUTOR'
    permissions:
      pull-requests: write

    steps:
      - name: Welcome Message
-        uses: actions/first-interaction@v3
-        continue-on-error: true
+        uses: actions/first-interaction@1c4688942c71f71d4f5502a26ea67c331730fa4d # v3.1.0
        with:
-          repo-token: ${{ github.token }}
-          pr-message: |-
+          repo_token: ${{ github.token }}
+          issue_message: |-
+            Congrats on opening your first issue and thank you for contributing to Superset! :tada: :heart:
+
+            Please read our [New Contributor Welcome & Expectations](https://github.com/apache/superset/wiki/New-Contributor-Welcome-&-Expectations) guide.
+          pr_message: |-
            Congrats on making your first PR and thank you for contributing to Superset! :tada: :heart:

+            Please read our [New Contributor Welcome & Expectations](https://github.com/apache/superset/wiki/New-Contributor-Welcome-&-Expectations) guide.
+
            We hope to see you in our [Slack](https://apache-superset.slack.com/) community too! Not signed up? Use our [Slack App](http://bit.ly/join-superset-slack) to self-register.
@@ -158,3 +158,14 @@ repos:
        language: system
        files: ^superset/config\.py$
        pass_filenames: false
+      - id: zizmor
+        name: zizmor (GHA security audit)
+        entry: zizmor
+        language: python
+        additional_dependencies: [zizmor==1.25.2]
+        files: ^\.github/
+        types: [yaml]
+        pass_filenames: false
+        # Advisory until pre-existing findings are resolved; remove
+        # --no-exit-codes to make this hook blocking.
+        args: [--no-exit-codes, .github/]
@@ -52,6 +52,43 @@ Common pre-commit failures:
 - **External API exposure** - Use UUIDs in public APIs instead of internal integer IDs
 - **Existing models** - Add UUID fields alongside integer IDs for gradual migration

+## Security and Threat Model
+
+Before evaluating any code path for security issues, read [`SECURITY.md`](SECURITY.md). It is the canonical, authoritative source for Apache Superset's security model and is referenced by both human reporters and automated scanners.
+
+In short, the test for whether a finding is in scope is one question:
+
+> *Does it let a principal perform an action the role and capability matrix in `SECURITY.md` does not entitle them to?*
+
+If yes, it is in scope. If no, it is not.
+
+The three trust boundaries are:
+
+1. **The Admin role** is a fully trusted operational principal. Anything an Admin can do through documented configuration, API, or UI is an intended capability, not a vulnerability.
+2. **The operator** owns deployment-time decisions (secrets, network exposure, feature-flag selection, connector and codec choices, notification destinations, third-party plugins). Misconfiguration at this layer is a deployment defect, not a Superset vulnerability.
+3. **The codebase** is responsible for enforcing the role and capability matrix wherever it exposes functionality to a principal: API routes, command and DAO layers, UI handlers, background jobs, and any other entry point. A missing or incorrect enforcement check is in scope no matter where it lives.
+
+The security model assumes that operator-controlled infrastructure, including the metadata database, cache backends, message brokers, secret stores, and deployment environment, remains within the operator's trust boundary. Vulnerabilities must demonstrate a security boundary violation by an attacker who does not already control those systems.
+
+Route-level authorization in this codebase uses one of three Flask-AppBuilder decorators depending on the route type:
+
+- `@protect()` for REST API routes (`ModelRestApi` / `BaseApi`)
+- `@has_access_api` for legacy view routes
+- `@has_access` for legacy HTML view routes
+
+Object-level authorization via `security_manager.raise_for_access(...)` applies to data-bearing resources: dashboards, charts, datasets and datasources, queries, database and table access, and query contexts. Other resources (annotations, tags, CSS templates, reports, RLS rules, and similar) rely on the route-level decorator plus DAO `base_filters` for ownership scoping; the absence of `raise_for_access` on these resources is by design, not a finding. Code that omits the per-object gate on a route that returns or mutates a specific data-bearing object is in scope; code that follows the correct pattern for its resource class can still contain injection, SSRF, XSS, or other classes of finding unrelated to authorization, which are evaluated separately.
+
+The full role and capability matrix, in-scope and out-of-scope class lists, and CVE aggregation rules are in [`SECURITY.md`](SECURITY.md). Defer to that document for any specifics.
+
+**Requirements for findings filed by automated tooling**
+
+Automated scanners (LLM-based code scanners, static analyzers, dependency tools) that file findings against this codebase must, in each finding, name:
+
+1. The specific role and capability matrix row in [`SECURITY.md`](SECURITY.md) the finding believes is violated.
+2. The principal the finding assumes the attacker holds (Public, Gamma, sql_lab, Alpha, Admin, Embedded guest token, or a custom role with explicit capability grants).
+
+Findings that cannot identify both should be filed as questions, not vulnerabilities. This requirement exists to ensure every reported issue is testable against the published security model and to keep speculative or pattern-match-only reports out of the triage queue.
+
 ## Key Directories

 ```
@@ -128,6 +165,7 @@ The Developer Portal auto-generates MDX documentation from Storybook stories. **
 ## Architecture Patterns

 ### Security & Features
+- **Security model**: see the top-level [Security and Threat Model](#security-and-threat-model) section and [`SECURITY.md`](SECURITY.md)
 - **RBAC**: Role-based access via Flask-AppBuilder
 - **Feature flags**: Control feature rollouts
 - **Row-level security**: SQL-based data access control
@@ -50,3 +50,4 @@ under the License.
 - [4.1.4](./CHANGELOG/4.1.4.md)
 - [5.0.0](./CHANGELOG/5.0.0.md)
 - [6.0.0](./CHANGELOG/6.0.0.md)
+- [6.1.0](./CHANGELOG/6.1.0.md)
@@ -29,7 +29,7 @@ ARG BUILD_TRANSLATIONS="false"
 ######################################################################
 # superset-node-ci used as a base for building frontend assets and CI
 ######################################################################
-FROM --platform=${BUILDPLATFORM} node:22-trixie-slim AS superset-node-ci
+FROM --platform=${BUILDPLATFORM} node:24-trixie-slim AS superset-node-ci
 ARG BUILD_TRANSLATIONS
 ENV BUILD_TRANSLATIONS=${BUILD_TRANSLATIONS}
 ARG DEV_MODE="false"           # Skip frontend build in dev mode
@@ -55,6 +55,13 @@ WORKDIR /app/superset-frontend
 RUN mkdir -p /app/superset/static/assets \
             /app/superset/translations

+# Harden `npm ci` against transient npm-registry network blips (e.g. ECONNRESET),
+# which otherwise fail the entire multi-platform image build with no retry.
+ENV npm_config_fetch_retries=5 \
+    npm_config_fetch_retry_mintimeout=20000 \
+    npm_config_fetch_retry_maxtimeout=120000 \
+    npm_config_fetch_timeout=600000
+
 # Mount package files and install dependencies if not in dev mode
 # NOTE: we mount packages and plugins as they are referenced in package.json as workspaces
 # ideally we'd COPY only their package.json. Here npm ci will be cached as long
@@ -113,7 +120,7 @@ RUN useradd --user-group -d ${SUPERSET_HOME} -m --no-log-init --shell /bin/bash
 # Some bash scripts needed throughout the layers
 COPY --chmod=755 docker/*.sh /app/docker/

-RUN pip install --no-cache-dir --upgrade uv
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv

 # Using uv as it's faster/simpler than pip
 RUN uv venv /app/.venv
@@ -23,11 +23,14 @@ PYTHON=`command -v python3.11 || command -v python3.10`
 install: superset pre-commit

 superset:
+	# Bootstrap uv (the project's installer) into the active environment
+	pip install uv
+
 	# Install external dependencies
-	pip install -r requirements/development.txt
+	uv pip install -r requirements/development.txt

 	# Install Superset in editable (development) mode
-	pip install -e .
+	uv pip install -e .

 	# Create an admin user in your metadata database
 	superset fab create-admin \
@@ -52,11 +55,14 @@ superset:
 update: update-py update-js

 update-py:
+	# Bootstrap uv (the project's installer) into the active environment
+	pip install uv
+
 	# Install external dependencies
-	pip install -r requirements/development.txt
+	uv pip install -r requirements/development.txt

 	# Install Superset in editable (development) mode
-	pip install -e .
+	uv pip install -e .

 	# Initialize the database
 	superset db upgrade
@@ -79,7 +85,8 @@ activate:

 pre-commit:
 	# setup pre commit dependencies
-	pip3 install -r requirements/development.txt
+	pip install uv
+	uv pip install -r requirements/development.txt
 	pre-commit install

 format: py-format js-format
@@ -189,6 +189,11 @@ Try out Superset's [quickstart](https://superset.apache.org/docs/quickstart/) gu
 - [Join our community's Slack](http://bit.ly/join-superset-slack)
  and please read our [Slack Community Guidelines](https://github.com/apache/superset/blob/master/CODE_OF_CONDUCT.md#slack-community-guidelines)
 - [Join our dev@superset.apache.org Mailing list](https://lists.apache.org/list.html?dev@superset.apache.org). To join, simply send an email to [dev-subscribe@superset.apache.org](mailto:dev-subscribe@superset.apache.org)
+- Follow us on social media:
+  [X](https://x.com/apachesuperset) |
+  [LinkedIn](https://www.linkedin.com/company/apache-superset) |
+  [Bluesky](https://bsky.app/profile/apachesuperset.bsky.social) |
+  [Reddit](https://reddit.com/r/apache-superset)
 - If you want to help troubleshoot GitHub Issues involving the numerous database drivers that Superset supports, please consider adding your name and the databases you have access to on the [Superset Database Familiarity Rolodex](https://docs.google.com/spreadsheets/d/1U1qxiLvOX0kBTUGME1AHHi6Ywel6ECF8xk_Qy-V9R8c/edit#gid=0)
 - Join Superset's Town Hall and [Operational Model](https://preset.io/blog/the-superset-operational-model-wants-you/) recurring meetings. Meeting info is available on the [Superset Community Calendar](https://superset.apache.org/community)

@@ -83,6 +83,9 @@ categories:
    - name: Clark.de
      url: https://clark.de/

+    - name: Cover Genius
+      url: https://covergenius.com/
+
    - name: EnquiryLabs
      url: https://www.enquirylabs.co.uk

@@ -92,6 +95,10 @@ categories:
    - name: KarrotPay
      url: https://www.daangnpay.com/

+    - name: NICE Actimize
+      url: https://www.niceactimize.com/
+      contributors: ["@stevensuting"]
+
    - name: Remita
      url: https://remita.net
      contributors: ["@mujibishola"]
@@ -112,9 +119,6 @@ categories:
      url: https://xendit.co/
      contributors: ["@LieAlbertTriAdrian"]

-    - name: Cover Genius
-      url: https://covergenius.com/
-
  Gaming:
    - name: Popoko VM Games Studio
      url: https://popoko.live
@@ -296,7 +300,6 @@ categories:
      logo: hifadih.png
      contributors: ["@saintLaurent00"]

-    # Logo approved by @anmol-hpe on behalf of HPE
    - name: HPE
      url: https://www.hpe.com/in/en/home.html
      logo: hpe.png
@@ -396,6 +399,10 @@ categories:
      url: https://www.techaudit.info
      contributors: ["@ETselikov"]

+    - name: Tech Solution
+      url: https://www.tech-solution.com.ar/
+      contributors: ["@danteGiuliano", "@LeandroVallejos", "@McJaben", "@xJeree", "@zeo-return-null"]
+
    - name: Tenable
      url: https://www.tenable.com
      contributors: ["@dflionis"]
@@ -425,6 +432,10 @@ categories:
      logo: userguiding.svg
      contributors: ["@tzercin"]

+    - name: Value Ad
+      url: https://bestpair.info/
+      contributors: ["@stevensuting"]
+
    - name: Virtuoso QA
      url: https://www.virtuosoqa.com

@@ -509,10 +520,6 @@ categories:
      url: https://www.sunbird.org/
      contributors: ["@eksteporg"]

-    - name: The GRAPH Network
-      url: https://thegraphnetwork.org/
-      contributors: ["@fccoelho"]
-
    - name: Udemy
      url: https://www.udemy.com/
      contributors: ["@sungjuly"]
@@ -521,7 +528,24 @@ categories:
      url: https://www.vipkid.com.cn/
      contributors: ["@illpanda"]

-    - name: WikiMedia Foundation
+  Social Organization:
+    - name: Living Goods
+      url: https://www.livinggoods.org
+      contributors: ["@chelule"]
+
+    - name: One Acre Fund
+      url: https://oneacrefund.org/
+      contributors: ["@stevensuting"]
+
+    - name: Quest Alliance
+      url: https://www.questalliance.net/
+      contributors: ["@stevensuting"]
+
+    - name: The GRAPH Network
+      url: https://thegraphnetwork.org/
+      contributors: ["@fccoelho"]
+
+    - name: Wikimedia Foundation
      url: https://wikimediafoundation.org
      contributors: ["@vg"]

@@ -534,6 +558,10 @@ categories:
      url: https://www.douroeci.com/
      contributors: ["@nunohelibeires"]

+    - name: Rogow
+      url: https://rogow.com.br/
+      contributors: ["@nilmonto"]
+
    - name: Safaricom
      url: https://www.safaricom.co.ke/
      contributors: ["@mmutiso"]
@@ -546,11 +574,10 @@ categories:
      url: https://wattbewerb.de/
      contributors: ["@wattbewerb"]

-    - name: Rogow
-      url: https://rogow.com.br/
-      contributors: ["@nilmonto"]
-
  Healthcare:
+    - name: 2070Health
+      url: https://2070health.com/
+
    - name: Amino
      url: https://amino.com
      contributors: ["@shkr"]
@@ -563,10 +590,6 @@ categories:
      url: https://www.getcare.io/
      contributors: ["@alandao2021"]

-    - name: Living Goods
-      url: https://www.livinggoods.org
-      contributors: ["@chelule"]
-
    - name: Maieutical Labs
      url: https://maieuticallabs.it
      contributors: ["@xrmx"]
@@ -585,10 +608,10 @@ categories:
    - name: WeSure
      url: https://www.wesure.cn/

-    - name: 2070Health
-      url: https://2070health.com/
-
  HR / Staffing:
+    - name: bluquist
+      url: https://bluquist.com/
+
    - name: Swile
      url: https://www.swile.co/
      contributors: ["@PaoloTerzi"]
@@ -596,21 +619,18 @@ categories:
    - name: Symmetrics
      url: https://www.symmetrics.fyi

-    - name: bluquist
-      url: https://bluquist.com/
-
  Government:
    - name: City of Ann Arbor, MI
      url: https://www.a2gov.org/
      contributors: ["@sfirke"]

+    - name: NRLM - Sarathi, India
+      url: https://pib.gov.in/PressReleasePage.aspx?PRID=1999586
+
    - name: RIS3 Strategy of CZ, MIT CR
      url: https://www.ris3.cz/
      contributors: ["@RIS3CZ"]

-    - name: NRLM - Sarathi, India
-      url: https://pib.gov.in/PressReleasePage.aspx?PRID=1999586
-
  Mobile Software:
    - name: VLMedia
      url: https://www.vlmedia.com.tr
@@ -0,0 +1,145 @@
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Security Policy
+
+This is a project of the [Apache Software Foundation](https://apache.org) and follows the
+ASF [vulnerability handling process](https://apache.org/security/#vulnerability-handling).
+
+## Reporting Vulnerabilities
+
+**⚠️ Please do not file GitHub issues for security vulnerabilities as they are public! ⚠️**
+
+
+Apache Software Foundation takes a rigorous standpoint in resolving the security issues
+in its software projects. Apache Superset is highly sensitive and forthcoming to issues
+pertaining to its features and functionality.
+If you have any concern or believe you have found a vulnerability in Apache Superset,
+please get in touch with the Apache Superset Security Team privately at
+e-mail address [security@superset.apache.org](mailto:security@superset.apache.org).
+
+More details can be found on the ASF website at
+[ASF vulnerability reporting process](https://apache.org/security/#reporting-a-vulnerability)
+
+**Submission Standards & AI Policy**
+
+To ensure engineering focus remains on verified risks and to manage high reporting volumes, all reports must meet the following criteria:
+- Plain Text Format: In accordance with Apache guidelines, please provide all details in plain text within the email body. Avoid sending PDFs, Word documents, or password-protected archives.
+- Mandatory AI Disclosure: If you utilized Large Language Models (LLMs) or AI tools to identify a flaw or assist in writing a report, you must disclose this in your submission so our triage team can contextualize the findings.
+- Human-Verified PoC: All submissions must include a manual, step-by-step Proof of Concept (PoC) performed on a supported release. Raw AI outputs, hypothetical chat transcripts, or unverified scanner logs will be closed as Invalid.
+
+We kindly ask you to include the following information in your report to assist our developers in triaging and remediating issues efficiently:
+- Version/Commit: The specific version of Apache Superset or the Git commit hash you are using.
+- Configuration: A sanitized copy of your `superset_config.py` file or any config overrides.
+- Environment: Your deployment method (e.g., Docker Compose, Helm, or source) and relevant OS/Browser details.
+- Impacted Component: Identification of the affected area (e.g., Python backend, React frontend, or a specific database connector).
+- Expected vs. Actual Behavior: A clear description of the intended system behavior versus the observed vulnerability.
+- Detailed Reproduction Steps: Clear, manual steps to reproduce the vulnerability.
+
+## Security Model
+
+This section defines what Apache Superset considers a security issue and what it does not. It is the canonical reference for reporters, the Apache Superset Security Team, and any automated tool (LLM-based scanner, static analyzer, dependency tool) that needs to constrain its hypotheses to behaviors that genuinely violate the project's security policy.
+
+The model is intentionally written in terms of principals, trust boundaries, and capability surface rather than in terms of specific files, functions, or libraries. New code paths inherit the model automatically.
+
+### Trust Boundaries
+
+Apache Superset's threat model assumes three trust boundaries.
+
+1. *The Admin role* is a fully trusted operational principal. Anything an Admin can do through the documented user interface, REST API, or configuration system is an intended capability, not a vulnerability, even if individually powerful or destructive. The Admin role is, by policy, equivalent to operating-system-level trust over the Apache Superset application. This is unavoidable rather than aspirational: an Admin can, for example, register new database connections of arbitrary type, execute arbitrary SQL through SQL Lab, render Jinja templates that resolve to SQL or rendered HTML, and override application configuration. Granting Admin is functionally equivalent to granting shell access on the host, which is the reasoning behind treating it as a trust boundary in the sense of MITRE CNA Operational Rules 4.1.
+
+2. *The operator* is whoever deploys, configures, and runs Apache Superset. Behaviors that depend on deployment-time decisions are the operator's responsibility, not Apache Superset's. This includes the values of secrets, the network reachability of the application and its data sources, the choice of database connectors and cache backends, the selection of feature flags, the destinations of notifications, and the trust placed in third-party plugins. Defaults that fail closed are the responsibility of the Apache Superset codebase. Defaults that fail open must be accompanied by a documented hardening requirement; applying that hardening is the operator's responsibility, while shipping an undocumented or unflagged fail-open default is a codebase issue.
+
+3. *The Apache Superset codebase* is responsible for enforcing the role and capability matrix below across its product surface. A failure to enforce, anywhere in that surface, is in scope. The codebase's commitments are limited to the role and capability matrix and to controls Apache Superset's own documentation (this file and the linked Security documentation) explicitly positions as security boundaries; configurable hardening that operators can layer on top is treated separately under *Vulnerability Scope* below.
+
+### Roles and Capabilities
+
+Apache Superset ships with the following first-class principals. Detailed permission definitions live in the [Security documentation](https://superset.apache.org/docs/security).
+
+| Principal | Read data | Write objects | Execute SQL | Manage databases | Manage users, roles, RLS |
+|---|---|---|---|---|---|
+| Public (anonymous) | none by default | no | no | no | no |
+| Gamma | only granted datasets | own charts and dashboards on granted datasets | no by default (requires the `sql_lab` role) | no | no |
+| Alpha | all data sources | own charts, dashboards, and datasets | no by default (requires the `sql_lab` role) | data upload to existing databases only | no |
+| Admin | all | all | yes | yes | yes |
+| Embedded guest token | data sources reachable through the embedded dashboards the token authorizes | no | no | no | no |
+
+The `sql_lab` role is *additive*: it grants the SQL Lab permission set on top of the base role above, and is the only path by which Gamma or Alpha gain SQL execution capability. Database access is still scoped per the base role's grants. Admin includes SQL Lab access by default.
+
+Deployments may grant or revoke individual view-menu permissions, which shifts the boundary for that deployment but does not redefine the model. Any custom role created by an operator inherits the same principle: its capabilities are whatever the operator has explicitly granted it. The Public principal follows the same rule: operators may grant the Public role read access to specific datasets or dashboards (typically for anonymous reporting use cases), which shifts the boundary for that deployment without redefining the model.
+
+### Vulnerability Scope
+
+The test for whether a finding is in scope is a single question:
+
+> *Does this finding let a principal perform an action the role and capability matrix above does not entitle them to?*
+
+If yes, it is in scope. If no, it is out of scope. The lists below apply that test to the classes Apache Superset most commonly receives reports about; they are illustrative, not exhaustive.
+
+*In Scope*
+
+- A user, embedded guest, or anonymous visitor reads, modifies, or deletes data outside their granted set. Includes object-level access bypass on charts, dashboards, datasets, saved queries, tags, annotations, and similar per-object endpoints, and row-level-security rule bypass.
+- A user supplies input that the codebase should sanitize or parameterize but does not, causing arbitrary SQL, template code, or scripts to execute. Includes injection through Jinja templates, SQL-construction paths, and any field the codebase passes to a query engine or template engine.
+- A user bypasses authentication, fixates or reuses another user's session, or reaches an authenticated endpoint without logging in.
+- An embedded guest token authorizes actions outside the dashboard it was issued for, or can be forged, replayed, or escalated to a higher principal.
+- Apache Superset, acting on behalf of an unprivileged user, fetches an outbound URL the user controls in a feature where Apache Superset itself, not the operator, controls the outbound destination set (server-side request forgery).
+- An Apache Superset default fails open without an accompanying documented hardening requirement. The codebase is responsible for shipping fail-closed defaults or for documenting the hardening required when a default fails open; failures of that responsibility are in scope (see *Trust Boundaries*).
+- A user bypasses a control Apache Superset documents specifically as a security boundary. This includes row-level security, the access checks tied to the role and capability matrix above, and any feature whose documentation positions it as security-relevant. The codebase commits to enforcing those controls; bypasses are in scope regardless of which principal triggers them.
+- A user causes a script to execute in another user's browser through a field the codebase renders to that other user (cross-site scripting), or causes cross-origin leakage of authenticated session state or data.
+- A user reaches a route, page, or API endpoint that requires a role they do not have.
+
+*Out of Scope*
+
+- Any action an Admin role can perform through documented configuration, API, or UI. The Admin role is a trusted operational principal by policy. Per MITRE CNA Operational Rules 4.1, a qualifying vulnerability must violate a security policy; behavior within a documented trust boundary does not.
+- Deployment or operator decisions: the values of secrets and tokens, whether internal networks are reachable from the server, which database connectors or cache backends are enabled, which feature flags are set, where notifications are delivered, and which third-party plugins are loaded.
+- Compromise, modification, or malicious control of trusted backend infrastructure. Apache Superset assumes the integrity of its metastore, cache backends (for example Redis or Memcached), message brokers, secret stores, and other operator-managed infrastructure. Findings that require an attacker to read from, write to, or otherwise tamper with these systems, including injecting malicious state, serialized objects, cache entries, task metadata, configuration, or database records, are post-compromise scenarios and do not constitute vulnerabilities in Apache Superset itself. A finding remains in scope only if an unprivileged user can cause such modification through a vulnerability in Apache Superset.
+- The continued presence of expired key-value or metastore-cache entries that have not yet been deleted from the metadata database. Such entries are excluded from reads once expired, are purged opportunistically on write, and are removed in bulk by the scheduled `prune_key_value` maintenance task; their lingering until purged is an eventual-cleanup property, not a security boundary, and does not constitute a vulnerability.
+- How a downstream application (spreadsheet program, email client, browser handling user-downloaded files) interprets output Apache Superset produced for it.
+- Findings without a reproducible proof of concept against a supported release. The burden of demonstrating exploitability rests with the reporter; findings closed for lack of a proof of concept may be refiled if one is later produced.
+- Brute force, rate limiting, denial of service, or resource exhaustion that does not bypass a documented control.
+- Missing security headers, banner or version disclosure, user or object enumeration through error messages or timing, and similar low-impact information disclosure that does not enable a further concrete exploit.
+- Bypasses of configurable defense-in-depth hardening that Apache Superset does not document as a security boundary. Apache Superset is not a SQL or database firewall: operator-deployable filters such as SQL function or table denylists, URI restrictions on already-authorized database connectors, and similar belt-and-braces controls are provided to let operators layer hardening on top of the role and capability matrix, not as firewall-grade guarantees the codebase commits to. Findings against such hardening are improvements, not vulnerabilities, unless the documentation positions the specific control as security-relevant.
+- Hardening suggestions that improve defense in depth but do not violate the security model.
+
+Findings in third-party dependencies fall into two cases. A finding in a transitive dependency, or in an operator-selected dependency that Apache Superset does not ship, is out of scope and should be reported to the dependency's maintainers. A finding caused by Apache Superset pinning a known-vulnerable version of a direct dependency it ships, or using a dependency in a way that creates a vulnerability the dependency itself does not have, remains in scope. Dependency findings in the official Apache Superset Docker image that fall into the first case can be remediated by extending the image at release time.
+
+When uncertain whether a finding falls in scope, please file it through the reporting process above. The triage team will classify it and explain the reasoning if it is closed as out of scope.
+
+**Outcome of Reports**
+
+Reports that are deemed out of scope for a CVE but represent valid security best practices or hardening opportunities are typically converted into public GitHub issues, where the community can contribute fixes alongside the maintainers. The triage decision and reasoning are communicated back to the reporter in either case.
+
+**Vulnerability Aggregation & CVE Attribution**
+
+In accordance with MITRE CNA Operational Rules (4.1.10, 4.1.11, and 4.2.13), Apache Superset issues CVEs based on the underlying architectural root cause rather than the number of affected endpoints or exploit payloads.
+- Aggregation: If multiple exploit vectors stem from the same programmatic failure or shared vulnerable code, they must be aggregated into a single, comprehensive report.
+- Independent Fixes: Separate CVEs will only be assigned if the vulnerabilities reside in decoupled architectural modules and can be fixed independently of one another.
+Reports that fail to aggregate related findings will be merged during triage to ensure an accurate and defensible CVE record.
+
+**Your responsible disclosure and collaboration are invaluable.**
+
+## Extra Information
+
+ - [Apache Superset documentation](https://superset.apache.org/docs/security)
+ - [Common Vulnerabilities and Exposures by release](https://superset.apache.org/docs/security/cves)
+ - [How Security Vulnerabilities are Reported & Handled in Apache Superset (Blog)](https://preset.io/blog/how-security-vulnerabilities-are-reported-and-handled-in-apache-superset/)
+
+**For LLM agents and automated scanners**
+
+This file is the canonical source of truth for what Apache Superset considers a security vulnerability. Automated tooling (LLM-based code scanners, static analyzers, dependency tools) should treat the Security Model section as authoritative when classifying findings. The repository's [AGENTS.md](AGENTS.md) file contains a short pointer to this document for agents that read AGENTS.md as their entry point.
@@ -24,6 +24,180 @@ assists people when migrating to a new version.

 ## Next

+### Pivot table First/Last aggregations follow data order
+
+The pivot table chart's `First` and `Last` aggregations now return the first and last value in data (query result) order, instead of effectively returning the minimum and maximum. Existing pivot tables that use these aggregations for totals/subtotals may show different values after upgrading. For deterministic results, ensure the underlying query has a stable sort order.
+
+### `thumbnail_url` removed from dashboard list API response
+
+The `thumbnail_url` field has been removed from `GET /api/v1/dashboard/` list responses. External consumers relying on this field must now construct the thumbnail URL client-side using `id` and `changed_on_utc`:
+
+```
+/api/v1/dashboard/{id}/thumbnail/{changed_on_utc}/
+```
+
+The thumbnail endpoint redirects to the current digest URL regardless of whether the supplied digest is exact. If the image is not yet cached, that digest URL may return `202` and trigger async generation. Using `changed_on_utc` as the digest is sufficient for cache-busting purposes.
+
+### Webhook alerts/reports block private/internal hosts by default
+
+Webhook alert/report dispatch (`WebhookNotification.send`) now validates the target URL's host against the same private/internal-IP block applied to dataset import URLs. If the resolved host is in a loopback, link-local, private (RFC-1918), shared-CGNAT, or multicast range, the webhook is rejected with `NotificationParamException`.
+
+Deployments that intentionally point webhooks at internal targets (chatops bridges, internal automation servers, on-premises Mattermost/Rocket.Chat, etc.) can opt out by setting `ALERT_REPORTS_WEBHOOK_ALLOW_INTERNAL_HOSTS = True` in `superset_config.py`. This mirrors the existing `DATASET_IMPORT_ALLOW_INTERNAL_DATA_URLS` opt-out for dataset imports.
+
+### Impala cancel_query blocks private/internal hosts by default
+
+The Impala engine spec's `cancel_query` issues an HTTP request from the Superset backend to the host configured on the Impala database connection. That host is now validated before the request: if it resolves to a private/internal IP range, the cancel call is refused and a warning is logged. Operators whose Impala cluster runs on an internal network can opt out by setting `IMPALA_CANCEL_QUERY_ALLOW_INTERNAL_HOSTS = True` in `superset_config.py`. This mirrors the dataset-import and webhook opt-out flags.
+### Map chart renderer and OpenStreetMap migration behavior
+
+The MapLibre migration for deck.gl charts preserves saved non-Mapbox styles on
+the MapLibre-compatible path. Saved styles such as OpenStreetMap, `tile://`
+tile templates, generic HTTPS style URLs, and charts without a saved style are
+not reclassified as Mapbox during migration and do not require
+`MAPBOX_API_KEY` only because of the migration.
+
+Saved true Mapbox styles whose value starts with `mapbox://` remain
+Mapbox-backed. If a Superset deployment does not configure `MAPBOX_API_KEY`,
+those saved Mapbox charts keep the existing missing-key message instead of
+silently falling back to MapLibre or another provider. In Explore, deck.gl and
+point-cluster renderer controls preserve saved Mapbox state, but the Mapbox
+choice is not available as a new working renderer without a configured key.
+
+The MapLibre style choices include `Streets (OSM)`, backed by
+`https://tile.openstreetmap.org/{z}/{x}/{y}.png`. This OpenStreetMap tile
+service requires visible `© OpenStreetMap contributors` attribution and should
+be used through normal browser map tile requests and caching; it is not intended
+for bulk prefetch or offline tile downloads.
+
+### Password complexity policy enabled by default
+
+Superset now ships a default password-complexity policy, enforced (via Flask-AppBuilder) across self-registration, the user create/edit/reset forms, and the User REST API. The policy requires a minimum password length of 8 characters and rejects a built-in blocklist of common/guessable passwords.
+
+This is enabled by default (`FAB_PASSWORD_COMPLEXITY_ENABLED = True`), so new or reset passwords that are too short or appear in the blocklist will be rejected where they were previously accepted. Existing stored passwords are unaffected until they are next changed.
+
+Operators can tune or disable the policy via config:
+
+- `AUTH_PASSWORD_MIN_LENGTH` — minimum length (default `8`).
+- `AUTH_PASSWORD_COMMON_BLOCKLIST` — extra passwords to reject, in addition to the built-in list.
+- `FAB_PASSWORD_COMPLEXITY_VALIDATOR` — replace with your own callable for custom rules.
+- `FAB_PASSWORD_COMPLEXITY_ENABLED = False` — disable enforcement entirely.
+
+### Data uploads bounded by UPLOAD_MAX_FILE_SIZE_BYTES
+
+Single data-file uploads (CSV, Excel, columnar) are now bounded by the `UPLOAD_MAX_FILE_SIZE_BYTES` config option, which defaults to `100 * 1024 * 1024` (100 MB). Files larger than this are rejected with a `413` before their contents are buffered into memory. Set `UPLOAD_MAX_FILE_SIZE_BYTES = None` to disable the check and restore unbounded uploads.
+
+### Duration formatter precision
+
+The `DURATION` number formatter now uses `Intl.DurationFormat` for locale-aware output. By default, sub-second fields are omitted, so values that previously displayed fractional seconds with `pretty-ms`, such as `10500` milliseconds rendering as `10.5s`, now render as `10s`.
+
+To preserve sub-second precision in custom duration formatters, enable `formatSubMilliseconds`.
+
+### Cache warmup authenticates via SUPERSET_CACHE_WARMUP_USER
+
+The `cache-warmup` Celery task now drives a real WebDriver session for reliable authentication and reads the user to authenticate as from the new `SUPERSET_CACHE_WARMUP_USER` config option. It no longer consults `CACHE_WARMUP_EXECUTORS` for the warmup path. `SUPERSET_CACHE_WARMUP_USER` defaults to `None`, so the task fails fast with a clear message until you set it. Operators who previously relied on `CACHE_WARMUP_EXECUTORS` for cache warmup must set `SUPERSET_CACHE_WARMUP_USER` to a dedicated least-privilege user with access to the dashboards they want warmed up before the next warmup run.
+
+### YDB now uses a native sqlglot dialect
+
+YDB SQL parsing now relies on the dedicated [`ydb-sqlglot-plugin`](https://pypi.org/project/ydb-sqlglot-plugin/) dialect, which registers itself with sqlglot automatically. YDB users must install this plugin (e.g., via `pip install "apache-superset[ydb]"`) to avoid a `ValueError` when Superset parses YDB queries.
+
+### Embedded dashboards enforce configured Allowed Domains for postMessage
+
+The embedded dashboard page now validates the origin of incoming `postMessage` events against the dashboard's configured **Allowed Domains**. The server-rendered embedded page exposes the configured domains in its bootstrap payload, and the frontend rejects message events whose origin is not in that list.
+
+Enforcement only applies when the Allowed Domains list is non-empty. If the list is empty (the default), any origin is accepted, so there is no behavior change for embeds that did not configure Allowed Domains.
+
+### Default guest/async JWT secrets are rejected at startup
+
+Superset already refuses to start in production (non-debug, non-testing) when `SECRET_KEY` is left at its built-in default, and when `GUEST_TOKEN_JWT_SECRET` is left at its default while `EMBEDDED_SUPERSET` is enabled. This behavior is extended to `GLOBAL_ASYNC_QUERIES_JWT_SECRET`: if the `GLOBAL_ASYNC_QUERIES` feature flag is enabled and the secret is still the publicly known default (`test-secret-change-me`), Superset logs a clear error and refuses to start.
+
+As with the existing `SECRET_KEY` check, this only fails in production. In debug mode, testing mode, or under the test runner, a warning is logged instead of exiting, so local development is unaffected.
+
+To resolve the error, set a strong random value in `superset_config.py`:
+
+```python
+GLOBAL_ASYNC_QUERIES_JWT_SECRET = "<output of: openssl rand -base64 42>"
+```
+
+The check is only active when the relevant feature is enabled, so deployments that do not use global async queries (or embedding) are not affected.
+
+### Guest token revocation (opt-in)
+
+Embedded guest tokens can be coarsely revoked at runtime via a new opt-in mechanism. A new config flag `GUEST_TOKEN_REVOCATION_ENABLED` (default `False`) gates the feature. When enabled, every minted guest token carries a revocation version, and tokens whose version is below the current expected version (stored in the metadata database) are rejected at validation time.
+
+Bump the expected version with the new CLI command to invalidate all outstanding guest tokens:
+
+```bash
+superset revoke-guest-tokens
+```
+
+This change is backward compatible. The feature is off by default, and even when enabled nothing is revoked until an admin explicitly bumps the version: the expected version starts at `0`, and tokens minted before this change (which carry no version claim) are treated as version `0`. No database migration is required.
+
+### Sessions are terminated when an account is disabled
+
+Disabling a user account (setting `active` to `False`, via the admin UI, REST API, or CLI) now terminates that user's outstanding sessions on their next request, instead of relying on a passive check. This works for both client-side cookie sessions and server-side session stores via a per-user invalidation epoch (`user_attribute.sessions_invalidated_at`, added by a migration). The mechanism is inert for users that were never disabled (NULL epoch), so there is no behavior change for active users. Re-enabling an account and logging in again starts a fresh, valid session. The migration backfills the epoch for accounts that are already disabled at upgrade time, so re-enabling such an account does not revive a session that predates this feature.
+
+### Opt-in SSH tunnel server host key verification
+
+SSH tunnels can now optionally pin the expected SSH server host key as a defense-in-depth measure against man-in-the-middle attacks. paramiko's transport performs no known-hosts checking by default, so previously the SSH server's identity was not verified. This feature is opt-in and off by default; existing tunnels are unaffected.
+
+- A new nullable `server_host_key` column on the `ssh_tunnels` table stores the expected host key in authorized-key form (e.g. `ssh-ed25519 AAAA...`). It is a public key and is stored in plaintext. It can be set via the SSH tunnel POST/PUT payloads (`ssh_tunnel.server_host_key`).
+- When a tunnel has `server_host_key` set, Superset connects to the SSH server, reads the host key it presents, and rejects the tunnel if it does not match.
+- A new config flag `SSH_TUNNEL_STRICT_HOST_KEY_CHECKING` (default `False`) controls fail-closed behavior. When `True`, every tunnel must declare a `server_host_key`; a tunnel without one is rejected.
+
+Runbook to adopt:
+
+1. Capture the SSH server's host key, e.g. `ssh-keyscan -t ed25519 ssh.example.com` (verify it out-of-band).
+2. Set that value on the tunnel's `server_host_key` (via the database/SSH tunnel API or UI payload).
+3. Optionally set `SSH_TUNNEL_STRICT_HOST_KEY_CHECKING = True` in `superset_config.py` to require host-key verification on all tunnels.
+
+### Dataset import validates catalog against the target connection
+
+Importing a dataset now validates the `catalog` field against the target database connection. When the connection has multi-catalog disabled (`allow_multi_catalog` off) and the dataset's catalog is not the connection's default catalog, the import fails instead of silently persisting the non-default catalog. This matches the validation already enforced on the dataset update path and prevents imported datasets from querying an unintended database.
+
+If you relied on importing datasets with a non-default catalog, enable "Allow changing catalogs" on the target connection, or set the dataset's catalog to the connection's default before importing.
+
+### Extension supply-chain controls (denylist + version policy)
+
+Two opt-in static gates control which extensions are allowed to load:
+
+- `EXTENSION_DENYLIST` refuses extensions matching an id (every version) or `id@version` (a single version), e.g. `["compromised-extension", "other-ext@1.2.3"]`.
+- `EXTENSION_VERSION_POLICY` enforces a minimum version per extension id, e.g. `{"acme.widget": "1.2.0"}` (PEP 440 comparison); a release below the minimum is refused.
+
+Both default to empty (no behavior change). They apply to both the `LOCAL_EXTENSIONS` and `EXTENSIONS_PATH` load paths.
+
+### Dynamic Group By respects the sort toggle for display values
+
+The Dynamic Group By chart customization now orders its display values according to the "Sort display control values" toggle: ascending (A–Z), descending (Z–A), or the dataset's source order when the toggle is unset. Previously the dropdown always sorted alphabetically. Existing dashboards where the toggle was never set will show options in source order instead of A–Z; open the customization and enable the toggle to restore alphabetical ordering.
+
+### Selectable encryption engine for app-encrypted fields (AES-GCM)
+
+App-encrypted fields (database passwords, SSH tunnel credentials, OAuth tokens, etc.) can now use authenticated **AES-GCM** encryption instead of the historical unauthenticated **AES-CBC**. A new config selects the engine for the default adapter:
+
+```python
+# "aes" (AES-CBC, historical default) | "aes-gcm" (authenticated, recommended for new installs)
+SQLALCHEMY_ENCRYPTED_FIELD_ENGINE = "aes"
+```
+
+**No action required / no behavior change:** the default remains `"aes"`, so existing installs are unaffected.
+
+**Opting in on an existing install:** flipping the engine on a populated database without re-encrypting first will make stored secrets undecryptable, because the two ciphertext formats are not compatible. A migrator is provided. Recommended runbook:
+
+1. Take a metadata-DB backup.
+2. Re-encrypt existing secrets into the new engine (the `SECRET_KEY` is unchanged):
+   ```bash
+   superset re-encrypt-secrets --engine aes-gcm
+   ```
+3. Set `SQLALCHEMY_ENCRYPTED_FIELD_ENGINE = "aes-gcm"` in your config.
+4. Restart Superset.
+5. Re-run the migrator once more after the restart:
+   ```bash
+   superset re-encrypt-secrets --engine aes-gcm
+   ```
+   A live instance keeps writing *new* secrets as AES-CBC during the window between step 2 and the restart in step 4; this second pass sweeps those up (it is idempotent, so already-migrated values are skipped).
+
+Schedule the cutover in a quiet window. Runtime reads use only the single configured engine, so in a multi-worker deployment there is an unavoidable brief decrypt-outage between the migration commit and the last worker restarting with the new config — each migrator run is transactional, but the fleet-wide cutover is not zero-downtime.
+
+The migration is transactional (all-or-nothing) and idempotent — it can be safely re-run or resumed. Note that AES-GCM, unlike AES-CBC, does not support querying directly over encrypted columns; audit any code that filters on an encrypted column before switching. See the SIP at `docs/sip/authenticated-encryption-at-rest.md` for details.
+
 ### Granular Export Controls

 A new feature flag `GRANULAR_EXPORT_CONTROLS` introduces three fine-grained permissions that replace the legacy `can_csv` permission:
@@ -53,6 +227,9 @@ Added a new combined datasource list endpoint at `GET /api/v1/datasource/` to se
 - The endpoint is available to users with at least one of `can_read` on `Dataset` or `SemanticView`.
 - Semantic views are included only when the `SEMANTIC_LAYERS` feature flag is enabled.
 - The endpoint enforces strict `order_column` validation and returns `400` for invalid sort columns.
+
+## 6.1.0
+
 ### ClickHouse minimum driver version bump

 The minimum required version of `clickhouse-connect` has been raised to `>=0.13.0`. If you are using the ClickHouse connector, please upgrade your `clickhouse-connect` package. The `_mutate_label` workaround that appended hash suffixes to column aliases has also been removed, as it is no longer needed with modern versions of the driver.
@@ -61,6 +61,34 @@ services:
    volumes:
      - ./docker/nginx/nginx.conf:/etc/nginx/nginx.conf:ro
      - ./docker/nginx/templates:/etc/nginx/templates:ro
+    # Wait for the webpack dev server's manifest.json to be served before
+    # starting nginx. This prevents 404s on static assets at startup. The
+    # probe targets host.docker.internal so it works regardless of whether
+    # the dev server runs in the superset-node container
+    # (BUILD_SUPERSET_FRONTEND_IN_DOCKER=true, the default) or directly on
+    # the host (BUILD_SUPERSET_FRONTEND_IN_DOCKER=false).
+    command:
+      - /bin/bash
+      - -c
+      - |
+        url="http://host.docker.internal:9000/static/assets/manifest.json"
+        max_attempts=300  # ~10 minutes at 2s intervals; first build can be slow
+        echo "Waiting for webpack dev server at $$url..."
+        attempt=0
+        until curl -sf --max-time 5 -H "Host: localhost" -o /dev/null "$$url"; do
+          attempt=$$((attempt + 1))
+          if [ "$$attempt" -ge "$$max_attempts" ]; then
+            echo "ERROR: webpack dev server did not serve $$url after $$max_attempts attempts." >&2
+            echo "Is the dev server running? With BUILD_SUPERSET_FRONTEND_IN_DOCKER=false you must start it on the host (e.g. 'npm run dev' in superset-frontend)." >&2
+            exit 1
+          fi
+          if [ $$((attempt % 15)) -eq 0 ]; then
+            echo "Still waiting for webpack dev server... ($$attempt/$$max_attempts)"
+          fi
+          sleep 2
+        done
+        echo "Webpack dev server is ready; starting nginx."
+        exec /docker-entrypoint.sh nginx -g 'daemon off;'

  redis:
    image: redis:7
@@ -71,16 +71,34 @@ case "${1}" in
  worker)
    echo "Starting Celery worker..."
    # setting up only 2 workers by default to contain memory usage in dev environments
-    celery --app=superset.tasks.celery_app:app worker -O fair -l INFO --concurrency=${CELERYD_CONCURRENCY:-2}
+    celery --app=superset.tasks.celery_app:app worker -O fair -l INFO --concurrency=${CELERYD_CONCURRENCY:-2} ${WORKER_LOG_FILE:+--logfile=$WORKER_LOG_FILE}
    ;;
  beat)
    echo "Starting Celery beat..."
    rm -f /tmp/celerybeat.pid
-    celery --app=superset.tasks.celery_app:app beat --pidfile /tmp/celerybeat.pid -l INFO -s "${SUPERSET_HOME}"/celerybeat-schedule
+    celery --app=superset.tasks.celery_app:app beat --pidfile /tmp/celerybeat.pid -l INFO -s "${SUPERSET_HOME}"/celerybeat-schedule ${BEAT_LOG_FILE:+--logfile=$BEAT_LOG_FILE}
    ;;
  app)
    echo "Starting web app (using development server)..."
-    flask run -p $PORT --reload --debugger --host=0.0.0.0 --exclude-patterns "*/node_modules/*:*/.venv/*:*/build/*:*/__pycache__/*:*/superset-frontend/*"
+
+    # Default to Flask debug mode in this dev compose entrypoint so the Talisman
+    # dev CSP (which permits 'unsafe-eval' required by React Refresh / HMR) is
+    # served. Operators can still set FLASK_DEBUG=false in docker/.env-local
+    # to exercise the production-like CSP and error handling.
+    : "${FLASK_DEBUG:=1}"
+    export FLASK_DEBUG
+
+    # Werkzeug's interactive debugger (/console) is a separate, security-sensitive
+    # feature and must be opted into explicitly via SUPERSET_DEBUG_ENABLED=true.
+    if [[ "${SUPERSET_DEBUG_ENABLED:-}" == "true" ]]; then
+        DEBUGGER_FLAG="--debugger"
+        echo "  ⚠️  Werkzeug debugger enabled (requires PIN for /console access)"
+    else
+        DEBUGGER_FLAG="--no-debugger"
+        echo "  🔒 Werkzeug debugger disabled (set SUPERSET_DEBUG_ENABLED=true to enable)"
+    fi
+
+    flask run -p $PORT --reload $DEBUGGER_FLAG --host=0.0.0.0 --exclude-patterns "*/node_modules/*:*/.venv/*:*/build/*:*/__pycache__/*:*/superset-frontend/*"
    ;;
  app-gunicorn)
    echo "Starting web app..."
@@ -19,7 +19,7 @@
 #
 HYPHEN_SYMBOL='-'

-gunicorn \
+exec gunicorn \
    --bind "${SUPERSET_BIND_ADDRESS:-0.0.0.0}:${SUPERSET_PORT:-8088}" \
    --access-logfile "${ACCESS_LOG_FILE:-$HYPHEN_SYMBOL}" \
    --error-logfile "${ERROR_LOG_FILE:-$HYPHEN_SYMBOL}" \
@@ -18,6 +18,8 @@
 # Configuration for docker-compose-light.yml - disables Redis and uses minimal services

 # Import all settings from the main config first
+import os
+
 from flask_caching.backends.filesystemcache import FileSystemCache

 from superset_config import *  # noqa: F403
@@ -36,3 +38,32 @@ THUMBNAIL_CACHE_CONFIG = CACHE_CONFIG

 # Disable Celery entirely for lightweight mode
 CELERY_CONFIG = None  # type: ignore[assignment,misc]
+
+# Honor SUPERSET_FEATURE_<NAME> env vars on top of any flags inherited from
+# superset_config. Lets local dev/e2e enable features (e.g. EMBEDDED_SUPERSET)
+# without editing shipped config files. Only the literal string "true"
+# (case-insensitive) is treated as enabled — "1"/"yes"/"on" are not, matching
+# the strict-string convention used elsewhere in Superset's env parsing.
+FEATURE_FLAGS = {
+    **FEATURE_FLAGS,  # noqa: F405
+    **{
+        name[len("SUPERSET_FEATURE_") :]: value.strip().lower() == "true"
+        for name, value in os.environ.items()
+        if name.startswith("SUPERSET_FEATURE_")
+    },
+}
+
+if os.environ.get("SUPERSET_FEATURE_EMBEDDED_SUPERSET", "").strip().lower() == "true":
+    # Disable Talisman so /embedded/<uuid> doesn't return X-Frame-Options:SAMEORIGIN.
+    # Without this, browsers refuse to render Superset inside an iframe from a
+    # different origin (i.e. the embedded SDK use case). Production/CI configures
+    # Talisman with explicit `frame-ancestors`; for the lightweight local stack we
+    # just turn it off.
+    TALISMAN_ENABLED = False
+
+    # Guest tokens (used by the embedded SDK) inherit the "Public" role's perms.
+    # Out of the box Public has zero perms, so embedded dashboards immediately fail
+    # their first call (`/api/v1/me/roles/`) with 403. Mirror Public to Gamma —
+    # the standard read-only viewer role — so the embedded flow can authenticate
+    # and load dashboard data in local dev.
+    PUBLIC_ROLE_LIKE = "Gamma"
@@ -1 +1 @@
-v22.22.0
+v24.16.0
@@ -86,6 +86,39 @@ instead requires a cachelib object.

 See [Async Queries via Celery](/admin-docs/configuration/async-queries-celery) for details.

+## Celery beat
+
+Superset has a Celery task that will periodically warm up the cache based on different strategies.
+To use it, add the following to your `superset_config.py`:
+
+```python
+from celery.schedules import crontab
+from superset.config import CeleryConfig
+
+# User that will be used to authenticate and render dashboards for cache warmup
+SUPERSET_CACHE_WARMUP_USER = "user_with_permission_to_dashboards"
+
+# Extend the default CeleryConfig to add cache warmup schedule
+class CustomCeleryConfig(CeleryConfig):
+    beat_schedule = {
+        **CeleryConfig.beat_schedule,
+        'cache-warmup-hourly': {
+            'task': 'cache-warmup',
+            'schedule': crontab(minute=0, hour='*'),  # hourly
+            'kwargs': {
+                'strategy_name': 'top_n_dashboards',
+                'top_n': 5,
+                'since': '7 days ago',
+            },
+        },
+    }
+
+CELERY_CONFIG = CustomCeleryConfig
+```
+
+This will cache the top 5 most popular dashboards every hour. For other
+strategies, check the `superset/tasks/cache.py` file.
+
 ## Caching Thumbnails

 This is an optional feature that can be turned on by activating its [feature flag](/admin-docs/configuration/configuring-superset#feature-flags) on config:
@@ -455,6 +455,51 @@ def FLASK_APP_MUTATOR(app: Flask) -> None:
    app.before_request_funcs.setdefault(None, []).append(make_session_permanent)
 ```

+## Customizing the landing page (index view)
+
+The page served at `/` is rendered by an index view. By default Superset registers
+`SupersetIndexView`, which redirects to `/superset/welcome/` and also adds the
+`/lang/<locale>` locale handler. You can replace it with your own view, for example
+to send users straight to a specific dashboard or to a chart list.
+
+Set `FAB_INDEX_VIEW` to the **importable dotted path** of your view class. Flask-AppBuilder
+resolves this during app initialization and uses it in place of the default:
+
+```python
+# my_overrides.py — must be importable on the PYTHONPATH
+from flask import redirect
+from superset.initialization import SupersetIndexView
+from superset.superset_typing import FlaskResponse
+from flask_appbuilder import expose
+
+
+class MyIndexView(SupersetIndexView):
+    @expose("/")
+    def index(self) -> FlaskResponse:
+        return redirect("/chart/list/")
+```
+
+```python
+# superset_config.py
+FAB_INDEX_VIEW = "my_overrides.MyIndexView"
+```
+
+A few things that commonly trip people up:
+
+- **Subclass `SupersetIndexView`, not Flask-AppBuilder's bare `IndexView`.** Subclassing
+  keeps Superset's `/lang/<locale>` locale handling; replacing it with a bare `IndexView`
+  silently drops that behavior.
+- **The class must be importable as a real module.** `FAB_INDEX_VIEW` is resolved by
+  importing the dotted path, which is independent of how `superset_config.py` itself is
+  loaded. Superset only copies **uppercase** names out of `superset_config.py` into its
+  runtime config, so a `FAB_INDEX_VIEW = "superset_config.MyIndexView"` reference only works
+  if `superset_config` is itself importable by that name on the `PYTHONPATH`. If you load
+  config via `SUPERSET_CONFIG_PATH` (an arbitrary file path), put the view in a separate
+  importable module instead and reference that module.
+- **Don't set `appbuilder.indexview` from `FLASK_APP_MUTATOR`.** The mutator runs after
+  routes are already registered, so the assignment has no effect on the `/` route. Use
+  `FAB_INDEX_VIEW` instead.
+
 ## Feature Flags

 To support a diverse set of users, Superset has some features that are not enabled by default. For
@@ -22,31 +22,24 @@ level dependencies.

 **Debian and Ubuntu**

-Ubuntu **24.04** uses python 3.12 per default, which currently is not supported by Superset. You need to add a second python installation of 3.11 and install the required additional dependencies.
-```bash
-sudo add-apt-repository ppa:deadsnakes/ppa
-sudo apt update
-sudo apt install python3.11 python3.11-dev python3.11-venv build-essential libssl-dev libffi-dev libsasl2-dev libldap2-dev default-libmysqlclient-dev
-```
-
-In Ubuntu **20.04 and 22.04** the following command will ensure that the required dependencies are installed:
+The following command will ensure that the required dependencies are installed (tested on Ubuntu 20.04, 22.04, and 24.04):

 ```bash
-sudo apt-get install build-essential libssl-dev libffi-dev python3-dev python3-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev
+sudo apt-get install build-essential libssl-dev libffi-dev python3-dev python3-pip python3-venv libsasl2-dev libldap2-dev libpq-dev default-libmysqlclient-dev pkg-config
 ```

-In Ubuntu **before 20.04** the following command will ensure that the required dependencies are installed:
-
-```bash
-sudo apt-get install build-essential libssl-dev libffi-dev python-dev python-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev
-```
+Refer to the
+[pyproject.toml](https://github.com/apache/superset/blob/master/pyproject.toml) file for the list of
+Python versions officially supported by Superset, and install a matching `python3` interpreter for
+your distribution. The `libpq-dev` package is only needed if you intend to connect to (or use) a
+PostgreSQL database; you can omit it otherwise.

 **Fedora and RHEL-derivative Linux distributions**

 Install the following packages using the `yum` package manager:

 ```bash
-sudo yum install gcc gcc-c++ libffi-devel python-devel python-pip python-wheel openssl-devel cyrus-sasl-devel openldap-devel
+sudo yum install gcc gcc-c++ libffi-devel python3-devel python3-pip python3-wheel openssl-devel cyrus-sasl-devel openldap-devel
 ```

 In more recent versions of CentOS and Fedora, you may need to install a slightly different set of packages using `dnf`:
@@ -157,8 +150,15 @@ superset load_examples
 superset init

 # To start a development web server on port 8088, use -p to bind to another port
-superset run -p 8088 --with-threads --reload --debugger
+superset run -p 8088 --with-threads --reload
+
+# For debugging with interactive console (⚠️ localhost only)
+# superset run -p 8088 --with-threads --reload --debugger
 ```

+:::warning Security Note
+The `--debugger` flag enables Werkzeug's interactive console at `/console`. Only use this for local development and never bind to `0.0.0.0` or expose the server to networks when debugging is enabled.
+:::
+
 If everything worked, you should be able to navigate to `hostname:port` in your browser (e.g.
 locally by default at `localhost:8088`) and login using the username and password you created.
@@ -157,8 +157,15 @@ superset load_examples
 superset init

 # To start a development web server on port 8088, use -p to bind to another port
-superset run -p 8088 --with-threads --reload --debugger
+superset run -p 8088 --with-threads --reload
+
+# For debugging with interactive console (⚠️ localhost only)
+# superset run -p 8088 --with-threads --reload --debugger
 ```

+:::warning Security Note
+The `--debugger` flag enables Werkzeug's interactive console at `/console`. Only use this for local development and never bind to `0.0.0.0` or expose the server to networks when debugging is enabled.
+:::
+
 If everything worked, you should be able to navigate to `hostname:port` in your browser (e.g.
 locally by default at `localhost:8088`) and login using the username and password you created.
@@ -102,6 +102,8 @@ Affecting the Docker build process:
  save some precious time on startup by `SUPERSET_LOAD_EXAMPLES=no docker compose up`
 - **SUPERSET_LOG_LEVEL (default=info)**: Can be set to debug, info, warning, error, critical
  for more verbose logging
+- **SUPERSET_DEBUG_ENABLED (default=false)**: Enable Werkzeug debugger with interactive console.
+  Set to `true` for debugging: `SUPERSET_DEBUG_ENABLED=true docker compose up`

 For more env vars that affect your configuration, see this
 [superset_config.py](https://github.com/apache/superset/blob/master/docker/pythonpath_dev/superset_config.py)
@@ -917,6 +917,23 @@ const config: Config = {
    footer: {
      links: [],
      copyright: `
+          <div class="footer__social-links">
+            <a href="https://bit.ly/join-superset-slack" target="_blank" rel="noopener noreferrer" title="Join us on Slack" aria-label="Slack">
+              <img src="/img/community/slack-symbol.svg" alt="Slack" />
+            </a>
+            <a href="https://x.com/apachesuperset" target="_blank" rel="noopener noreferrer" title="Follow us on X" aria-label="X">
+              <img src="/img/community/x-symbol.svg" alt="X" />
+            </a>
+            <a href="https://www.linkedin.com/company/apache-superset" target="_blank" rel="noopener noreferrer" title="Follow us on LinkedIn" aria-label="LinkedIn">
+              <img src="/img/community/linkedin-symbol.svg" alt="LinkedIn" />
+            </a>
+            <a href="https://bsky.app/profile/apachesuperset.bsky.social" target="_blank" rel="noopener noreferrer" title="Follow us on Bluesky" aria-label="Bluesky">
+              <img src="/img/community/bluesky-symbol.svg" alt="Bluesky" />
+            </a>
+            <a href="https://reddit.com/r/apache-superset" target="_blank" rel="noopener noreferrer" title="Follow us on Reddit" aria-label="Reddit">
+              <img src="/img/community/reddit-symbol.svg" alt="Reddit" />
+            </a>
+          </div>
          <div class="footer__ci-services">
            <span>CI powered by</span>
            <a href="https://www.netlify.com/" target="_blank" rel="nofollow noopener noreferrer"><img src="/img/netlify.png" alt="Netlify" title="Netlify - Deploy Previews" /></a>
@@ -1,6 +1,6 @@
 {
  "copyright": {
-    "message": "\n          <div class=\"footer__ci-services\">\n            <span>CI powered by</span>\n            <a href=\"https://www.netlify.com/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><img src=\"/img/netlify.png\" alt=\"Netlify\" title=\"Netlify - Deploy Previews\" /></a>\n          </div>\n          <p>Copyright © 2026,\n          The <a href=\"https://www.apache.org/\" target=\"_blank\" rel=\"noreferrer\">Apache Software Foundation</a>,\n          Licensed under the Apache <a href=\"https://apache.org/licenses/LICENSE-2.0\" target=\"_blank\" rel=\"noreferrer\">License</a>.</p>\n          <p><small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.\n          <a href=\"https://www.apache.org/\" target=\"_blank\">Apache Software Foundation</a> resources</small></p>\n          <img class=\"footer__divider\" src=\"/img/community/line.png\" alt=\"Divider\" />\n          <p>\n            <small>\n              <a href=\"/docs/security/\" target=\"_blank\" rel=\"noreferrer\">Security</a>&nbsp;|&nbsp;\n              <a href=\"https://www.apache.org/foundation/sponsorship.html\" target=\"_blank\" rel=\"noreferrer\">Donate</a>&nbsp;|&nbsp;\n              <a href=\"https://www.apache.org/foundation/thanks.html\" target=\"_blank\" rel=\"noreferrer\">Thanks</a>&nbsp;|&nbsp;\n              <a href=\"https://apache.org/events/current-event\" target=\"_blank\" rel=\"noreferrer\">Events</a>&nbsp;|&nbsp;\n              <a href=\"https://apache.org/licenses/\" target=\"_blank\" rel=\"noreferrer\">License</a>&nbsp;|&nbsp;\n              <a href=\"https://privacy.apache.org/policies/privacy-policy-public.html\" target=\"_blank\" rel=\"noreferrer\">Privacy</a>\n            </small>\n          </p>\n          <!-- telemetry/analytics pixel: -->\n          <img referrerPolicy=\"no-referrer-when-downgrade\" src=\"https://static.scarf.sh/a.png?x-pxid=39ae6855-95fc-4566-86e5-360d542b0a68\" />\n          ",
+    "message": "\n          <div class=\"footer__social-links\">\n            <a href=\"https://bit.ly/join-superset-slack\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Join us on Slack\" aria-label=\"Slack\">\n              <img src=\"/img/community/slack-symbol.svg\" alt=\"Slack\" />\n            </a>\n            <a href=\"https://x.com/apachesuperset\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Follow us on X\" aria-label=\"X\">\n              <img src=\"/img/community/x-symbol.svg\" alt=\"X\" />\n            </a>\n            <a href=\"https://www.linkedin.com/company/apache-superset\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Follow us on LinkedIn\" aria-label=\"LinkedIn\">\n              <img src=\"/img/community/linkedin-symbol.svg\" alt=\"LinkedIn\" />\n            </a>\n            <a href=\"https://bsky.app/profile/apachesuperset.bsky.social\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Follow us on Bluesky\" aria-label=\"Bluesky\">\n              <img src=\"/img/community/bluesky-symbol.svg\" alt=\"Bluesky\" />\n            </a>\n            <a href=\"https://reddit.com/r/apache-superset\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Follow us on Reddit\" aria-label=\"Reddit\">\n              <img src=\"/img/community/reddit-symbol.svg\" alt=\"Reddit\" />\n            </a>\n          </div>\n          <div class=\"footer__ci-services\">\n            <span>CI powered by</span>\n            <a href=\"https://www.netlify.com/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><img src=\"/img/netlify.png\" alt=\"Netlify\" title=\"Netlify - Deploy Previews\" /></a>\n          </div>\n          <p>Copyright © 2026,\n          The <a href=\"https://www.apache.org/\" target=\"_blank\" rel=\"noreferrer\">Apache Software Foundation</a>,\n          Licensed under the Apache <a href=\"https://apache.org/licenses/LICENSE-2.0\" target=\"_blank\" rel=\"noreferrer\">License</a>.</p>\n          <p><small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.\n          <a href=\"https://www.apache.org/\" target=\"_blank\">Apache Software Foundation</a> resources</small></p>\n          <img class=\"footer__divider\" src=\"/img/community/line.png\" alt=\"Divider\" />\n          <p>\n            <small>\n              <a href=\"/admin-docs/security/\" target=\"_blank\" rel=\"noreferrer\">Security</a>&nbsp;|&nbsp;\n              <a href=\"https://www.apache.org/foundation/sponsorship.html\" target=\"_blank\" rel=\"noreferrer\">Donate</a>&nbsp;|&nbsp;\n              <a href=\"https://www.apache.org/foundation/thanks.html\" target=\"_blank\" rel=\"noreferrer\">Thanks</a>&nbsp;|&nbsp;\n              <a href=\"https://apache.org/events/current-event\" target=\"_blank\" rel=\"noreferrer\">Events</a>&nbsp;|&nbsp;\n              <a href=\"https://apache.org/licenses/\" target=\"_blank\" rel=\"noreferrer\">License</a>&nbsp;|&nbsp;\n              <a href=\"https://privacy.apache.org/policies/privacy-policy-public.html\" target=\"_blank\" rel=\"noreferrer\">Privacy</a>\n            </small>\n          </p>\n          <!-- telemetry/analytics pixel: -->\n          <img referrerPolicy=\"no-referrer-when-downgrade\" src=\"https://static.scarf.sh/a.png?x-pxid=39ae6855-95fc-4566-86e5-360d542b0a68\" />\n          ",
    "description": "The footer copyright"
  }
 }
@@ -25,9 +25,22 @@
  command = "yarn install && yarn build"
  # Output directory (relative to base)
  publish = "build"
-  # Skip builds when no docs changes (exit 0 = skip, exit 1 = build)
-  # Checks for changes in docs/ and README.md (which gets pulled into docs)
-  ignore = "git diff --quiet $CACHED_COMMIT_REF $COMMIT_REF -- . ../README.md"
+  # Skip builds when no docs changes (exit 0 = skip, non-zero = build).
+  # Checks for changes in docs/ and README.md (which gets pulled into docs).
+  #
+  # $CACHED_COMMIT_REF is the last *deployed* commit; it is set on incremental
+  # builds (notably the master production deploy) and empty on a context's
+  # first build (every deploy preview). The production path diffs against it
+  # and skips correctly.
+  #
+  # Deploy previews need different handling: Netlify checks out a *merge*
+  # commit, so $COMMIT_REF (the PR head SHA) is frequently not resolvable in
+  # the clone, and on a shallow clone `git merge-base` can fail too -- so the
+  # previous logic fell through to a build on every PR, even non-docs ones.
+  # Instead, always diff the checked-out HEAD against its merge-base with
+  # master, deepening the shallow clone until that merge-base resolves. If it
+  # genuinely can't be determined, exit non-zero to build (fail safe).
+  ignore = 'if [ -n "$CACHED_COMMIT_REF" ]; then git diff --quiet "$CACHED_COMMIT_REF" HEAD -- . ../README.md; else git fetch --no-tags origin master >/dev/null 2>&1 || true; i=0; while [ "$i" -lt 10 ] && ! git merge-base origin/master HEAD >/dev/null 2>&1; do git fetch --deepen=200 origin master >/dev/null 2>&1 || break; i=$((i+1)); done; BASE="$(git merge-base origin/master HEAD 2>/dev/null || true)"; if [ -z "$BASE" ]; then exit 1; fi; git diff --quiet "$BASE" HEAD -- . ../README.md; fi'

 [build.environment]
  # Node version matching docs/.nvmrc
@@ -43,7 +43,7 @@
    "version:remove:components": "node scripts/manage-versions.mjs remove components"
  },
  "dependencies": {
-    "@ant-design/icons": "^6.2.3",
+    "@ant-design/icons": "^6.2.5",
    "@docusaurus/core": "^3.10.1",
    "@docusaurus/faster": "^3.10.1",
    "@docusaurus/plugin-client-redirects": "^3.10.1",
@@ -70,13 +70,13 @@
    "@storybook/preview-api": "^8.6.18",
    "@storybook/theming": "^8.6.15",
    "@superset-ui/core": "^0.20.4",
-    "@swc/core": "^1.15.33",
-    "antd": "^6.4.3",
-    "baseline-browser-mapping": "^2.10.31",
-    "caniuse-lite": "^1.0.30001793",
+    "@swc/core": "^1.15.41",
+    "antd": "^6.4.4",
+    "baseline-browser-mapping": "^2.10.37",
+    "caniuse-lite": "^1.0.30001799",
    "docusaurus-plugin-openapi-docs": "^5.0.2",
    "docusaurus-theme-openapi-docs": "^5.0.2",
-    "js-yaml": "^4.1.1",
+    "js-yaml": "^4.2.0",
    "js-yaml-loader": "^1.2.2",
    "json-bigint": "^1.0.0",
    "prism-react-renderer": "^2.4.1",
@@ -101,16 +101,16 @@
    "@types/js-yaml": "^4.0.9",
    "@types/react": "^19.1.8",
    "@typescript-eslint/eslint-plugin": "^8.59.3",
-    "@typescript-eslint/parser": "^8.59.3",
+    "@typescript-eslint/parser": "^8.61.0",
    "eslint": "^9.39.2",
    "eslint-config-prettier": "^10.1.8",
-    "eslint-plugin-prettier": "^5.5.5",
+    "eslint-plugin-prettier": "^5.5.6",
    "eslint-plugin-react": "^7.37.5",
    "globals": "^17.6.0",
-    "prettier": "^3.8.3",
+    "prettier": "^3.8.4",
    "typescript": "~6.0.3",
-    "typescript-eslint": "^8.59.4",
-    "webpack": "^5.107.1"
+    "typescript-eslint": "^8.61.1",
+    "webpack": "^5.107.2"
  },
  "browserslist": {
    "production": [
@@ -128,7 +128,13 @@
    "react-redux": "^9.2.0",
    "@reduxjs/toolkit": "^2.5.0",
    "baseline-browser-mapping": "^2.9.19",
-    "swagger-client": "3.37.3"
+    "swagger-client": "3.37.3",
+    "lodash": "4.18.1",
+    "lodash-es": "4.18.1",
+    "yaml": "1.10.3",
+    "uuid": "11.1.1",
+    "serialize-javascript": "7.0.5",
+    "d3-color": "3.1.0"
  },
  "packageManager": "yarn@1.22.22+sha1.ac34549e6aa8e7ead463a7407e1c7390f61a6610"
 }
@@ -0,0 +1,136 @@
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# SIP: Authenticated encryption (AES-GCM) for app-encrypted fields
+
+## [DRAFT — proposal for discussion]
+
+This document is a draft proposal accompanying the code in this PR. It is
+intended to seed the formal SIP discussion. The code here ships the
+backward-compatible engine selection **and** the re-encryption migrator
+(Phases 1–2 below); both are opt-in and change nothing for existing installs by
+default. Flipping the default for fresh installs (Phase 3) remains future work.
+
+## Motivation
+
+Superset app-encrypts a number of sensitive fields before persisting them to
+the metadata database, including:
+
+- database connection passwords and `encrypted_extra` (`superset/models/core.py`),
+- SSH tunnel credentials — password, private key, private-key password
+  (`superset/databases/ssh_tunnel/models.py`),
+- OAuth2 tokens and other secrets stored via `EncryptedType`.
+
+These fields are encrypted with `sqlalchemy_utils.EncryptedType`, which
+**defaults to `AesEngine` (AES-CBC)**. AES-CBC provides confidentiality but is
+**unauthenticated**: it has no integrity tag. An attacker with write access to
+the ciphertext (e.g. direct metadata-DB access, a backup, or a compromised
+replica) can perform **bit-flipping / chosen-ciphertext manipulation** to
+silently alter the decrypted plaintext of a secret without detection.
+
+`AesGcmEngine` (AES-GCM) is authenticated encryption: tampering causes
+decryption to fail loudly rather than yielding attacker-influenced plaintext.
+Using authenticated encryption for secrets at rest is an ASVS L1 expectation
+(11.3.2 / cryptography best practice).
+
+`config.py` already documents that operators *can* switch to GCM by writing a
+custom `AbstractEncryptedFieldAdapter`, but:
+
+1. it is opt-in, undocumented as a security recommendation, and easy to miss;
+2. there is **no migration path** — flipping the engine on a populated database
+   makes every existing secret undecryptable, because GCM ciphertext is not
+   format-compatible with CBC.
+
+## Proposed change
+
+A three-part change, delivered incrementally so existing deployments are never
+broken:
+
+### Phase 1 — engine selection (this PR)
+
+- Add a `SQLALCHEMY_ENCRYPTED_FIELD_ENGINE` config (`"aes"` | `"aes-gcm"`),
+  **defaulting to `"aes"`** (no behavior change for existing installs).
+- Teach the default `SQLAlchemyUtilsAdapter` to honor it (an explicit `engine`
+  kwarg still wins, so the migrator can pin an engine).
+- This lets **new** deployments choose AES-GCM from day one with a one-line
+  config, instead of writing a custom adapter.
+
+### Phase 2 — CBC→GCM re-encryption migrator (this PR)
+
+The existing `SecretsMigrator` (previously only used for `SECRET_KEY` rotation)
+gains an **engine migration** mode that:
+
+1. discovers every `EncryptedType` column (via `discover_encrypted_fields()`),
+2. decrypts each value with the **source** engine (AES-CBC) under the current
+   `SECRET_KEY`,
+3. re-encrypts with the **target** engine (AES-GCM),
+4. runs transactionally per the existing all-or-nothing semantics, and is
+   idempotent per column (already-migrated values are skipped), so a run can be
+   safely repeated or resumed.
+
+Exposed via a new `--engine` option on the existing CLI command:
+`superset re-encrypt-secrets --engine aes-gcm`, runnable by operators with a DB
+backup in hand. The `SECRET_KEY` is unchanged; an engine change and a key
+rotation can also be combined (pass `--previous_secret_key` as well).
+
+### Phase 3 — flip the default for new installs
+
+Once the migrator and docs are in place, change the default to `"aes-gcm"` for
+**fresh** installs only (e.g. keyed off an empty metadata DB / documented in
+`UPDATING.md`), keeping existing installs on `"aes"` until they run Phase 2.
+
+## New or changed public interfaces
+
+- New config: `SQLALCHEMY_ENCRYPTED_FIELD_ENGINE: Literal["aes", "aes-gcm"]`.
+- New (Phase 2) CLI: `superset re-encrypt-secrets --engine <name>`.
+- No schema changes; ciphertext format changes per migrated column.
+
+## Migration plan and compatibility
+
+- **Backward compatible by default.** Phase 1 changes nothing unless the
+  operator opts in.
+- Switching an existing deployment to `"aes-gcm"` **without** running the Phase
+  2 migrator will make existing secrets undecryptable — this is called out in
+  the config comment and must be in `UPDATING.md`.
+- Recommended operator runbook: take a metadata-DB backup → run
+  `re-encrypt-secrets --engine aes-gcm` → set
+  `SQLALCHEMY_ENCRYPTED_FIELD_ENGINE = "aes-gcm"` → restart → re-run
+  `re-encrypt-secrets --engine aes-gcm` once more to sweep up any secrets a live
+  instance wrote as AES-CBC during the cutover window. The canonical, more
+  detailed version of this runbook lives in `UPDATING.md`; this is a summary.
+- `AesEngine` allows queryability over encrypted fields; AES-GCM does not.
+  Any code that filters/queries on an encrypted column directly must be audited
+  before Phase 3 (none is expected, but it must be verified).
+
+## Rejected alternatives
+
+- **Flip the default immediately.** Rejected: bricks every existing
+  deployment's secrets with no migration path.
+- **Document-only (custom adapter).** Status quo; high friction and no
+  migration tooling — most operators will never do it.
+
+## Open questions
+
+- GCM→CBC rollback (for operators who need queryability) already works via the
+  same command (`re-encrypt-secrets --engine aes`), since the migrator is
+  engine-symmetric. Should rollback be documented as a supported path or
+  discouraged?
+- The migrator already supports a concurrent `SECRET_KEY` rotation + engine
+  change in a single pass (pass `--previous_secret_key` alongside `--engine`).
+  Is that combination worth calling out in the operator docs, or kept advanced?
@@ -7235,10 +7235,10 @@
        "pypi_packages": [
          "oracledb"
        ],
-        "connection_string": "oracle://{username}:{password}@{hostname}:{port}",
+        "connection_string": "oracle+oracledb://{username}:{password}@{hostname}:{port}",
        "default_port": 1521,
        "notes": "Previously used cx_Oracle, now uses oracledb.",
-        "docs_url": "https://cx-oracle.readthedocs.io/en/latest/user_guide/installation.html",
+        "docs_url": "https://python-oracledb.readthedocs.io/en/latest/user_guide/installation.html",
        "category": "Other Databases"
      },
      "engine": "oracle",
@@ -260,10 +260,45 @@ a > span > svg {

 .footer {
  position: relative;
-  padding-top: 90px;
+  padding-top: 130px;
  font-size: 15px;
 }

+.footer__social-links {
+  background-color: #173036;
+  position: absolute;
+  top: 52px;
+  left: 0;
+  width: 100%;
+  padding: 10px 0;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  gap: 24px;
+}
+
+.footer__social-links a {
+  display: inline-flex;
+  align-items: center;
+  transition: opacity 0.2s, transform 0.2s;
+}
+
+.footer__social-links a:hover {
+  opacity: 0.8;
+  transform: scale(1.1);
+}
+
+.footer__social-links img {
+  height: 24px;
+  width: 24px;
+  /* The brand SVGs ship in their native colors (e.g. Slack's dark aubergine,
+     X's near-black), which disappear on the dark footer. Render them all as
+     uniform white silhouettes. The icons are single-path glyphs whose
+     counters (the LinkedIn "in", Slack gaps, Reddit face) are transparent
+     cut-outs, so they stay legible against the footer background. */
+  filter: brightness(0) invert(1);
+}
+
 .footer__ci-services {
  background-color: #0d3e49;
  color: #e1e1e1;
@@ -309,6 +344,21 @@ a > span > svg {
 }

@media only screen and (max-width: 996px) {
+  .footer {
+    padding-top: 120px;
+  }
+
+  .footer__social-links {
+    top: 44px;
+    gap: 20px;
+    padding: 8px 16px;
+  }
+
+  .footer__social-links img {
+    height: 20px;
+    width: 20px;
+  }
+
  .footer__ci-services {
    gap: 12px;
    padding: 10px 16px;
@@ -0,0 +1,21 @@
+<!--
+  Licensed to the Apache Software Foundation (ASF) under one
+  or more contributor license agreements.  See the NOTICE file
+  distributed with this work for additional information
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" width="40" height="40" fill="#FF4500">
+  <path d="M12 0A12 12 0 0 0 0 12a12 12 0 0 0 12 12 12 12 0 0 0 12-12A12 12 0 0 0 12 0zm5.01 4.744c.688 0 1.25.561 1.25 1.249a1.25 1.25 0 0 1-2.498.056l-2.597-.547-.8 3.747c1.824.07 3.48.632 4.674 1.488.308-.309.73-.491 1.207-.491.968 0 1.754.786 1.754 1.754 0 .716-.435 1.333-1.01 1.614a3.111 3.111 0 0 1 .042.52c0 2.694-3.13 4.87-7.004 4.87-3.874 0-7.004-2.176-7.004-4.87 0-.183.015-.366.043-.534A1.748 1.748 0 0 1 4.028 12c0-.968.786-1.754 1.754-1.754.463 0 .898.196 1.207.49 1.207-.883 2.878-1.43 4.744-1.487l.885-4.182a.342.342 0 0 1 .14-.197.35.35 0 0 1 .238-.042l2.906.617a1.214 1.214 0 0 1 1.108-.701zM9.25 12c-.688 0-1.25.561-1.25 1.25 0 .687.562 1.248 1.25 1.248.687 0 1.248-.561 1.248-1.249 0-.688-.561-1.249-1.249-1.249zm5.5 0c-.687 0-1.248.561-1.248 1.25 0 .687.561 1.248 1.249 1.248.688 0 1.249-.561 1.249-1.249 0-.687-.562-1.249-1.25-1.249zm-5.466 3.99a.327.327 0 0 0-.231.094.33.33 0 0 0 0 .463c.842.842 2.484.913 2.961.913.477 0 2.105-.056 2.961-.913a.361.361 0 0 0 .029-.463.33.33 0 0 0-.464 0c-.547.533-1.684.73-2.512.73-.828 0-1.979-.196-2.512-.73a.326.326 0 0 0-.232-.095z"/>
+</svg>
@@ -0,0 +1,21 @@
+<!--
+  Licensed to the Apache Software Foundation (ASF) under one
+  or more contributor license agreements.  See the NOTICE file
+  distributed with this work for additional information
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" width="40" height="40" fill="#4A154B">
+  <path d="M5.042 15.165a2.528 2.528 0 0 1-2.52 2.523A2.528 2.528 0 0 1 0 15.165a2.527 2.527 0 0 1 2.522-2.52h2.52v2.52zm1.271 0a2.527 2.527 0 0 1 2.521-2.52 2.527 2.527 0 0 1 2.521 2.52v6.313A2.528 2.528 0 0 1 8.834 24a2.528 2.528 0 0 1-2.521-2.522v-6.313zM8.834 5.042a2.528 2.528 0 0 1-2.521-2.52A2.528 2.528 0 0 1 8.834 0a2.528 2.528 0 0 1 2.521 2.522v2.52H8.834zm0 1.271a2.528 2.528 0 0 1 2.521 2.521 2.528 2.528 0 0 1-2.521 2.521H2.522A2.528 2.528 0 0 1 0 8.834a2.528 2.528 0 0 1 2.522-2.521h6.312zm10.124 2.521a2.528 2.528 0 0 1 2.522-2.521A2.528 2.528 0 0 1 24 8.834a2.528 2.528 0 0 1-2.52 2.521h-2.522V8.834zm-1.271 0a2.528 2.528 0 0 1-2.521 2.521 2.528 2.528 0 0 1-2.521-2.521V2.522A2.528 2.528 0 0 1 15.166 0a2.528 2.528 0 0 1 2.521 2.522v6.312zm-2.521 10.124a2.528 2.528 0 0 1 2.521 2.522A2.528 2.528 0 0 1 15.166 24a2.528 2.528 0 0 1-2.521-2.52v-2.522h2.521zm0-1.271a2.528 2.528 0 0 1-2.521-2.521 2.528 2.528 0 0 1 2.521-2.521h6.312A2.528 2.528 0 0 1 24 15.165a2.528 2.528 0 0 1-2.52 2.521h-6.313z"/>
+</svg>
@@ -1808,6 +1808,10 @@ If you enable DML in the meta database users will be able to run DML queries on

 Second, you might want to change the value of `SUPERSET_META_DB_LIMIT`. The default value is 1000, and defines how many are read from each database before any aggregations and joins are executed. You can also set this value `None` if you only have small tables.

+:::warning
+`SUPERSET_META_DB_LIMIT` is applied to **each** underlying table *before* the in-memory join runs, not to the final result. If any table involved in a join has more rows than the limit, the meta database will read only the first `SUPERSET_META_DB_LIMIT` rows of that table, which means matching rows can be silently dropped and the join can return **incomplete or even empty** results with no error. If you join tables larger than the limit, raise `SUPERSET_META_DB_LIMIT` to comfortably exceed your largest joined table, or set it to `None` when working only with small tables, to get correct results.
+:::
+
 Additionally, you might want to restrict the databases to with the meta database has access to. This can be done in the database configuration, under "Advanced" -> "Other" -> "ENGINE PARAMETERS" and adding:

 ```json
@@ -15,7 +15,7 @@
 # limitations under the License.
 #
 apiVersion: v2
-appVersion: "5.0.0"
+appVersion: "6.1.0"
 description: Apache Superset is a modern, enterprise-ready business intelligence web application
 name: superset
 icon: https://artifacthub.io/image/68c1d717-0e97-491f-b046-754e46f46922@2x
@@ -29,7 +29,7 @@ maintainers:
  - name: craig-rueda
    email: craig@craigrueda.com
    url: https://github.com/craig-rueda
-version: 0.15.5 # See [README](https://github.com/apache/superset/blob/master/helm/superset/README.md#versioning) for version details.
+version: 0.17.2 # See [README](https://github.com/apache/superset/blob/master/helm/superset/README.md#versioning) for version details.
 dependencies:
  - name: postgresql
    version: 16.7.27
@@ -23,7 +23,7 @@ NOTE: This file is generated by helm-docs: https://github.com/norwoodj/helm-docs

 # superset

-![Version: 0.15.5](https://img.shields.io/badge/Version-0.15.5-informational?style=flat-square)
+![Version: 0.17.2](https://img.shields.io/badge/Version-0.17.2-informational?style=flat-square)

 Apache Superset is a modern, enterprise-ready business intelligence web application

@@ -111,9 +111,6 @@ On helm this can be set on `extraSecretEnv.SUPERSET_SECRET_KEY` or `configOverri
 | init.resources | object | `{}` |  |
 | init.tolerations | list | `[]` |  |
 | init.topologySpreadConstraints | list | `[]` | TopologySpreadConstrains to be added to init job |
-| initImage.pullPolicy | string | `"IfNotPresent"` |  |
-| initImage.repository | string | `"apache/superset"` |  |
-| initImage.tag | string | `"dockerize"` |  |
 | nameOverride | string | `nil` | Provide a name to override the name of the chart |
 | nodeSelector | object | `{}` |  |
 | postgresql | object | see `values.yaml` | Configuration values for the postgresql dependency. ref: https://github.com/bitnami/charts/tree/main/bitnami/postgresql |
@@ -219,6 +216,7 @@ On helm this can be set on `extraSecretEnv.SUPERSET_SECRET_KEY` or `configOverri
 | supersetNode.extraContainers | list | `[]` | Launch additional containers into supersetNode pod |
 | supersetNode.forceReload | bool | `false` | If true, forces deployment to reload on each upgrade |
 | supersetNode.initContainers | list | a container waiting for postgres | Init containers |
+| supersetNode.lifecycle | object | `{}` | Container lifecycle hooks, e.g. a preStop sleep so the Service/Ingress stops routing to the pod before gunicorn receives SIGTERM |
 | supersetNode.livenessProbe.failureThreshold | int | `3` |  |
 | supersetNode.livenessProbe.httpGet.path | string | `"/health"` |  |
 | supersetNode.livenessProbe.httpGet.port | string | `"http"` |  |
@@ -251,6 +249,7 @@ On helm this can be set on `extraSecretEnv.SUPERSET_SECRET_KEY` or `configOverri
 | supersetNode.startupProbe.successThreshold | int | `1` |  |
 | supersetNode.startupProbe.timeoutSeconds | int | `1` |  |
 | supersetNode.strategy | object | `{}` |  |
+| supersetNode.terminationGracePeriodSeconds | string | `nil` | Pod termination grace period (seconds). Set greater than GUNICORN_TIMEOUT so in-flight requests can drain before SIGKILL |
 | supersetNode.topologySpreadConstraints | list | `[]` | TopologySpreadConstrains to be added to supersetNode deployments |
 | supersetWebsockets.affinity | object | `{}` | Affinity to be added to supersetWebsockets deployment |
 | supersetWebsockets.command | list | `[]` |  |
@@ -314,6 +313,7 @@ On helm this can be set on `extraSecretEnv.SUPERSET_SECRET_KEY` or `configOverri
 | supersetWorker.extraContainers | list | `[]` | Launch additional containers into supersetWorker pod |
 | supersetWorker.forceReload | bool | `false` | If true, forces deployment to reload on each upgrade |
 | supersetWorker.initContainers | list | a container waiting for postgres and redis | Init container |
+| supersetWorker.lifecycle | object | `{}` | Container lifecycle hooks for the worker pod |
 | supersetWorker.livenessProbe.exec.command | list | a `celery inspect ping` command | Liveness probe command |
 | supersetWorker.livenessProbe.failureThreshold | int | `3` |  |
 | supersetWorker.livenessProbe.initialDelaySeconds | int | `120` |  |
@@ -334,6 +334,7 @@ On helm this can be set on `extraSecretEnv.SUPERSET_SECRET_KEY` or `configOverri
 | supersetWorker.resources | object | `{}` | Resource settings for the supersetWorker pods - these settings overwrite might existing values from the global resources object defined above. |
 | supersetWorker.startupProbe | object | `{}` | No startup/readiness probes by default since we don't really care about its startup time (it doesn't serve traffic) |
 | supersetWorker.strategy | object | `{}` |  |
+| supersetWorker.terminationGracePeriodSeconds | string | `nil` | Pod termination grace period (seconds) for the worker pod so in-flight tasks can drain before SIGKILL |
 | supersetWorker.topologySpreadConstraints | list | `[]` | TopologySpreadConstrains to be added to supersetWorker deployments |
 | tolerations | list | `[]` |  |
 | topologySpreadConstraints | list | `[]` | TopologySpreadConstrains to be added to all deployments |
@@ -126,7 +126,7 @@ spec:
              {{- toYaml .Values.resources | nindent 12 }}
            {{- end }}
        {{- if .Values.supersetCeleryBeat.extraContainers }}
-            {{- toYaml .Values.supersetCeleryBeat.extraContainers | nindent 8 }}
+            {{- tpl (toYaml .Values.supersetCeleryBeat.extraContainers) . | nindent 8 }}
        {{- end }}
      {{- with .Values.nodeSelector }}
      nodeSelector: {{- toYaml . | nindent 8 }}
@@ -121,7 +121,7 @@ spec:
              {{- toYaml .Values.resources | nindent 12 }}
            {{- end }}
        {{- if .Values.supersetCeleryFlower.extraContainers }}
-            {{- toYaml .Values.supersetCeleryFlower.extraContainers | nindent 8 }}
+            {{- tpl (toYaml .Values.supersetCeleryFlower.extraContainers) . | nindent 8 }}
        {{- end }}
      {{- with .Values.nodeSelector }}
      nodeSelector: {{- toYaml . | nindent 8 }}
@@ -134,6 +134,9 @@ spec:
          {{- if .Values.supersetWorker.livenessProbe }}
          livenessProbe: {{- .Values.supersetWorker.livenessProbe | toYaml | nindent 12 }}
          {{- end }}
+          {{- if .Values.supersetWorker.lifecycle }}
+          lifecycle: {{- .Values.supersetWorker.lifecycle | toYaml | nindent 12 }}
+          {{- end }}
          resources:
            {{- if .Values.supersetWorker.resources }}
              {{- toYaml .Values.supersetWorker.resources | nindent 12 }}
@@ -141,7 +144,7 @@ spec:
              {{- toYaml .Values.resources | nindent 12 }}
            {{- end }}
        {{- if .Values.supersetWorker.extraContainers }}
-          {{- toYaml .Values.supersetWorker.extraContainers | nindent 8 }}
+          {{- tpl (toYaml .Values.supersetWorker.extraContainers) . | nindent 8 }}
        {{- end }}
      {{- with .Values.nodeSelector }}
      nodeSelector: {{- toYaml . | nindent 8 }}
@@ -170,6 +173,9 @@ spec:
      {{- with .Values.tolerations }}
      tolerations: {{- toYaml . | nindent 8 }}
      {{- end }}
+      {{- if .Values.supersetWorker.terminationGracePeriodSeconds }}
+      terminationGracePeriodSeconds: {{ .Values.supersetWorker.terminationGracePeriodSeconds }}
+      {{- end }}
      {{- if .Values.imagePullSecrets }}
      imagePullSecrets: {{- toYaml .Values.imagePullSecrets | nindent 8 }}
      {{- end }}
@@ -120,7 +120,7 @@ spec:
          livenessProbe: {{- .Values.supersetWebsockets.livenessProbe | toYaml | nindent 12 }}
          {{- end }}
        {{- if .Values.supersetWebsockets.extraContainers }}
-            {{- toYaml .Values.supersetWebsockets.extraContainers | nindent 8 }}
+            {{- tpl (toYaml .Values.supersetWebsockets.extraContainers) . | nindent 8 }}
        {{- end }}
      {{- with .Values.nodeSelector }}
      nodeSelector: {{- toYaml . | nindent 8 }}
@@ -144,6 +144,9 @@ spec:
          {{- if .Values.supersetNode.livenessProbe }}
          livenessProbe: {{- .Values.supersetNode.livenessProbe | toYaml | nindent 12 }}
          {{- end }}
+          {{- if .Values.supersetNode.lifecycle }}
+          lifecycle: {{- .Values.supersetNode.lifecycle | toYaml | nindent 12 }}
+          {{- end }}
          resources:
            {{- if .Values.supersetNode.resources }}
              {{- toYaml .Values.supersetNode.resources | nindent 12 }}
@@ -151,7 +154,7 @@ spec:
              {{- toYaml .Values.resources | nindent 12 }}
            {{- end }}
        {{- if .Values.supersetNode.extraContainers }}
-          {{- toYaml .Values.supersetNode.extraContainers | nindent 8 }}
+          {{- tpl (toYaml .Values.supersetNode.extraContainers) . | nindent 8 }}
        {{- end }}
      {{- with .Values.nodeSelector }}
      nodeSelector: {{- toYaml . | nindent 8 }}
@@ -180,6 +183,9 @@ spec:
      {{- with .Values.tolerations }}
      tolerations: {{- toYaml . | nindent 8 }}
      {{- end }}
+      {{- if .Values.supersetNode.terminationGracePeriodSeconds }}
+      terminationGracePeriodSeconds: {{ .Values.supersetNode.terminationGracePeriodSeconds }}
+      {{- end }}
      {{- if .Values.imagePullSecrets }}
      imagePullSecrets: {{- toYaml .Values.imagePullSecrets | nindent 8 }}
      {{- end }}
@@ -62,6 +62,9 @@ spec:
      {{- if .Values.init.initContainers }}
      initContainers: {{-  tpl (toYaml .Values.init.initContainers) . | nindent 6 }}
      {{- end }}
+      {{- with .Values.hostAliases }}
+      hostAliases: {{- toYaml . | nindent 6 }}
+      {{- end }}
      containers:
      - name: {{ template "superset.name" . }}-init-db
        image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
@@ -101,7 +104,7 @@ spec:
        command: {{  tpl (toJson .Values.init.command) . }}
        resources: {{- toYaml .Values.init.resources | nindent 10 }}
      {{- if .Values.init.extraContainers }}
-          {{- toYaml .Values.init.extraContainers | nindent 6 }}
+          {{- tpl (toYaml .Values.init.extraContainers) . | nindent 6 }}
      {{- end }}
      {{- with .Values.nodeSelector }}
      nodeSelector: {{- toYaml . | nindent 8 }}
@@ -194,11 +194,6 @@ image:

 imagePullSecrets: []

-initImage:
-  repository: apache/superset
-  tag: dockerize
-  pullPolicy: IfNotPresent
-
 service:
  type: ClusterIP
  port: 8088
@@ -274,7 +269,7 @@ supersetNode:
  command:
    - "/bin/sh"
    - "-c"
-    - ". {{ .Values.configMountPath }}/superset_bootstrap.sh; /usr/bin/run-server.sh"
+    - ". {{ .Values.configMountPath }}/superset_bootstrap.sh; exec /usr/bin/run-server.sh"
  connections:
    # -- Change in case of bringing your own redis and then also set redis.enabled:false
    redis_host: "{{ .Release.Name }}-redis-headless"
@@ -303,15 +298,29 @@ supersetNode:
  # @default -- a container waiting for postgres
  initContainers:
    - name: wait-for-postgres
-      image: "{{ .Values.initImage.repository }}:{{ .Values.initImage.tag }}"
-      imagePullPolicy: "{{ .Values.initImage.pullPolicy }}"
+      image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
+      imagePullPolicy: "{{ .Values.image.pullPolicy }}"
      envFrom:
        - secretRef:
            name: "{{ tpl .Values.envFromSecret . }}"
      command:
-        - /bin/sh
+        - /bin/bash
        - -c
-        - dockerize -wait "tcp://$DB_HOST:$DB_PORT" -timeout 120s
+        - |
+          # opening a /dev/tcp fd performs a TCP connect without sending any
+          # payload (avoids postgres "incomplete startup packet" log noise);
+          # no external `dockerize`, `nc`, or busybox needed. SECONDS-based
+          # deadline mirrors the prior `dockerize -timeout 120s` behaviour.
+          SECONDS=0
+          until (exec 3<>/dev/tcp/"$DB_HOST"/"$DB_PORT") 2>/dev/null; do
+            if [ "$SECONDS" -ge 120 ]; then
+              echo "timeout waiting for postgres at $DB_HOST:$DB_PORT after 120s" >&2
+              exit 1
+            fi
+            echo "waiting for postgres at $DB_HOST:$DB_PORT (elapsed ${SECONDS}s)"
+            sleep 2
+          done
+          echo "postgres at $DB_HOST:$DB_PORT is up"
      resources:
        limits:
          memory: "256Mi"
@@ -360,6 +369,12 @@ supersetNode:
    failureThreshold: 3
    periodSeconds: 15
    successThreshold: 1
+  # -- Container lifecycle hooks, e.g. a preStop sleep so the Service/Ingress
+  # stops routing to the pod before gunicorn receives SIGTERM
+  lifecycle: {}
+  # -- Pod termination grace period (seconds). Set greater than GUNICORN_TIMEOUT so
+  # in-flight requests can drain before SIGKILL
+  terminationGracePeriodSeconds: ~
  # -- Resource settings for the supersetNode pods - these settings overwrite might existing values from the global resources object defined above.
  resources: {}
    # limits:
@@ -400,22 +415,38 @@ supersetWorker:
  command:
    - "/bin/sh"
    - "-c"
-    - ". {{ .Values.configMountPath }}/superset_bootstrap.sh; celery --app=superset.tasks.celery_app:app worker"
+    - ". {{ .Values.configMountPath }}/superset_bootstrap.sh; exec celery --app=superset.tasks.celery_app:app worker"
  # -- If true, forces deployment to reload on each upgrade
  forceReload: false
  # -- Init container
  # @default -- a container waiting for postgres and redis
  initContainers:
    - name: wait-for-postgres-redis
-      image: "{{ .Values.initImage.repository }}:{{ .Values.initImage.tag }}"
-      imagePullPolicy: "{{ .Values.initImage.pullPolicy }}"
+      image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
+      imagePullPolicy: "{{ .Values.image.pullPolicy }}"
      envFrom:
        - secretRef:
            name: "{{ tpl .Values.envFromSecret . }}"
      command:
-        - /bin/sh
+        - /bin/bash
        - -c
-        - dockerize -wait "tcp://$DB_HOST:$DB_PORT" -wait "tcp://$REDIS_HOST:$REDIS_PORT" -timeout 120s
+        - |
+          # See supersetNode.initContainers for the rationale.
+          SECONDS=0
+          wait_for() {
+            local host=$1 port=$2 name=$3
+            until (exec 3<>/dev/tcp/"$host"/"$port") 2>/dev/null; do
+              if [ "$SECONDS" -ge 120 ]; then
+                echo "timeout waiting for $name at $host:$port after 120s" >&2
+                exit 1
+              fi
+              echo "waiting for $name at $host:$port (elapsed ${SECONDS}s)"
+              sleep 2
+            done
+            echo "$name at $host:$port is up"
+          }
+          wait_for "$DB_HOST" "$DB_PORT" postgres
+          wait_for "$REDIS_HOST" "$REDIS_PORT" redis
      resources:
        limits:
          memory: "256Mi"
@@ -464,6 +495,10 @@ supersetWorker:
    failureThreshold: 3
    periodSeconds: 60
    successThreshold: 1
+  # -- Container lifecycle hooks for the worker pod
+  lifecycle: {}
+  # -- Pod termination grace period (seconds) for the worker pod so in-flight tasks can drain before SIGKILL
+  terminationGracePeriodSeconds: ~
  # -- No startup/readiness probes by default since we don't really care about its startup time (it doesn't serve traffic)
  startupProbe: {}
  # -- No startup/readiness probes by default since we don't really care about its startup time (it doesn't serve traffic)
@@ -488,22 +523,38 @@ supersetCeleryBeat:
  command:
    - "/bin/sh"
    - "-c"
-    - ". {{ .Values.configMountPath }}/superset_bootstrap.sh; celery --app=superset.tasks.celery_app:app beat --pidfile /tmp/celerybeat.pid --schedule /tmp/celerybeat-schedule"
+    - ". {{ .Values.configMountPath }}/superset_bootstrap.sh; exec celery --app=superset.tasks.celery_app:app beat --pidfile /tmp/celerybeat.pid --schedule /tmp/celerybeat-schedule"
  # -- If true, forces deployment to reload on each upgrade
  forceReload: false
  # -- List of init containers
  # @default -- a container waiting for postgres
  initContainers:
    - name: wait-for-postgres-redis
-      image: "{{ .Values.initImage.repository }}:{{ .Values.initImage.tag }}"
-      imagePullPolicy: "{{ .Values.initImage.pullPolicy }}"
+      image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
+      imagePullPolicy: "{{ .Values.image.pullPolicy }}"
      envFrom:
        - secretRef:
            name: "{{ tpl .Values.envFromSecret . }}"
      command:
-        - /bin/sh
+        - /bin/bash
        - -c
-        - dockerize -wait "tcp://$DB_HOST:$DB_PORT" -wait "tcp://$REDIS_HOST:$REDIS_PORT" -timeout 120s
+        - |
+          # See supersetNode.initContainers for the rationale.
+          SECONDS=0
+          wait_for() {
+            local host=$1 port=$2 name=$3
+            until (exec 3<>/dev/tcp/"$host"/"$port") 2>/dev/null; do
+              if [ "$SECONDS" -ge 120 ]; then
+                echo "timeout waiting for $name at $host:$port after 120s" >&2
+                exit 1
+              fi
+              echo "waiting for $name at $host:$port (elapsed ${SECONDS}s)"
+              sleep 2
+            done
+            echo "$name at $host:$port is up"
+          }
+          wait_for "$DB_HOST" "$DB_PORT" postgres
+          wait_for "$REDIS_HOST" "$REDIS_PORT" redis
      resources:
        limits:
          memory: "256Mi"
@@ -594,15 +645,31 @@ supersetCeleryFlower:
  # @default -- a container waiting for postgres and redis
  initContainers:
    - name: wait-for-postgres-redis
-      image: "{{ .Values.initImage.repository }}:{{ .Values.initImage.tag }}"
-      imagePullPolicy: "{{ .Values.initImage.pullPolicy }}"
+      image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
+      imagePullPolicy: "{{ .Values.image.pullPolicy }}"
      envFrom:
        - secretRef:
            name: "{{ tpl .Values.envFromSecret . }}"
      command:
-        - /bin/sh
+        - /bin/bash
        - -c
-        - dockerize -wait "tcp://$DB_HOST:$DB_PORT" -wait "tcp://$REDIS_HOST:$REDIS_PORT" -timeout 120s
+        - |
+          # See supersetNode.initContainers for the rationale.
+          SECONDS=0
+          wait_for() {
+            local host=$1 port=$2 name=$3
+            until (exec 3<>/dev/tcp/"$host"/"$port") 2>/dev/null; do
+              if [ "$SECONDS" -ge 120 ]; then
+                echo "timeout waiting for $name at $host:$port after 120s" >&2
+                exit 1
+              fi
+              echo "waiting for $name at $host:$port (elapsed ${SECONDS}s)"
+              sleep 2
+            done
+            echo "$name at $host:$port is up"
+          }
+          wait_for "$DB_HOST" "$DB_PORT" postgres
+          wait_for "$REDIS_HOST" "$REDIS_PORT" redis
      resources:
        limits:
          memory: "256Mi"
@@ -764,15 +831,26 @@ init:
  # @default -- a container waiting for postgres
  initContainers:
    - name: wait-for-postgres
-      image: "{{ .Values.initImage.repository }}:{{ .Values.initImage.tag }}"
-      imagePullPolicy: "{{ .Values.initImage.pullPolicy }}"
+      image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
+      imagePullPolicy: "{{ .Values.image.pullPolicy }}"
      envFrom:
        - secretRef:
            name: "{{ tpl .Values.envFromSecret . }}"
      command:
-        - /bin/sh
+        - /bin/bash
        - -c
-        - dockerize -wait "tcp://$DB_HOST:$DB_PORT" -timeout 120s
+        - |
+          # See supersetNode.initContainers for the rationale.
+          SECONDS=0
+          until (exec 3<>/dev/tcp/"$DB_HOST"/"$DB_PORT") 2>/dev/null; do
+            if [ "$SECONDS" -ge 120 ]; then
+              echo "timeout waiting for postgres at $DB_HOST:$DB_PORT after 120s" >&2
+              exit 1
+            fi
+            echo "waiting for postgres at $DB_HOST:$DB_PORT (elapsed ${SECONDS}s)"
+            sleep 2
+          done
+          echo "postgres at $DB_HOST:$DB_PORT is up"
      resources:
        limits:
          memory: "256Mi"
@@ -38,14 +38,20 @@ dependencies = [
    # no bounds for apache-superset-core until we have a stable version
    "apache-superset-core",
    "backoff>=1.8.0",
+    # cachetools is used directly by ``superset.db_engine_specs.aws_iam`` (TTLCache).
+    # It used to be installed transitively via ``google-auth`` (<2.53), but
+    # ``google-auth`` 2.53+ dropped it, so Superset must declare it
+    # explicitly to keep fresh ``pip install apache-superset`` working
+    # without the ``base.txt`` lock file (#40962).
+    "cachetools>=6.2.1, <7",
    "celery>=5.3.6, <6.0.0",
-    "click>=8.0.3",
+    "click>=8.4.0",
    "click-option-group",
    "colorama",
-    "flask-cors>=6.0.0, <7.0",
-    "croniter>=0.3.28",
+    "flask-cors>=6.0.5, <7.0",
+    "croniter>=6.2.2",
    "cron-descriptor",
-    "cryptography>=42.0.4, <47.0.0",
+    "cryptography>=48.0.0, <49.0.0",
    "deprecation>=2.1.0, <2.2.0",
    "flask>=2.2.5, <4.0.0",
    "flask-appbuilder>=5.2.1, <6.0.0",
@@ -53,25 +59,27 @@ dependencies = [
    "flask-compress>=1.13, <2.0",
    "flask-talisman>=1.0.0, <2.0",
    "flask-login>=0.6.0, < 1.0",
-    "flask-migrate>=3.1.0, <5.0",
+    "flask-migrate>=4.1.0, <5.0",
    "flask-session>=0.4.0, <1.0",
-    "flask-wtf>=1.1.0, <2.0",
+    "flask-wtf>=1.3.0, <2.0",
    "geopy",
-    "greenlet>=3.0.3, <=3.5.0",
+    "greenlet<=3.5.1, >=3.5.1",
    "gunicorn>=25.3.0, <26; sys_platform != 'win32'",
    "hashids>=1.3.1, <2",
    # holidays>=0.45 required for security fix
    "holidays>=0.45, <1",
    "humanize",
    "isodate",
-    "jsonpath-ng>=1.6.1, <2",
+    "jsonpath-ng>=1.8.0, <2",
    "Mako>=1.2.2",
    "markdown>=3.10.2",
-    # marshmallow>=4 has issues: https://github.com/apache/superset/issues/33162
-    "marshmallow>=3.0, <4",
+    # marshmallow 4 compatibility: see superset/marshmallow_compatibility.py for a
+    # Flask-AppBuilder workaround. Tracking issue:
+    # https://github.com/apache/superset/issues/33162
+    "marshmallow>=3.0, <5",
    "marshmallow-union>=0.1",
-    "msgpack>=1.0.0, <1.2",
-    "nh3>=0.2.11, <0.4",
+    "msgpack>=1.2.0, <1.3",
+    "nh3>=0.3.5, <0.4",
    "numpy>1.23.5, <2.3",
    "packaging",
    # --------------------------
@@ -80,7 +88,7 @@ dependencies = [
    "bottleneck", # recommended performance dependency for pandas, see https://pandas.pydata.org/docs/getting_started/install.html#performance-dependencies-recommended
    # --------------------------
    "parsedatetime",
-    "paramiko>=3.4.0",
+    "paramiko>=3.4.0, <4.0", # 4.0 removed DSSKey, still referenced by sshtunnel
    "pgsanity",
    "Pillow>=11.0.0, <13",
    "polyline>=2.0.0, <3.0",
@@ -89,27 +97,27 @@ dependencies = [
    "python-dateutil",
    "python-dotenv", # optional dependencies for Flask but required for Superset, see https://flask.palletsprojects.com/en/stable/installation/#optional-dependencies
    "pygeohash",
-    "pyarrow>=16.1.0, <21", # before upgrading pyarrow, check that all db dependencies support this, see e.g. https://github.com/apache/superset/pull/34693
-    "pyyaml>=6.0.0, <7.0.0",
+    "pyarrow>=24.0.0, <25", # before upgrading pyarrow, check that all db dependencies support this, see e.g. https://github.com/apache/superset/pull/34693
+    "pyyaml>=6.0.3, <7.0.0",
    "PyJWT>=2.4.0, <3.0",
    "redis>=5.0.0, <6.0",
    "rison>=2.0.0, <3.0",
-    "selenium>=4.14.0, <5.0",
+    "selenium>=4.44.0, <5.0",
    "shillelagh[gsheetsapi]>=1.4.4, <2.0",
    "sshtunnel>=0.4.0, <0.5",
-    "simplejson>=3.15.0",
+    "simplejson>=4.1.1",
    "slack_sdk>=3.19.0, <4",
    "sqlalchemy>=1.4, <2",
    "sqlalchemy-utils>=0.38.0, <0.43", # expanding lowerbound to work with pydoris
    "sqlglot>=30.8.0, <31",
    # newer pandas needs 0.9+
-    "tabulate>=0.9.0, <1.0",
+    "tabulate>=0.10.0, <1.0",
    "typing-extensions>=4, <5",
    "waitress; sys_platform == 'win32'",
    "watchdog>=6.0.0",
-    "wtforms>=2.3.3, <4",
+    "wtforms>=3.2.2, <4",
    "wtforms-json",
-    "xlsxwriter>=3.0.7, <3.3",
+    "xlsxwriter>=3.2.9, <3.3",
 ]

 [project.optional-dependencies]
@@ -118,12 +126,12 @@ athena = ["pyathena[pandas]>=2, <4"]
 aurora-data-api = ["preset-sqlalchemy-aurora-data-api>=0.2.8,<0.3"]
 bigquery = [
    "pandas-gbq>=0.19.1",
-    "sqlalchemy-bigquery>=1.15.0",
+    "sqlalchemy-bigquery>=1.17.0",
    "google-cloud-bigquery>=3.10.0",
 ]
-clickhouse = ["clickhouse-connect>=0.13.0, <2.0"]
+clickhouse = ["clickhouse-connect>=1.1.1, <2.0"]
 cockroachdb = ["cockroachdb>=0.3.5, <0.4"]
-crate = ["sqlalchemy-cratedb>=0.40.1, <1"]
+crate = ["sqlalchemy-cratedb>=0.41.0, <1"]
 d1 = [
    "superset-engine-d1>=0.1.0",
    "sqlalchemy-d1>=0.1.0",
@@ -135,80 +143,80 @@ databricks = [
    "databricks-sqlalchemy==1.0.5",
 ]
 db2 = ["ibm-db-sa>0.3.8, <=0.4.4"]
-denodo = ["denodo-sqlalchemy>=1.0.6,<2.1.0"]
+denodo = ["denodo-sqlalchemy>=2.0.5,<2.1.0"]
 dremio = ["sqlalchemy-dremio>=1.2.1, <4"]
 drill = ["sqlalchemy-drill>=1.1.10, <2"]
 druid = ["pydruid>=0.6.5,<0.7"]
-duckdb = ["duckdb>=1.4.2,<2", "duckdb-engine>=0.17.0"]
+duckdb = ["duckdb>=1.5.2,<2", "duckdb-engine>=0.17.0"]
 dynamodb = ["pydynamodb>=0.4.2"]
-solr = ["sqlalchemy-solr >= 0.2.0"]
+solr = ["sqlalchemy-solr >= 0.2.4.3"]
 elasticsearch = ["elasticsearch-dbapi>=0.2.13, <0.3.0"]
-exasol = ["sqlalchemy-exasol >= 2.4.0, < 8.0"]
-excel = ["xlrd>=1.2.0, <1.3"]
+exasol = ["sqlalchemy-exasol>=2.4.0, <8.0"]
+excel = ["xlrd>=2.0.2, <2.1"]
 fastmcp = [
    "fastmcp>=3.2.4,<4.0",
    # tiktoken backs the response-size-guard token estimator. Without
    # it, the middleware falls back to a coarser character-based
    # heuristic that under-counts JSON-heavy MCP responses.
-    "tiktoken>=0.7.0,<1.0",
+    "tiktoken>=0.13.0,<1.0",
 ]
 firebird = ["sqlalchemy-firebird>=0.7.0, <2.2"]
 firebolt = ["firebolt-sqlalchemy>=1.0.0, <2"]
-gevent = ["gevent>=23.9.1"]
+gevent = ["gevent>=26.4.0"]
 gsheets = ["shillelagh[gsheetsapi]>=1.4.4, <2"]
-hana = ["hdbcli==2.28.20", "sqlalchemy_hana==0.4.0"]
+hana = ["hdbcli==2.28.21", "sqlalchemy_hana==0.4.0"]
 hive = [
    "pyhive[hive]>=0.6.5;python_version<'3.11'",
    "pyhive[hive_pure_sasl]>=0.7.0",
    "tableschema",
-    "thrift>=0.14.1, <1.0.0",
+    "thrift>=0.23.0, <1.0.0",
    "thrift_sasl>=0.4.3, < 1.0.0",
 ]
 impala = ["impyla>0.16.2, <0.23"]
-kusto = ["sqlalchemy-kusto>=3.0.0, <4"]
+kusto = ["sqlalchemy-kusto>=3.1.2, <4"]
 kylin = ["kylinpy>=2.8.1, <2.9"]
-mssql = ["pymssql>=2.2.8, <3"]
+mssql = ["pymssql>=2.3.13, <3"]
 # motherduck is an alias for duckdb - MotherDuck works via the duckdb driver
 motherduck = ["apache-superset[duckdb]"]
 mysql = ["mysqlclient>=2.1.0, <3"]
 ocient = [
    "sqlalchemy-ocient>=1.0.0",
-    "pyocient>=1.0.15, <2",
+    "pyocient>=1.0.15, <4",
    "shapely",
    "geojson",
 ]
-oracle = ["cx-Oracle>8.0.0, <8.4"]
+oracle = ["oracledb>=2.0.0, <5"]
 parseable = ["sqlalchemy-parseable>=0.1.3,<0.2.0"]
 pinot = ["pinotdb>=5.0.0, <10.0.0"]
-playwright = ["playwright>=1.37.0, <2"]
+playwright = ["playwright>=1.60.0, <2"]
 postgres = ["psycopg2-binary==2.9.12"]
 presto = ["pyhive[presto]>=0.6.5"]
-trino = ["trino>=0.328.0"]
+trino = ["trino>=0.337.0"]
 prophet = ["prophet>=1.1.6, <2"]
 redshift = ["sqlalchemy-redshift>=0.8.1, <0.9"]
 risingwave = ["sqlalchemy-risingwave"]
 shillelagh = ["shillelagh[all]>=1.4.4, <2"]
 singlestore = ["sqlalchemy-singlestoredb>=1.1.1, <2"]
 snowflake = ["snowflake-sqlalchemy>=1.2.4, <2"]
-sqlite = ["syntaqlite>=0.1.0"]
+sqlite = ["syntaqlite>=0.1.0,<0.5.0"]
 spark = [
    "pyhive[hive]>=0.6.5;python_version<'3.11'",
    "pyhive[hive_pure_sasl]>=0.7",
    "tableschema",
-    "thrift>=0.14.1, <1",
+    "thrift>=0.23.0, <1",
 ]
 tdengine = [
    "taospy>=2.7.21",
-    "taos-ws-py>=0.3.8"
+    "taos-ws-py>=0.6.9"
 ]
 teradata = ["teradatasql>=16.20.0.23"]
 thumbnails = [] # deprecated, will be removed in 7.0
-vertica = ["sqlalchemy-vertica-python>= 0.5.9, < 0.7"]
+vertica = ["sqlalchemy-vertica-python>= 0.6.3, < 0.7"]
 netezza = ["nzalchemy>=11.0.2"]
-starrocks = ["starrocks>=1.0.0"]
+starrocks = ["starrocks>=1.3.3, <2"]
 doris = ["pydoris>=1.0.0, <2.0.0"]
-oceanbase = ["oceanbase_py>=0.0.1"]
-ydb = ["ydb-sqlalchemy>=0.1.2"]
+oceanbase = ["oceanbase_py>=0.0.1.2"]
+ydb = ["ydb-sqlalchemy>=0.1.22", "ydb-sqlglot-plugin>=0.2.5"]
 development = [
    # no bounds for apache-superset-extensions-cli until a stable version
    "apache-superset-extensions-cli",
@@ -216,26 +224,26 @@ development = [
    "docker",
    "flask-testing",
    "freezegun",
-    "grpcio>=1.55.3",
+    "grpcio>=1.81.1",
    "openapi-spec-validator",
    "parameterized",
    "pip",
    "polib",  # used by scripts/translations/ and their unit tests
    "pre-commit",
-    "progress>=1.5,<2",
+    "progress>=1.6.1,<2",
    "psutil",
    "pyfakefs",
-    "pyinstrument>=4.0.2,<6",
+    "pyinstrument>=5.1.2,<6",
    "pylint",
    "pytest<8.0.0", # hairy issue with pytest >=8 where current_app proxies are not set in time
    "pytest-asyncio",
    "pytest-cov",
    "pytest-mock",
-    "python-ldap>=3.4.4",
+    "python-ldap>=3.4.7",
    "ruff",
    "sqloxide",
    "statsd",
-    "syntaqlite>=0.1.0",
+    "syntaqlite>=0.4.2,<0.5.0",
 ]

 [project.urls]
@@ -367,7 +375,6 @@ select = [

 ignore = [
    "S101",
-    "PT004",  # Fixtures that don't return values - underscore prefix conflicts with pytest usage
    "PT006",
    "T201",
    "N999",
@@ -447,6 +454,7 @@ requirement_txt_file = "requirements/base.txt"
 authorized_licenses = [
    "academic free license (afl)",
    "any-osi",
+    "apache-2.0",
    "apache license 2.0",
    "apache software",
    "apache software, bsd",
@@ -456,6 +464,7 @@ authorized_licenses = [
    "isc license (iscl)",
    "isc license",
    "mit",
+    "mit and psf-2.0",
    "mit-cmu",
    "mozilla public license 2.0 (mpl 2.0)",
    "osi approved",
@@ -18,5 +18,30 @@
 testpaths =
    tests
 python_files = *_test.py test_*.py *_tests.py *viz/utils.py
-addopts = -p no:warnings
+# `-p no:warnings` temporarily disabled in favor of more finely tuned `filterwarnings`.
+#addopts = -p no:warnings
 asyncio_mode = auto
+
+# `ignore` is effectively equivalent to `-p no:warnings`.
+# Always print RemovedIn20Warning when SQLALCHEMY_WARN_20=1.
+# Additionally, raise errors for refactored RemovedIn20Warning cases to prevent regression.
+filterwarnings =
+    ignore
+    always::sqlalchemy.exc.RemovedIn20Warning
+    error:Passing a string to Connection.execute\(\) is deprecated:sqlalchemy.exc.RemovedIn20Warning
+#    error:"Query" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
+#    error:"SavedQuery" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
+#    error:"SqlaTable" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
+#    error:"SqlMetric" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
+#    error:"TableColumn" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
+#    error:"TaggedObject" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
+#    error:The ``as_declarative\(\)`` function is now available:sqlalchemy.exc.RemovedIn20Warning
+#    error:The autoload parameter is deprecated:sqlalchemy.exc.RemovedIn20Warning
+#    error:The connection.execute\(\) method:sqlalchemy.exc.RemovedIn20Warning
+#    error:The current statement is being autocommitted using implicit autocommit:sqlalchemy.exc.RemovedIn20Warning
+#    error:The `database` package is deprecated:sqlalchemy.exc.RemovedIn20Warning
+#    error:The ``declarative_base\(\)`` function is now available:sqlalchemy.exc.RemovedIn20Warning
+#    error:The Engine.execute\(\) method is considered legacy:sqlalchemy.exc.RemovedIn20Warning
+    error:The legacy calling style of select\(\) is deprecated:sqlalchemy.exc.RemovedIn20Warning
+#    error:The "whens" argument to case:sqlalchemy.exc.RemovedIn20Warning
+#    error:"User" object is being merged into a Session:sqlalchemy.exc.RemovedIn20Warning
@@ -26,11 +26,11 @@ filelock>=3.20.3,<4.0.0
 brotli>=1.2.0,<2.0.0
 numexpr>=2.9.0
 # Security: CVE-2026-34073 (MEDIUM) - Improper Certificate Validation
-cryptography>=46.0.7,<47.0.0
+cryptography>=48.0.0,<49.0.0
 # Security: Snyk - XSS vulnerability in Mako templates
 mako>=1.3.11,<2.0.0
 # Security: CVE-2024-52338 (CRITICAL) - Deserialization of untrusted data in IPC/Parquet readers
-pyarrow>=20.0.0,<21.0.0
+pyarrow>=24.0.0,<25.0.0
 # Security: CVE-2026-27459 - pyopenssl certificate validation
 pyopenssl>=26.0.0,<27.0.0
 # Security: CVE-2026-25645 (MEDIUM) - Insecure Temporary File
@@ -44,11 +44,10 @@ async_timeout>=4.0.0,<5.0.0
 # a bit of attention to bump.
 apispec>=6.0.0,<6.7.0

-# 1.4.1 appears to use much more memory, where the python test suite runs out of memory
-# causing CI to fail. 1.4.0 is the last version that works.
-# https://marshmallow-sqlalchemy.readthedocs.io/en/latest/changelog.html#id3
-# Opened this issue https://github.com/marshmallow-code/marshmallow-sqlalchemy/issues/665
-marshmallow-sqlalchemy>=1.3.0,<1.4.1
+# 1.4.1 introduced a memory regression that exhausts memory in the test suite
+# (https://github.com/marshmallow-code/marshmallow-sqlalchemy/issues/665). 1.4.2
+# claimed a fix but did not address the root cause; only 1.5.0 actually fixes it.
+marshmallow-sqlalchemy>=1.5.0

 # needed for python 3.12 support
 openapi-schema-validator>=0.6.3
@@ -58,3 +57,9 @@ openapi-schema-validator>=0.6.3
 # Known affected packages: Preset's 'clients' package
 # See docs/docs/contributing/pkg-resources-migration.md for details
 setuptools<81
+
+# google-auth 2.53+ dropped its transitive dependency on cachetools, which is
+# imported directly by superset.db_engine_specs.aws_iam. We declare cachetools
+# explicitly in pyproject.toml and pin google-auth to the post-drop range so
+# the install path is internally consistent (#40962).
+google-auth>=2.53.0,<3.0.0
@@ -45,12 +45,12 @@ cachelib==0.13.0
    #   flask-caching
    #   flask-session
 cachetools==6.2.1
-    # via google-auth
+    # via apache-superset (pyproject.toml)
 cattrs==25.1.1
    # via requests-cache
 celery==5.5.2
    # via apache-superset (pyproject.toml)
-certifi==2025.6.15
+certifi==2026.5.20
    # via
    #   requests
    #   selenium
@@ -60,7 +60,7 @@ cffi==2.0.0
    #   pynacl
 charset-normalizer==3.4.2
    # via requests
-click==8.2.1
+click==8.4.1
    # via
    #   apache-superset (pyproject.toml)
    #   celery
@@ -84,12 +84,13 @@ colorama==0.4.6
    #   flask-appbuilder
 cron-descriptor==1.4.5
    # via apache-superset (pyproject.toml)
-croniter==6.0.0
+croniter==6.2.2
    # via apache-superset (pyproject.toml)
-cryptography==46.0.7
+cryptography==48.0.1
    # via
    #   -r requirements/base.in
    #   apache-superset (pyproject.toml)
+    #   google-auth
    #   paramiko
    #   pyopenssl
 defusedxml==0.7.1
@@ -131,7 +132,7 @@ flask-caching==2.3.1
    # via apache-superset (pyproject.toml)
 flask-compress==1.17
    # via apache-superset (pyproject.toml)
-flask-cors==6.0.2
+flask-cors==6.0.5
    # via apache-superset (pyproject.toml)
 flask-jwt-extended==4.7.1
    # via flask-appbuilder
@@ -141,7 +142,7 @@ flask-login==0.6.3
    # via
    #   apache-superset (pyproject.toml)
    #   flask-appbuilder
-flask-migrate==3.1.0
+flask-migrate==4.1.0
    # via apache-superset (pyproject.toml)
 flask-session==0.8.0
    # via apache-superset (pyproject.toml)
@@ -151,7 +152,7 @@ flask-sqlalchemy==2.5.1
    #   flask-migrate
 flask-talisman==1.1.0
    # via apache-superset (pyproject.toml)
-flask-wtf==1.2.2
+flask-wtf==1.3.0
    # via
    #   apache-superset (pyproject.toml)
    #   flask-appbuilder
@@ -159,9 +160,11 @@ geographiclib==2.0
    # via geopy
 geopy==2.4.1
    # via apache-superset (pyproject.toml)
-google-auth==2.43.0
-    # via shillelagh
-greenlet==3.1.1
+google-auth==2.53.0
+    # via
+    #   -r requirements/base.in
+    #   shillelagh
+greenlet==3.5.1
    # via
    #   apache-superset (pyproject.toml)
    #   shillelagh
@@ -176,7 +179,7 @@ holidays==0.82
    # via apache-superset (pyproject.toml)
 humanize==4.12.3
    # via apache-superset (pyproject.toml)
-idna==3.10
+idna==3.15
    # via
    #   email-validator
    #   requests
@@ -194,7 +197,7 @@ jinja2==3.1.6
    # via
    #   flask
    #   flask-babel
-jsonpath-ng==1.7.0
+jsonpath-ng==1.8.0
    # via apache-superset (pyproject.toml)
 jsonschema==4.23.0
    # via
@@ -208,7 +211,7 @@ kombu==5.5.3
    # via celery
 limits==5.1.0
    # via flask-limiter
-mako==1.3.11
+mako==1.3.12
    # via
    #   -r requirements/base.in
    #   apache-superset (pyproject.toml)
@@ -223,13 +226,13 @@ markupsafe==3.0.2
    #   mako
    #   werkzeug
    #   wtforms
-marshmallow==3.26.2
+marshmallow==4.3.0
    # via
    #   apache-superset (pyproject.toml)
    #   flask-appbuilder
    #   marshmallow-sqlalchemy
    #   marshmallow-union
-marshmallow-sqlalchemy==1.4.0
+marshmallow-sqlalchemy==1.5.0
    # via
    #   -r requirements/base.in
    #   flask-appbuilder
@@ -237,11 +240,11 @@ marshmallow-union==0.1.15
    # via apache-superset (pyproject.toml)
 mdurl==0.1.2
    # via markdown-it-py
-msgpack==1.0.8
+msgpack==1.2.1
    # via apache-superset (pyproject.toml)
 msgspec==0.19.0
    # via flask-session
-nh3==0.2.21
+nh3==0.3.5
    # via apache-superset (pyproject.toml)
 numexpr==2.10.2
    # via -r requirements/base.in
@@ -270,7 +273,6 @@ packaging==25.0
    #   deprecation
    #   gunicorn
    #   limits
-    #   marshmallow
    #   shillelagh
 pandas==2.1.4
    # via apache-superset (pyproject.toml)
@@ -286,23 +288,19 @@ pillow==12.2.0
    # via apache-superset (pyproject.toml)
 platformdirs==4.3.8
    # via requests-cache
-ply==3.11
-    # via jsonpath-ng
 polyline==2.0.2
    # via apache-superset (pyproject.toml)
 prison==0.2.1
    # via flask-appbuilder
 prompt-toolkit==3.0.51
    # via click-repl
-pyarrow==20.0.0
+pyarrow==24.0.0
    # via
    #   -r requirements/base.in
    #   apache-superset (pyproject.toml)
    #   apache-superset-core
 pyasn1==0.6.3
-    # via
-    #   pyasn1-modules
-    #   rsa
+    # via pyasn1-modules
 pyasn1-modules==0.4.2
    # via google-auth
 pycparser==2.22
@@ -325,7 +323,7 @@ pyjwt==2.12.0
    #   redis
 pynacl==1.6.2
    # via paramiko
-pyopenssl==26.0.0
+pyopenssl==26.2.0
    # via
    #   -r requirements/base.in
    #   shillelagh
@@ -346,12 +344,11 @@ python-dotenv==1.2.2
    # via apache-superset (pyproject.toml)
 pytz==2025.2
    # via
-    #   croniter
    #   flask-babel
    #   pandas
 pyxlsb==1.0.10
    # via pandas
-pyyaml==6.0.2
+pyyaml==6.0.3
    # via
    #   apache-superset (pyproject.toml)
    #   apispec
@@ -378,15 +375,13 @@ rpds-py==0.25.0
    # via
    #   jsonschema
    #   referencing
-rsa==4.9.1
-    # via google-auth
-selenium==4.32.0
+selenium==4.44.0
    # via apache-superset (pyproject.toml)
 setuptools==80.9.0
    # via -r requirements/base.in
 shillelagh==1.4.4
    # via apache-superset (pyproject.toml)
-simplejson==3.20.1
+simplejson==4.1.1
    # via apache-superset (pyproject.toml)
 six==1.17.0
    # via
@@ -421,9 +416,9 @@ sqlglot==30.8.0
    #   apache-superset-core
 sshtunnel==0.4.0
    # via apache-superset (pyproject.toml)
-tabulate==0.9.0
+tabulate==0.10.0
    # via apache-superset (pyproject.toml)
-trio==0.30.0
+trio==0.33.0
    # via
    #   selenium
    #   trio-websocket
@@ -451,7 +446,7 @@ tzdata==2025.2
    #   pandas
 url-normalize==2.2.1
    # via requests-cache
-urllib3==2.6.3
+urllib3==2.7.0
    # via
    #   -r requirements/base.in
    #   requests
@@ -480,7 +475,7 @@ wrapt==1.17.2
    # via deprecated
 wsproto==1.2.0
    # via trio-websocket
-wtforms==3.2.1
+wtforms==3.2.2
    # via
    #   apache-superset (pyproject.toml)
    #   flask-appbuilder
@@ -490,7 +485,7 @@ wtforms-json==0.3.5
    # via apache-superset (pyproject.toml)
 xlrd==2.0.1
    # via pandas
-xlsxwriter==3.0.9
+xlsxwriter==3.2.9
    # via
    #   apache-superset (pyproject.toml)
    #   pandas
@@ -52,7 +52,7 @@ attrs==25.3.0
    #   referencing
    #   requests-cache
    #   trio
-authlib==1.6.9
+authlib==1.6.12
    # via fastmcp
 babel==2.17.0
    # via
@@ -100,7 +100,7 @@ cachelib==0.13.0
 cachetools==6.2.1
    # via
    #   -c requirements/base-constraint.txt
-    #   google-auth
+    #   apache-superset
    #   py-key-value-aio
 caio==0.9.25
    # via aiofile
@@ -112,7 +112,7 @@ celery==5.5.2
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-certifi==2025.6.15
+certifi==2026.5.20
    # via
    #   -c requirements/base-constraint.txt
    #   httpcore
@@ -130,7 +130,7 @@ charset-normalizer==3.4.2
    # via
    #   -c requirements/base-constraint.txt
    #   requests
-click==8.2.1
+click==8.4.1
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -174,15 +174,16 @@ cron-descriptor==1.4.5
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-croniter==6.0.0
+croniter==6.2.2
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-cryptography==46.0.7
+cryptography==48.0.1
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
    #   authlib
+    #   google-auth
    #   paramiko
    #   pyjwt
    #   pyopenssl
@@ -219,7 +220,7 @@ docstring-parser==0.17.0
    # via cyclopts
 docutils==0.22.2
    # via rich-rst
-duckdb==1.4.2
+duckdb==1.5.3
    # via
    #   apache-superset
    #   duckdb-engine
@@ -276,7 +277,7 @@ flask-compress==1.17
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-flask-cors==6.0.2
+flask-cors==6.0.5
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -293,7 +294,7 @@ flask-login==0.6.3
    #   -c requirements/base-constraint.txt
    #   apache-superset
    #   flask-appbuilder
-flask-migrate==3.1.0
+flask-migrate==4.1.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -312,12 +313,12 @@ flask-talisman==1.1.0
    #   apache-superset
 flask-testing==0.8.1
    # via apache-superset
-flask-wtf==1.2.2
+flask-wtf==1.3.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
    #   flask-appbuilder
-fonttools==4.55.0
+fonttools==4.60.2
    # via matplotlib
 freezegun==1.5.1
    # via apache-superset
@@ -331,7 +332,7 @@ geopy==2.4.1
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-gevent==24.2.1
+gevent==26.4.0
    # via apache-superset
 google-api-core==2.23.0
    # via
@@ -340,12 +341,13 @@ google-api-core==2.23.0
    #   google-cloud-core
    #   pandas-gbq
    #   sqlalchemy-bigquery
-google-auth==2.43.0
+google-auth==2.53.0
    # via
    #   -c requirements/base-constraint.txt
    #   google-api-core
    #   google-auth-oauthlib
    #   google-cloud-bigquery
+    #   google-cloud-bigquery-storage
    #   google-cloud-core
    #   pandas-gbq
    #   pydata-google-auth
@@ -360,7 +362,7 @@ google-cloud-bigquery==3.27.0
    #   apache-superset
    #   pandas-gbq
    #   sqlalchemy-bigquery
-google-cloud-bigquery-storage==2.19.1
+google-cloud-bigquery-storage==2.26.0
    # via pandas-gbq
 google-cloud-core==2.4.1
    # via google-cloud-bigquery
@@ -372,7 +374,7 @@ googleapis-common-protos==1.66.0
    # via
    #   google-api-core
    #   grpcio-status
-greenlet==3.1.1
+greenlet==3.5.1
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -381,7 +383,7 @@ greenlet==3.1.1
    #   sqlalchemy
 griffelib==2.0.2
    # via fastmcp
-grpcio==1.71.0
+grpcio==1.81.1
    # via
    #   apache-superset
    #   google-api-core
@@ -421,7 +423,7 @@ humanize==4.12.3
    #   apache-superset
 identify==2.5.36
    # via pre-commit
-idna==3.10
+idna==3.15
    # via
    #   -c requirements/base-constraint.txt
    #   anyio
@@ -470,7 +472,7 @@ jmespath==1.1.0
    # via
    #   boto3
    #   botocore
-jsonpath-ng==1.7.0
+jsonpath-ng==1.8.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -506,7 +508,9 @@ limits==5.1.0
    # via
    #   -c requirements/base-constraint.txt
    #   flask-limiter
-mako==1.3.11
+lz4==4.4.5
+    # via trino
+mako==1.3.12
    # via
    #   -c requirements/base-constraint.txt
    #   alembic
@@ -526,14 +530,14 @@ markupsafe==3.0.2
    #   mako
    #   werkzeug
    #   wtforms
-marshmallow==3.26.2
+marshmallow==4.3.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
    #   flask-appbuilder
    #   marshmallow-sqlalchemy
    #   marshmallow-union
-marshmallow-sqlalchemy==1.4.0
+marshmallow-sqlalchemy==1.5.0
    # via
    #   -c requirements/base-constraint.txt
    #   flask-appbuilder
@@ -555,7 +559,7 @@ more-itertools==10.8.0
    # via
    #   jaraco-classes
    #   jaraco-functools
-msgpack==1.0.8
+msgpack==1.2.1
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -565,7 +569,7 @@ msgspec==0.19.0
    #   flask-session
 mysqlclient==2.2.6
    # via apache-superset
-nh3==0.2.21
+nh3==0.3.5
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -607,6 +611,8 @@ ordered-set==4.1.0
    # via
    #   -c requirements/base-constraint.txt
    #   flask-limiter
+orjson==3.11.9
+    # via trino
 outcome==1.3.0.post0
    # via
    #   -c requirements/base-constraint.txt
@@ -625,7 +631,6 @@ packaging==25.0
    #   google-cloud-bigquery
    #   gunicorn
    #   limits
-    #   marshmallow
    #   matplotlib
    #   pytest
    #   shillelagh
@@ -673,10 +678,6 @@ platformdirs==4.3.8
    #   virtualenv
 pluggy==1.5.0
    # via pytest
-ply==3.11
-    # via
-    #   -c requirements/base-constraint.txt
-    #   jsonpath-ng
 polib==1.2.0
    # via apache-superset
 polyline==2.0.2
@@ -689,7 +690,7 @@ prison==0.2.1
    # via
    #   -c requirements/base-constraint.txt
    #   flask-appbuilder
-progress==1.6
+progress==1.6.1
    # via apache-superset
 prompt-toolkit==3.0.51
    # via
@@ -701,7 +702,7 @@ proto-plus==1.25.0
    # via
    #   google-api-core
    #   google-cloud-bigquery-storage
-protobuf==4.25.8
+protobuf==5.29.6
    # via
    #   google-api-core
    #   google-cloud-bigquery-storage
@@ -714,7 +715,7 @@ psycopg2-binary==2.9.12
    # via apache-superset
 py-key-value-aio==0.4.4
    # via fastmcp
-pyarrow==20.0.0
+pyarrow==24.0.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -726,7 +727,6 @@ pyasn1==0.6.3
    #   -c requirements/base-constraint.txt
    #   pyasn1-modules
    #   python-ldap
-    #   rsa
 pyasn1-modules==0.4.2
    # via
    #   -c requirements/base-constraint.txt
@@ -767,7 +767,7 @@ pygments==2.20.0
    #   rich
 pyhive==0.7.0
    # via apache-superset
-pyinstrument==4.4.0
+pyinstrument==5.1.2
    # via apache-superset
 pyjwt==2.12.0
    # via
@@ -783,7 +783,7 @@ pynacl==1.6.2
    # via
    #   -c requirements/base-constraint.txt
    #   paramiko
-pyopenssl==26.0.0
+pyopenssl==26.2.0
    # via
    #   -c requirements/base-constraint.txt
    #   shillelagh
@@ -837,14 +837,13 @@ python-dotenv==1.2.2
    #   apache-superset
    #   fastmcp
    #   pydantic-settings
-python-ldap==3.4.4
+python-ldap==3.4.7
    # via apache-superset
-python-multipart==0.0.20
+python-multipart==0.0.29
    # via mcp
 pytz==2025.2
    # via
    #   -c requirements/base-constraint.txt
-    #   croniter
    #   flask-babel
    #   pandas
    #   trino
@@ -852,7 +851,7 @@ pyxlsb==1.0.10
    # via
    #   -c requirements/base-constraint.txt
    #   pandas
-pyyaml==6.0.2
+pyyaml==6.0.3
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -914,17 +913,13 @@ rpds-py==0.25.0
    #   -c requirements/base-constraint.txt
    #   jsonschema
    #   referencing
-rsa==4.9.1
-    # via
-    #   -c requirements/base-constraint.txt
-    #   google-auth
 ruff==0.9.7
    # via apache-superset
 s3transfer==0.16.0
    # via boto3
 secretstorage==3.5.0
    # via keyring
-selenium==4.32.0
+selenium==4.44.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -942,7 +937,7 @@ shillelagh==1.4.4
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-simplejson==3.20.1
+simplejson==4.1.1
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -979,7 +974,7 @@ sqlalchemy==1.4.54
    #   shillelagh
    #   sqlalchemy-bigquery
    #   sqlalchemy-utils
-sqlalchemy-bigquery==1.15.0
+sqlalchemy-bigquery==1.17.0
    # via apache-superset
 sqlalchemy-utils==0.42.0
    # via
@@ -1004,13 +999,13 @@ starlette==0.49.1
    # via mcp
 statsd==4.0.1
    # via apache-superset
-syntaqlite==0.1.0
+syntaqlite==0.4.2
    # via apache-superset
-tabulate==0.9.0
+tabulate==0.10.0
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
-tiktoken==0.12.0
+tiktoken==0.13.0
    # via apache-superset
 tomli-w==1.2.0
    # via apache-superset-extensions-cli
@@ -1020,9 +1015,9 @@ tqdm==4.67.1
    # via
    #   cmdstanpy
    #   prophet
-trino==0.330.0
+trino==0.337.0
    # via apache-superset
-trio==0.30.0
+trio==0.33.0
    # via
    #   -c requirements/base-constraint.txt
    #   selenium
@@ -1040,6 +1035,7 @@ typing-extensions==4.15.0
    #   apache-superset-core
    #   cattrs
    #   exceptiongroup
+    #   grpcio
    #   limits
    #   mcp
    #   opentelemetry-api
@@ -1071,7 +1067,7 @@ url-normalize==2.2.1
    # via
    #   -c requirements/base-constraint.txt
    #   requests-cache
-urllib3==2.6.3
+urllib3==2.7.0
    # via
    #   -c requirements/base-constraint.txt
    #   botocore
@@ -1089,7 +1085,7 @@ vine==5.1.0
    #   amqp
    #   celery
    #   kombu
-virtualenv==20.29.2
+virtualenv==20.36.1
    # via pre-commit
 watchdog==6.0.0
    # via
@@ -1124,7 +1120,7 @@ wsproto==1.2.0
    # via
    #   -c requirements/base-constraint.txt
    #   trio-websocket
-wtforms==3.2.1
+wtforms==3.2.2
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -1139,7 +1135,7 @@ xlrd==2.0.1
    # via
    #   -c requirements/base-constraint.txt
    #   pandas
-xlsxwriter==3.0.9
+xlsxwriter==3.2.9
    # via
    #   -c requirements/base-constraint.txt
    #   apache-superset
@@ -1154,3 +1150,4 @@ zstandard==0.23.0
    # via
    #   -c requirements/base-constraint.txt
    #   flask-compress
+    #   trino
@@ -30,7 +30,7 @@ from flask import current_app
 from flask_appbuilder import Model
 from flask_migrate import downgrade, upgrade
 from progress.bar import ChargingBar
-from sqlalchemy import create_engine, inspect
+from sqlalchemy import create_engine, inspect, text
 from sqlalchemy.ext.automap import automap_base

 from superset import db
@@ -154,7 +154,7 @@ def main(  # noqa: C901

    print(f"Migration goes from {down_revision} to {revision}")
    current_revision = db.engine.execute(
-        "SELECT version_num FROM alembic_version"
+        text("SELECT version_num FROM alembic_version")
    ).scalar()
    print(f"Current version of the DB is {current_revision}")

@@ -31,7 +31,9 @@ PATTERNS = {
        r"^superset/",
        r"^scripts/",
        r"^setup\.py",
+        r"^pyproject\.toml$",
        r"^requirements/.+\.txt",
+        r"^pyproject\.toml",
        r"^.pylintrc",
    ],
    "frontend": [
@@ -155,7 +157,7 @@ def main(event_type: str, sha: str, repo: str) -> None:

 def get_git_sha() -> str:
    return os.getenv("GITHUB_SHA") or subprocess.check_output(  # noqa: S603
-        ["git", "rev-parse", "HEAD"]  # noqa: S607
+        ["git", "rev-parse", "HEAD"]  # noqa: S603, S607
    ).strip().decode("utf-8")


@@ -55,10 +55,21 @@ msgcat --sort-by-msgid --no-wrap --no-location superset/translations/messages.po
 cat $LICENSE_TMP superset/translations/messages.pot > messages.pot.tmp \
  && mv messages.pot.tmp superset/translations/messages.pot

+# --no-fuzzy-matching: when a *new* source string is added, Babel's fuzzy
+# matcher otherwise guesses a "close" existing translation and marks it
+# `#, fuzzy` in every language catalog. Those guesses are (a) usually wrong
+# (e.g. a new "valuename" string mapped onto an unrelated "table name"
+# translation) and (b) counted by check_translation_regression.py as a
+# regression, so every PR that merely adds a translatable string failed the
+# babel-extract check. Disabling fuzzy matching means new strings land as
+# cleanly untranslated (empty msgstr) instead — accurate, and no spurious
+# regression. Renames likewise drop the stale translation rather than
+# stranding a wrong guess; the string is re-translated by the community.
 pybabel update \
  -i superset/translations/messages.pot \
  -d superset/translations \
-  --ignore-obsolete
+  --ignore-obsolete \
+  --no-fuzzy-matching

 # Chop off last blankline from po/pot files, see https://github.com/python-babel/babel/issues/799
 for file in $( find superset/translations/** );
@@ -69,6 +69,24 @@ DEFAULT_INDEX = TRANSLATIONS_DIR / "translation_index.json"
 DEFAULT_MODEL = "claude-sonnet-4-6"
 DEFAULT_BATCH_SIZE = 50

+_ASF_LICENSE_HEADER = """\
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+"""
+
 # Language names for the prompt, keyed by ISO code
 LANGUAGE_NAMES: dict[str, str] = {
    "ar": "Arabic",
@@ -88,6 +106,7 @@ LANGUAGE_NAMES: dict[str, str] = {
    "ru": "Russian",
    "sk": "Slovak",
    "sl": "Slovenian",
+    "sr": "Serbian",
    "tr": "Turkish",
    "uk": "Ukrainian",
    "zh": "Chinese (Simplified)",
@@ -95,6 +114,19 @@ LANGUAGE_NAMES: dict[str, str] = {
 }


+def _ensure_license_header(po_path: Path, *, dry_run: bool = False) -> None:
+    """Prepend the ASF license header to the .po file if it is missing."""
+    content = po_path.read_text(encoding="utf-8")
+    if "Licensed to the Apache Software Foundation" not in content:
+        if dry_run:
+            print(
+                f"[dry-run] Would add ASF license header to {po_path}", file=sys.stderr
+            )
+        else:
+            po_path.write_text(_ASF_LICENSE_HEADER + content, encoding="utf-8")
+            print(f"Added ASF license header to {po_path}", file=sys.stderr)
+
+
 def _lang_name(code: str) -> str:
    """Return a human-readable language name for an ISO language code."""
    return LANGUAGE_NAMES.get(code, code)
@@ -510,6 +542,8 @@ def backfill(
    with open(index_path, encoding="utf-8") as f:
        index: dict[str, Any] = json.load(f)

+    _ensure_license_header(po_path, dry_run=dry_run)
+
    print(f"Loading {po_path} …", file=sys.stderr)
    cat = polib.pofile(str(po_path))

@@ -18,14 +18,32 @@
 """
 Check that source-code changes don't cause translation regressions.

+What counts as a regression
+---------------------------
+A regression is an *existing translation that a source change invalidated*.
+The check keys on the **increase in fuzzy entries** rather than a drop in the
+translated count, because a count drop happens identically for a benign
+*deletion* and a real *rename*, so it cannot distinguish the two — whereas a
+``#, fuzzy`` marker unambiguously flags a stranded translation.
+
+Note ``babel_update.sh`` runs ``pybabel update`` with ``--no-fuzzy-matching``,
+so *adding* (or renaming) a source string does **not** auto-generate a fuzzy
+guess against an unrelated existing translation — new strings land as cleanly
+untranslated (empty ``msgstr``). This deliberately avoids the prior behaviour
+where *every* PR that merely added a translatable string tripped this check on
+spurious fuzzies. As a result the check now guards against ``#, fuzzy`` entries
+that arrive another way — e.g. a committed ``.po`` edit — rather than ones the
+update step synthesises. *Deleting* a string is still not a regression: with
+``--ignore-obsolete`` it is simply dropped and no fuzzy is created.
+
 Usage
 -----
-Count non-fuzzy translated entries in all .po files and write JSON to stdout:
+Count translated + fuzzy entries in all .po files and write JSON to stdout:

    python check_translation_regression.py --count

 Compare the current .po state against a previously-recorded baseline and fail
-if any language lost translations:
+if a source change invalidated existing translations (new fuzzies):

    python check_translation_regression.py --compare /path/to/before.json

@@ -44,13 +62,14 @@ Typical CI workflow
 1. Create a base-branch worktree alongside the PR worktree
 2. Run babel_update.sh in the base worktree (extract from BASE source)
 3. Record baseline:  python ... --count --translations-dir BASE_TREE > before.json
-4. Run babel_update.sh in the PR worktree (extract from PR source) starting
-   from the same pristine BASE translations
+4. Run babel_update.sh in the PR worktree (extract from PR source and keep
+   any committed PR .po updates)
 5. Compare:  python ... --compare before.json [--report report.md]

-Comparing two babel_update outputs that started from the same BASE .po files
-isolates regressions caused by the PR's source diff from any pre-existing
-drift on the base branch.
+Running babel_update on the base branch first isolates regressions caused by
+the PR's source diff from any pre-existing drift on the base branch, while the
+PR worktree run still allows committed .po updates to resolve the fuzzies (and
+thus clear the regression) before merging.
 """

 import argparse
@@ -70,8 +89,13 @@ DEFAULT_TRANSLATIONS_DIR = (
 SKIP_LANGS = {"en"}


-def count_translated(po_file: Path) -> int:
-    """Return the number of non-fuzzy translated messages in a .po file.
+def count_stats(po_file: Path) -> dict[str, int]:
+    """Return ``{"translated": int, "fuzzy": int}`` for a .po file.
+
+    ``translated`` is the number of non-fuzzy translated messages; ``fuzzy`` is
+    the number of fuzzy translations. The fuzzy count is what the regression
+    check keys on — a source rename invalidates an existing translation by
+    making it fuzzy, whereas a deletion simply drops it (``--ignore-obsolete``).

    Raises:
        subprocess.CalledProcessError: if ``msgfmt`` fails (e.g. malformed
@@ -89,29 +113,50 @@ def count_translated(po_file: Path) -> int:
        check=True,
    )
    # stderr: "123 translated messages, 4 fuzzy translations, 56 untranslated messages."
-    match = re.search(r"(\d+) translated message", result.stderr)
-    if not match:
+    # The fuzzy and untranslated clauses are omitted by msgfmt when they are 0.
+    translated_match = re.search(r"(\d+) translated message", result.stderr)
+    if not translated_match:
        raise RuntimeError(
            f"Could not parse msgfmt --statistics output for {po_file}: "
            f"{result.stderr!r}"
        )
-    return int(match.group(1))
+    fuzzy_match = re.search(r"(\d+) fuzzy translation", result.stderr)
+    return {
+        "translated": int(translated_match.group(1)),
+        "fuzzy": int(fuzzy_match.group(1)) if fuzzy_match else 0,
+    }


-def get_counts(translations_dir: Path) -> dict[str, int]:
-    counts: dict[str, int] = {}
+def get_counts(
+    translations_dir: Path,
+    failures: Optional[set[str]] = None,
+) -> dict[str, dict[str, int]]:
+    """Count translated/fuzzy entries for every ``.po`` file in a directory.
+
+    If ``failures`` is provided, the name of each language whose ``.po`` file
+    is present on disk but could not be counted (msgfmt non-zero exit, or
+    unparseable output) is added to it. Such a language is deliberately absent
+    from the returned mapping — but, unlike a language whose catalog was simply
+    deleted, it must not be mistaken for an intentional removal: a caller that
+    cares about the distinction (see :func:`cmd_compare`) can inspect
+    ``failures`` and treat it as a hard error.
+    """
+    counts: dict[str, dict[str, int]] = {}
    for po_file in sorted(translations_dir.glob("*/LC_MESSAGES/messages.po")):
        lang = po_file.parent.parent.name
        if lang in SKIP_LANGS:
            continue
        try:
-            counts[lang] = count_translated(po_file)
+            counts[lang] = count_stats(po_file)
        except (subprocess.CalledProcessError, RuntimeError) as exc:
            # A malformed .po file (msgfmt non-zero exit, or stderr we
            # can't parse) is a real problem worth seeing, but it shouldn't
            # take the whole regression check down with it — that would
-            # hide every other language's status. Skip and warn instead;
-            # the missing lang will not appear in the comparison output.
+            # hide every other language's status. Skip and warn here; the
+            # caller is told which langs failed via ``failures`` so it can
+            # decide whether a present-but-uncountable catalog is fatal.
+            if failures is not None:
+                failures.add(lang)
            print(
                f"WARNING: skipping {lang} — {po_file} could not be counted: {exc}",
                file=sys.stderr,
@@ -119,18 +164,42 @@ def get_counts(translations_dir: Path) -> dict[str, int]:
    return counts


+def _normalize(entry: object) -> dict[str, int]:
+    """Coerce a baseline entry into ``{"translated", "fuzzy"}``.
+
+    Tolerates the legacy baseline format where each language mapped directly to
+    an integer translated count (no fuzzy data); such entries contribute a
+    fuzzy baseline of 0.
+    """
+    if isinstance(entry, dict):
+        return {
+            "translated": int(entry.get("translated", 0)),
+            "fuzzy": int(entry.get("fuzzy", 0)),
+        }
+    if isinstance(entry, int):
+        return {"translated": entry, "fuzzy": 0}
+    raise TypeError(f"Unsupported baseline entry: {entry!r}")
+
+
 def build_regression_report(regressions: list[tuple[str, int, int]]) -> str:
-    """Build a markdown report for posting as a PR comment."""
+    """Build a markdown report for posting as a PR comment.
+
+    Each regression tuple is ``(lang, before_fuzzy, after_fuzzy)``.
+    """
    rows = "\n".join(
-        f"| `{lang}` | {b} | {a} | -{b - a} |" for lang, b, a in regressions
+        f"| `{lang}` | {b} | {a} | +{a - b} |" for lang, b, a in regressions
    )
    affected = ", ".join(f"`{lang}`" for lang, _, _ in regressions)
    return (
        "## ⚠️ Translation Regression Detected\n\n"
-        f"This PR causes existing translations to become fuzzy or be removed "
-        f"in {affected}. Please fix the affected `.po` files before merging.\n\n"
-        "| Language | Before | After | Lost |\n"
-        "|----------|-------:|------:|-----:|\n"
+        f"A source change in this PR renamed or reworded strings, invalidating "
+        f"existing translations (they are now `#, fuzzy`) in {affected}. Please "
+        f"resolve the affected `.po` files before merging.\n\n"
+        "_Note: intentionally **deleting** a translatable string is not a "
+        "regression and is not flagged here — only translations invalidated by "
+        "a renamed/reworded source string are._\n\n"
+        "| Language | Fuzzy before | Fuzzy after | New |\n"
+        "|----------|-------------:|------------:|----:|\n"
        f"{rows}\n\n"
        "### How to fix\n\n"
        "**1. Install dependencies** (if not already set up):\n\n"
@@ -168,26 +237,49 @@ def cmd_compare(
    report_path: Optional[str] = None,
 ) -> None:
    with open(before_path) as f:
-        before: dict[str, int] = json.load(f)
+        before_raw: dict[str, object] = json.load(f)
+    before = {lang: _normalize(entry) for lang, entry in before_raw.items()}

-    after = get_counts(translations_dir)
+    failures: set[str] = set()
+    after = get_counts(translations_dir, failures=failures)

+    # A baseline language whose catalog is *missing* from `after` is fine —
+    # that's an intentional catalog deletion (handled below like any other
+    # deletion). But a language whose .po file is still present yet could not
+    # be counted (msgfmt failed / output unparseable) is a hard error: leaving
+    # it out silently would let a corrupt catalog pass as "no regression".
+    broken = sorted(lang for lang in failures if lang in before)
+    if broken:
+        print("Translation check failed!\n")
+        for lang in broken:
+            print(f"  {lang}: catalog present but could not be counted (msgfmt error)")
+        print(
+            "\nFix the malformed .po file(s) above before merging — a catalog "
+            "that cannot be parsed must not be silently dropped."
+        )
+        sys.exit(1)
+
+    # A regression is an *increase* in fuzzy entries: the PR's source diff
+    # renamed/reworded strings, leaving their committed translations stranded.
+    # A plain drop in the translated count is NOT used — deleting a string
+    # lowers it identically to a rename but is a legitimate change, and with
+    # `pybabel update --ignore-obsolete` a deletion creates no fuzzy entry.
    regressions: list[tuple[str, int, int]] = []
-    for lang, before_count in sorted(before.items()):
-        after_count = after.get(lang, 0)
-        if after_count < before_count:
-            regressions.append((lang, before_count, after_count))
+    for lang, before_stats in sorted(before.items()):
+        after_stats = after.get(lang, {"translated": 0, "fuzzy": 0})
+        if after_stats["fuzzy"] > before_stats["fuzzy"]:
+            regressions.append((lang, before_stats["fuzzy"], after_stats["fuzzy"]))

    if regressions:
        print("Translation regression detected!\n")
        for lang, b, a in regressions:
-            lost = b - a
-            print(f"  {lang}: {b} -> {a}  (-{lost} string(s) became fuzzy or removed)")
+            print(
+                f"  {lang}: {a - b} translation(s) invalidated "
+                f"(fuzzy {b} -> {a}) by a renamed/reworded source string"
+            )
        print(
-            "\nStrings renamed or deleted by this PR invalidated existing translations."
-        )
-        print(
-            "Update the affected .po files to restore the lost entries before merging."
+            "\nResolve the newly-fuzzy entries in the affected .po files "
+            "before merging."
        )
        if report_path:
            Path(report_path).write_text(
@@ -198,15 +290,15 @@ def cmd_compare(
    # All good — print a summary so it's easy to read in CI logs.
    print("No translation regressions.\n")
    for lang in sorted(after):
-        b = before.get(lang, 0)
-        a = after[lang]
-        if a > b:
-            delta = f"+{a - b}"
-        elif a == b:
-            delta = "no change"
-        else:
-            delta = f"-{b - a}"
-        print(f"  {lang}: {b} -> {a}  ({delta})")
+        before_stats = before.get(lang, {"translated": 0, "fuzzy": 0})
+        after_stats = after[lang]
+        t_delta = after_stats["translated"] - before_stats["translated"]
+        f_delta = after_stats["fuzzy"] - before_stats["fuzzy"]
+        print(
+            f"  {lang}: translated {before_stats['translated']} -> "
+            f"{after_stats['translated']} ({t_delta:+d}), fuzzy "
+            f"{before_stats['fuzzy']} -> {after_stats['fuzzy']} ({f_delta:+d})"
+        )


 def main() -> None:
--- a/Show More
+++ b/Show More