fix(mcp): resolve E402 and E501 in dataset_validator.py

- Move error_schemas import above _C TypeVar definition (E402)
- Split two over-length comment lines to ≤88 chars (E501, lines 268 and 380)

.asf.yaml

@@ -24,7 +24,9 @@ notifications:
   discussions: notifications@superset.apache.org
 
 github:
-  del_branch_on_merge: true
+  pull_requests:
+    del_branch_on_merge: true
+    allow_update_branch: true
   description: "Apache Superset is a Data Visualization and Data Exploration Platform"
   homepage: https://superset.apache.org/
   labels:

.github/CODEOWNERS

@@ -22,6 +22,11 @@
 
 /.github/ @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @sadpandajoe @hainenber
 
+# Notify PMC members of changes to CI-executed scripts (supply-chain risk:
+# scripts/ files run directly in CI workflows and can execute arbitrary code)
+
+/scripts/ @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @sadpandajoe @hainenber
+
 # Notify PMC members of changes to required GitHub Actions
 
 /.asf.yaml @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @Antonio-RiveroMartnez
@@ -31,6 +36,10 @@
 **/*.geojson @villebro @rusackas
 /superset-frontend/plugins/legacy-plugin-chart-country-map/ @villebro @rusackas
 
+# Notify translation maintainers of changes to translations
+
+/superset/translations/ @sfirke
+
 # Notify PMC members of changes to extension-related files
 
 /docs/developer_portal/extensions/ @michael-s-molina @villebro @rusackas

.github/SECURITY.md

@@ -18,10 +18,32 @@ e-mail address [security@superset.apache.org](mailto:security@superset.apache.or
 More details can be found on the ASF website at
 [ASF vulnerability reporting process](https://apache.org/security/#reporting-a-vulnerability)
 
-We kindly ask you to include the following information in your report:
-- Apache Superset version that you are using
-- A sanitized copy of your `superset_config.py` file or any config overrides
-- Detailed steps to reproduce the 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.
+
+**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.
+
+**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
@@ -29,6 +51,13 @@ reported to the maintainers of those projects. Results from security scans of Ap
 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

.github/actions/setup-docker/action.yml

@@ -26,16 +26,16 @@ runs:
 
     - name: Set up QEMU
       if: ${{ inputs.build == 'true' }}
-      uses: docker/setup-qemu-action@v3
+      uses: docker/setup-qemu-action@29109295f81e9208d7d86ff1c6c12d2833863392 # v3.6.0
 
     - name: Set up Docker Buildx
       if: ${{ inputs.build == 'true' }}
-      uses: docker/setup-buildx-action@v3
+      uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
     - name: Try to login to DockerHub
       if: ${{ inputs.login-to-dockerhub == 'true' }}
       continue-on-error: true
-      uses: docker/login-action@v3
+      uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
       with:
         username: ${{ inputs.dockerhub-user }}
         password: ${{ inputs.dockerhub-token }}

.github/dependabot.yml

@@ -4,6 +4,10 @@ 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"
 
@@ -33,6 +37,10 @@ updates:
       # `just-handlerbars-helpers` library in plugin-chart-handlebars requires `currencyformatter`` to be < 2
       - dependency-name: "currencyformatter.js"
         update-types: ["version-update:semver-major"]
+      # TODO: remove below clause once https://github.com/pmmmwh/react-refresh-webpack-plugin/pull/940 lands onto a future release
+      # 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
@@ -51,15 +59,13 @@ updates:
     versioning-strategy: increase
 
 
-  # NOTE: `uv` support is in beta, more details here:
-  # https://github.com/dependabot/dependabot-core/pull/10040#issuecomment-2696978430
-  - package-ecosystem: "uv"
-    directory: "requirements/"
+  - package-ecosystem: "pip"
+    directory: "/"
     open-pull-requests-limit: 10
     schedule:
       interval: "weekly"
     labels:
-      - uv
+      - pip
       - dependabot
 
   - package-ecosystem: "npm"

.github/labeler.yml

@@ -17,6 +17,11 @@
   - any-glob-to-any-file:
     - 'superset/migrations/**'
 
+"risk:ci-script":
+- changed-files:
+  - any-glob-to-any-file:
+    - 'scripts/**'
+
 ############################################
 # Dependencies
 ############################################
@@ -72,6 +77,11 @@
   - any-glob-to-any-file:
     - 'superset/translations/zh/**'
 
+"i18n:czech":
+- changed-files:
+  - any-glob-to-any-file:
+    - 'superset/translations/cs/**'
+
 "i18n:traditional-chinese":
 - changed-files:
   - any-glob-to-any-file:
@@ -117,6 +127,11 @@
   - any-glob-to-any-file:
     - 'superset/translations/sk/**'
 
+"i18n:latvian":
+- changed-files:
+  - any-glob-to-any-file:
+    - 'superset/translations/lv/**'
+
 "i18n:ukrainian":
 - changed-files:
   - any-glob-to-any-file:

.github/workflows/bashlib.sh

@@ -127,6 +127,20 @@ playwright_testdata() {
   superset load_test_users
   superset load_examples
   superset init
+  # Enable DML on the examples database so Playwright tests can create/drop
+  # temporary tables via SQL Lab without depending on external data sources.
+  superset shell <<'PYEOF'
+import sys
+from superset.extensions import db
+from superset.models.core import Database
+examples_db = db.session.query(Database).filter_by(database_name='examples').first()
+if not examples_db:
+    sys.exit('ERROR: examples database not found. load_examples may have failed.')
+
+examples_db.allow_dml = True
+db.session.commit()
+print('Enabled allow_dml on examples database')
+PYEOF
   say "::endgroup::"
 }
 

.github/workflows/bump-python-package.yml

@@ -32,7 +32,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: true
           ref: master
@@ -41,7 +41,7 @@ jobs:
         uses: ./.github/actions/setup-supersetbot/
 
       - name: Set up Python ${{ inputs.python-version }}
-        uses: actions/setup-python@v6
+        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
         with:
           python-version: "3.10"
 
@@ -51,27 +51,31 @@ jobs:
       - name: supersetbot bump-python -p "${{ github.event.inputs.package }}"
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          INPUT_PACKAGE: ${{ github.event.inputs.package }}
+          INPUT_GROUP: ${{ github.event.inputs.group }}
+          INPUT_EXTRA_FLAGS: ${{ github.event.inputs.extra-flags }}
+          INPUT_LIMIT: ${{ github.event.inputs.limit }}
         run: |
           git config --global user.email "action@github.com"
           git config --global user.name "GitHub Action"
 
           PACKAGE_OPT=""
-          if [ -n "${{ github.event.inputs.package }}" ]; then
-            PACKAGE_OPT="-p ${{ github.event.inputs.package }}"
+          if [ -n "${INPUT_PACKAGE}" ]; then
+            PACKAGE_OPT="-p ${INPUT_PACKAGE}"
           fi
 
           GROUP_OPT=""
-          if [ -n "${{ github.event.inputs.group }}" ]; then
-            GROUP_OPT="-g ${{ github.event.inputs.group }}"
+          if [ -n "${INPUT_GROUP}" ]; then
+            GROUP_OPT="-g ${INPUT_GROUP}"
           fi
 
-          EXTRA_FLAGS="${{ github.event.inputs.extra-flags }}"
+          EXTRA_FLAGS="${INPUT_EXTRA_FLAGS}"
 
           supersetbot bump-python \
             --verbose \
             --use-current-repo \
             --include-subpackages \
-            --limit ${{ github.event.inputs.limit }} \
+            --limit ${INPUT_LIMIT} \
             $PACKAGE_OPT \
             $GROUP_OPT \
             $EXTRA_FLAGS

.github/workflows/cancel_duplicates.yml

@@ -31,7 +31,7 @@ jobs:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
         if: steps.check_queued.outputs.count >= 20
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
 
       - name: Cancel duplicate workflow runs
         if: steps.check_queued.outputs.count >= 20

.github/workflows/check-python-deps.yml

@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/check_db_migration_confict.yml

@@ -25,9 +25,9 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
       - name: Check and notify
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{ github.token }}
           script: |

.github/workflows/claude.yml

@@ -44,7 +44,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Comment access denied
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           script: |
             const message = `👋 Hi @${{ github.event.comment.user.login || github.event.review.user.login || github.event.issue.user.login }}!
@@ -71,12 +71,12 @@ jobs:
       id-token: write
     steps:
     - name: Checkout repository
-      uses: actions/checkout@v6
+      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
       with:
         fetch-depth: 1
 
     - name: Run Claude PR Action
-      uses: anthropics/claude-code-action@beta
+      uses: anthropics/claude-code-action@5fb899572b81d2bb648d4d187173a2f423a9677c # beta
       with:
         anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
         timeout_minutes: "60"

.github/workflows/codeql-analysis.yml

@@ -31,7 +31,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
 
       - name: Check for file changes
         id: check

.github/workflows/dependency-review.yml

@@ -27,9 +27,9 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout Repository"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
       - name: "Dependency Review"
-        uses: actions/dependency-review-action@v4
+        uses: actions/dependency-review-action@2031cfc080254a8a887f58cffee85186f0e49e48 # v4.9.0
         continue-on-error: true
         with:
           fail-on-severity: critical
@@ -49,7 +49,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: "Checkout Repository"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
 
       - name: Setup Python
         uses: ./.github/actions/setup-backend/

.github/workflows/docker.yml

@@ -42,7 +42,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
 
@@ -101,23 +101,6 @@ jobs:
           docker images $IMAGE_TAG
           docker history $IMAGE_TAG
 
-      # Scan for vulnerabilities in built container image after pushes to mainline branch.
-      - name: Run Trivy container image vulnerabity scan
-        if: github.event_name == 'push' && github.ref == 'refs/heads/master' && (steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker) && matrix.build_preset == 'lean'
-        uses: aquasecurity/trivy-action@97e0b3872f55f89b95b2f65b3dbab56962816478 # v0.34.2
-        with:
-          image-ref: ${{ env.IMAGE_TAG }}
-          format: 'sarif'
-          output: 'trivy-results.sarif'
-          vuln-type: 'os'
-          severity: 'CRITICAL,HIGH'
-          ignore-unfixed: true
-      - name: Upload Trivy scan results to GitHub Security tab
-        if: github.event_name == 'push' && github.ref == 'refs/heads/master' && (steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker) && matrix.build_preset == 'lean'
-        uses: github/codeql-action/upload-sarif@1b168cd39490f61582a9beae412bb7057a6b2c4e # v4.31.8
-        with:
-          sarif_file: 'trivy-results.sarif'
-
       - name: docker-compose sanity check
         if: (steps.check.outputs.python || steps.check.outputs.frontend || steps.check.outputs.docker) && matrix.build_preset == 'dev'
         shell: bash
@@ -134,7 +117,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
       - name: Check for file changes

.github/workflows/embedded-sdk-release.yml

@@ -16,10 +16,12 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.NPM_TOKEN != '') || '' }}" ]; then
+          if [ -n "${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
@@ -28,8 +30,8 @@ jobs:
       run:
         working-directory: superset-embedded-sdk
     steps:
-      - uses: actions/checkout@v6
-      - uses: actions/setup-node@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-embedded-sdk/.nvmrc'
           registry-url: 'https://registry.npmjs.org'

.github/workflows/embedded-sdk-test.yml

@@ -18,8 +18,8 @@ jobs:
       run:
         working-directory: superset-embedded-sdk
     steps:
-      - uses: actions/checkout@v6
-      - uses: actions/setup-node@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+      - uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-embedded-sdk/.nvmrc'
           registry-url: 'https://registry.npmjs.org'

.github/workflows/ephemeral-env-pr-close.yml

@@ -20,10 +20,12 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.AWS_ACCESS_KEY_ID != '' && secrets.AWS_SECRET_ACCESS_KEY != '') || '' }}" ]; then
+          if [ -n "${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
@@ -33,7 +35,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v6
+        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 }}
@@ -56,7 +58,7 @@ jobs:
       - name: Login to Amazon ECR
         if: steps.describe-services.outputs.active == 'true'
         id: login-ecr
-        uses: aws-actions/amazon-ecr-login@v2
+        uses: aws-actions/amazon-ecr-login@fa648b43de3d4d023bcb3f89ed6940096949c419 # v2
 
       - name: Delete ECR image tag
         if: steps.describe-services.outputs.active == 'true'
@@ -69,7 +71,7 @@ jobs:
 
       - name: Comment (success)
         if: steps.describe-services.outputs.active == 'true'
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{github.token}}
           script: |

.github/workflows/ephemeral-env.yml

@@ -47,7 +47,7 @@ jobs:
         id: eval-label
         run: |
           if [[ "${{ github.event_name }}" == "workflow_dispatch" ]]; then
-            LABEL_NAME="${{ github.event.inputs.label_name }}"
+            LABEL_NAME="${INPUT_LABEL_NAME}"
           else
             LABEL_NAME="${{ github.event.label.name }}"
           fi
@@ -60,10 +60,12 @@ jobs:
             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@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -94,7 +96,7 @@ jobs:
             core.setOutput("sha", prSha);
 
       - name: Looking for feature flags in PR description
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         id: eval-feature-flags
         if: steps.eval-label.outputs.result == 'up'
         with:
@@ -116,7 +118,7 @@ jobs:
             return results;
 
       - name: Reply with confirmation comment
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         if: steps.eval-label.outputs.result == 'up'
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
@@ -160,7 +162,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ needs.ephemeral-env-label.outputs.sha }} : ${{steps.get-sha.outputs.sha}} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ needs.ephemeral-env-label.outputs.sha }}
           persist-credentials: false
@@ -189,7 +191,7 @@ jobs:
             --extra-flags "--build-arg INCLUDE_CHROMIUM=false"
 
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v6
+        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 }}
@@ -197,7 +199,7 @@ jobs:
 
       - name: Login to Amazon ECR
         id: login-ecr
-        uses: aws-actions/amazon-ecr-login@v2
+        uses: aws-actions/amazon-ecr-login@fa648b43de3d4d023bcb3f89ed6940096949c419 # v2
 
       - name: Load, tag and push image to ECR
         id: push-image
@@ -220,12 +222,12 @@ jobs:
       pull-requests: write
 
     steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
 
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v6
+        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 }}
@@ -233,7 +235,7 @@ jobs:
 
       - name: Login to Amazon ECR
         id: login-ecr
-        uses: aws-actions/amazon-ecr-login@v2
+        uses: aws-actions/amazon-ecr-login@fa648b43de3d4d023bcb3f89ed6940096949c419 # v2
 
       - name: Check target image exists in ECR
         id: check-image
@@ -248,7 +250,7 @@ jobs:
 
       - name: Fail on missing container image
         if: steps.check-image.outcome == 'failure'
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{ github.token }}
           script: |
@@ -263,7 +265,7 @@ jobs:
 
       - name: Fill in the new image ID in the Amazon ECS task definition
         id: task-def
-        uses: aws-actions/amazon-ecs-render-task-definition@v1
+        uses: aws-actions/amazon-ecs-render-task-definition@6853cfae8c3a7d978fbf68b5a55453395541dfbb # v1
         with:
           task-definition: .github/workflows/ecs-task-definition.json
           container-name: superset-ci
@@ -276,7 +278,9 @@ jobs:
       - name: Describe ECS service
         id: describe-services
         run: |
-          echo "active=$(aws ecs describe-services --cluster superset-ci --services pr-${{ github.event.inputs.issue_number || github.event.pull_request.number }}-service | jq '.services[] | select(.status == "ACTIVE") | any')" >> $GITHUB_OUTPUT
+          echo "active=$(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: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
       - name: Create ECS service
         id: create-service
         if: steps.describe-services.outputs.active != 'true'
@@ -296,7 +300,7 @@ jobs:
           --tags key=pr,value=$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@v2
+        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
@@ -307,7 +311,9 @@ jobs:
       - name: List tasks
         id: list-tasks
         run: |
-          echo "task=$(aws ecs list-tasks --cluster superset-ci --service-name pr-${{ github.event.inputs.issue_number || github.event.pull_request.number }}-service | jq '.taskArns | first')" >> $GITHUB_OUTPUT
+          echo "task=$(aws ecs list-tasks --cluster superset-ci --service-name pr-${INPUT_ISSUE_NUMBER}-service | jq '.taskArns | first')" >> $GITHUB_OUTPUT
+        env:
+          INPUT_ISSUE_NUMBER: ${{ github.event.inputs.issue_number || github.event.pull_request.number }}
       - name: Get network interface
         id: get-eni
         run: |
@@ -318,7 +324,7 @@ jobs:
           echo "ip=$(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@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{github.token}}
           script: |
@@ -331,7 +337,7 @@ jobs:
             });
       - name: Comment (failure)
         if: ${{ failure() }}
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           github-token: ${{github.token}}
           script: |

.github/workflows/generate-FOSSA-report.yml

@@ -16,10 +16,12 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.FOSSA_API_KEY != '' ) || '' }}" ]; then
+          if [ -n "${FOSSA_API_KEY}" ]; then
             echo "has-secrets=1" >> "$GITHUB_OUTPUT"
           fi
 
+        env:
+          FOSSA_API_KEY: ${{ (secrets.FOSSA_API_KEY != '' ) || '' }}
   license_check:
     needs: config
     if: needs.config.outputs.has-secrets
@@ -27,12 +29,12 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
       - name: Setup Java
-        uses: actions/setup-java@v5
+        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
         with:
           distribution: "temurin"
           java-version: "11"

.github/workflows/github-action-validator.yml

@@ -14,10 +14,10 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
 
       - name: Set up Node.js
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version: '20'
 

.github/workflows/issue_creation.yml

@@ -17,7 +17,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
 

.github/workflows/latest-release-tag.yml

@@ -12,7 +12,7 @@ jobs:
 
     steps:
     - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-      uses: actions/checkout@v6
+      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
       with:
         persist-credentials: false
         submodules: recursive

.github/workflows/license-check.yml

@@ -15,12 +15,12 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
       - name: Setup Java
-        uses: actions/setup-java@v5
+        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
         with:
           distribution: 'temurin'
           java-version: '11'

.github/workflows/no-hold-label.yml

@@ -17,7 +17,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
     - name: Check for 'hold' label
-      uses: actions/github-script@v8
+      uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
       with:
         github-token: ${{secrets.GITHUB_TOKEN}}
         script: |

.github/workflows/pr-lint.yml

@@ -16,7 +16,7 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/pre-commit.yml

@@ -24,7 +24,7 @@ jobs:
         python-version: ["current", "previous", "next"]
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -42,7 +42,7 @@ jobs:
           echo "HOMEBREW_REPOSITORY=$HOMEBREW_REPOSITORY" >>"${GITHUB_ENV}"
           brew install norwoodj/tap/helm-docs
       - name: Setup Node.js
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version: '20'
 
@@ -57,18 +57,24 @@ jobs:
           yarn install --immutable
 
       - name: Cache pre-commit environments
-        uses: actions/cache@v5
+        uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5
         with:
           path: ~/.cache/pre-commit
           key: pre-commit-v2-${{ runner.os }}-py${{ matrix.python-version }}-${{ hashFiles('.pre-commit-config.yaml') }}
           restore-keys: |
             pre-commit-v2-${{ runner.os }}-py${{ matrix.python-version }}-
 
+      - name: Get changed files
+        id: changed_files
+        uses: ./.github/actions/file-changes-action
+        with:
+          output: ' '
+
       - name: pre-commit
         run: |
           set +e  # Don't exit immediately on failure
-          export SKIP=eslint-frontend,type-checking-frontend
-          pre-commit run --all-files
+          export SKIP=type-checking-frontend
+          pre-commit run --files ${{ steps.changed_files.outputs.files }}
           PRE_COMMIT_EXIT_CODE=$?
           git diff --quiet --exit-code
           GIT_DIFF_EXIT_CODE=$?

.github/workflows/release.yml

@@ -16,17 +16,19 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.NPM_TOKEN != '' && secrets.GH_PERSONAL_ACCESS_TOKEN != '') || '' }}" ]; then
+          if [ -n "${NPM_TOKEN}" ]; then
             echo "has-secrets=1" >> "$GITHUB_OUTPUT"
           fi
 
+        env:
+          NPM_TOKEN: ${{ (secrets.NPM_TOKEN != '' && secrets.GH_PERSONAL_ACCESS_TOKEN != '') || '' }}
   build:
     needs: config
     if: needs.config.outputs.has-secrets
     name: Bump version and publish package(s)
     runs-on: ubuntu-24.04
     steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           # pulls all commits (needed for lerna / semantic release to correctly version)
           fetch-depth: 0
@@ -42,13 +44,13 @@ jobs:
 
       - name: Install Node.js
         if: env.HAS_TAGS
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-frontend/.nvmrc'
 
       - name: Cache npm
         if: env.HAS_TAGS
-        uses: actions/cache@v5
+        uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5
         with:
           path: ~/.npm # npm cache files are stored in `~/.npm` on Linux/macOS
           key: ${{ runner.OS }}-node-${{ hashFiles('**/package-lock.json') }}
@@ -62,7 +64,7 @@ jobs:
         run: echo "dir=$(npm config get cache)" >> $GITHUB_OUTPUT
       - name: Cache npm
         if: env.HAS_TAGS
-        uses: actions/cache@v5
+        uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5
         id: npm-cache # use this to check for `cache-hit` (`steps.npm-cache.outputs.cache-hit != 'true'`)
         with:
           path: ${{ steps.npm-cache-dir-path.outputs.dir }}

.github/workflows/showtime-trigger.yml

@@ -37,7 +37,7 @@ jobs:
     steps:
       - name: Security Check - Authorize Maintainers Only
         id: auth
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         with:
@@ -102,10 +102,12 @@ jobs:
       - name: Install Superset Showtime
         if: steps.auth.outputs.authorized == 'true'
         run: |
-          echo "::notice::Maintainer ${{ github.actor }} triggered deploy for PR ${{ github.event.pull_request.number || github.event.inputs.pr_number }}"
+          echo "::notice::Maintainer ${{ github.actor }} triggered deploy for PR ${PULL_REQUEST_NUMBER}"
           pip install --upgrade superset-showtime
           showtime version
 
+        env:
+          PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number || github.event.inputs.pr_number }}
       - name: Check what actions are needed
         if: steps.auth.outputs.authorized == 'true'
         id: check
@@ -113,12 +115,14 @@ jobs:
           AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}
           AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          INPUT_PR_NUMBER: ${{ github.event.inputs.pr_number }}
+          INPUT_SHA: ${{ github.event.inputs.sha }}
         run: |
           # Bulletproof PR number extraction
           if [[ -n "${{ github.event.pull_request.number }}" ]]; then
             PR_NUM="${{ github.event.pull_request.number }}"
-          elif [[ -n "${{ github.event.inputs.pr_number }}" ]]; then
-            PR_NUM="${{ github.event.inputs.pr_number }}"
+          elif [[ -n "${INPUT_PR_NUMBER}" ]]; then
+            PR_NUM="${INPUT_PR_NUMBER}"
           else
             echo "❌ No PR number found in event or inputs"
             exit 1
@@ -127,8 +131,8 @@ jobs:
           echo "Using PR number: $PR_NUM"
 
           # Run sync check-only with optional SHA override
-          if [[ -n "${{ github.event.inputs.sha }}" ]]; then
-            OUTPUT=$(python -m showtime sync $PR_NUM --check-only --sha "${{ github.event.inputs.sha }}")
+          if [[ -n "${INPUT_SHA}" ]]; then
+            OUTPUT=$(python -m showtime sync $PR_NUM --check-only --sha "${INPUT_SHA}")
           else
             OUTPUT=$(python -m showtime sync $PR_NUM --check-only)
           fi
@@ -147,7 +151,7 @@ jobs:
 
       - name: Checkout PR code (only if build needed)
         if: steps.auth.outputs.authorized == 'true' && steps.check.outputs.build_needed == 'true'
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ steps.check.outputs.target_sha }}
           persist-credentials: false

.github/workflows/superset-app-cli.yml

@@ -37,7 +37,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-docs-deploy.yml

@@ -27,10 +27,12 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.SUPERSET_SITE_BUILD != '' && secrets.SUPERSET_SITE_BUILD != '') || '' }}" ]; then
+          if [ -n "${SUPERSET_SITE_BUILD}" ]; then
             echo "has-secrets=1" >> "$GITHUB_OUTPUT"
           fi
 
+        env:
+          SUPERSET_SITE_BUILD: ${{ (secrets.SUPERSET_SITE_BUILD != '' && secrets.SUPERSET_SITE_BUILD != '') || '' }}
   build-deploy:
     needs: config
     if: needs.config.outputs.has-secrets
@@ -38,18 +40,18 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.event.workflow_run.head_sha || github.sha }}"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ github.event.workflow_run.head_sha || github.sha }}
           persist-credentials: false
           submodules: recursive
       - name: Set up Node.js
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './docs/.nvmrc'
       - name: Setup Python
         uses: ./.github/actions/setup-backend/
-      - uses: actions/setup-java@v5
+      - uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5
         with:
           distribution: 'zulu'
           java-version: '21'
@@ -68,7 +70,7 @@ jobs:
           yarn install --check-cache
       - name: Download database diagnostics (if triggered by integration tests)
         if: github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success'
-        uses: dawidd6/action-download-artifact@v16
+        uses: dawidd6/action-download-artifact@b6e2e70617bc3265edd6dab6c906732b2f1ae151 # v21
         continue-on-error: true
         with:
           workflow: superset-python-integrationtest.yml
@@ -77,7 +79,7 @@ jobs:
           path: docs/src/data/
       - name: Try to download latest diagnostics (for push/dispatch triggers)
         if: github.event_name != 'workflow_run'
-        uses: dawidd6/action-download-artifact@v16
+        uses: dawidd6/action-download-artifact@b6e2e70617bc3265edd6dab6c906732b2f1ae151 # v21
         continue-on-error: true
         with:
           workflow: superset-python-integrationtest.yml

.github/workflows/superset-docs-verify.yml

@@ -24,7 +24,7 @@ jobs:
     name: Link Checking
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
       # 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
@@ -67,12 +67,12 @@ jobs:
         working-directory: docs
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
       - name: Set up Node.js
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './docs/.nvmrc'
       - name: yarn install
@@ -98,25 +98,26 @@ jobs:
         working-directory: docs
     steps:
       - name: "Checkout PR head: ${{ github.event.workflow_run.head_sha }}"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ github.event.workflow_run.head_sha }}
           persist-credentials: false
           submodules: recursive
       - name: Set up Node.js
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './docs/.nvmrc'
       - name: yarn install
         run: |
           yarn install --check-cache
       - name: Download database diagnostics from integration tests
-        uses: dawidd6/action-download-artifact@v16
+        uses: dawidd6/action-download-artifact@b6e2e70617bc3265edd6dab6c906732b2f1ae151 # v21
         with:
           workflow: superset-python-integrationtest.yml
           run_id: ${{ github.event.workflow_run.id }}
           name: database-diagnostics
           path: docs/src/data/
+          if_no_artifact_found: 'warning'
       - name: Use fresh diagnostics
         run: |
           if [ -f "src/data/databases-diagnostics.json" ]; then

.github/workflows/superset-e2e.yml

@@ -69,21 +69,21 @@ jobs:
       # Conditional checkout based on context
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         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@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -109,7 +109,7 @@ jobs:
           run: testdata
       - name: Setup Node.js
         if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-frontend/.nvmrc'
       - name: Install npm dependencies
@@ -146,7 +146,7 @@ jobs:
           SAFE_APP_ROOT=${APP_ROOT//\//_}
           echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
       - name: Upload Artifacts
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         if: failure()
         with:
           path: ${{ github.workspace }}/superset-frontend/cypress-base/cypress/screenshots
@@ -186,21 +186,21 @@ jobs:
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         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@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -226,7 +226,7 @@ jobs:
           run: playwright_testdata
       - name: Setup Node.js
         if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-frontend/.nvmrc'
       - name: Install npm dependencies
@@ -259,7 +259,7 @@ jobs:
           SAFE_APP_ROOT=${APP_ROOT//\//_}
           echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
       - name: Upload Playwright Artifacts
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         if: failure()
         with:
           path: |

.github/workflows/superset-extensions-cli.yml

@@ -24,7 +24,7 @@ jobs:
         working-directory: superset-extensions-cli
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -49,7 +49,7 @@ jobs:
 
       - name: Upload coverage reports to Codecov
         if: steps.check.outputs.superset-extensions-cli
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           file: ./coverage.xml
           flags: superset-extensions-cli
@@ -58,7 +58,7 @@ jobs:
 
       - name: Upload HTML coverage report
         if: steps.check.outputs.superset-extensions-cli
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         with:
           name: superset-extensions-cli-coverage-html
           path: htmlcov/

.github/workflows/superset-frontend.yml

@@ -23,7 +23,7 @@ jobs:
       should-run: ${{ steps.check.outputs.frontend }}
     steps:
       - name: Checkout Code
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           fetch-depth: 0
@@ -54,14 +54,14 @@ jobs:
       - name: Save Docker Image as Artifact
         if: steps.check.outputs.frontend
         run: |
-          docker save $TAG | gzip > docker-image.tar.gz
+          docker save $TAG | zstd -3 --threads=0 > docker-image.tar.zst
 
       - name: Upload Docker Image Artifact
         if: steps.check.outputs.frontend
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         with:
           name: docker-image
-          path: docker-image.tar.gz
+          path: docker-image.tar.zst
 
   sharded-jest-tests:
     needs: frontend-build
@@ -73,12 +73,13 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v8
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
         with:
           name: docker-image
 
       - name: Load Docker Image
-        run: docker load < docker-image.tar.gz
+        run: |
+          zstd -d < docker-image.tar.zst | docker load
 
       - name: npm run test with coverage
         run: |
@@ -90,7 +91,7 @@ jobs:
           "npm run test -- --coverage --shard=${{ matrix.shard }}/8 --coverageReporters=json"
 
       - name: Upload Coverage Artifact
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         with:
           name: coverage-artifacts-${{ matrix.shard }}
           path: superset-frontend/coverage
@@ -103,14 +104,14 @@ jobs:
       id-token: write
     steps:
       - name: Checkout Code
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           fetch-depth: 0
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
 
       - name: Download Coverage Artifacts
-        uses: actions/download-artifact@v8
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
         with:
           pattern: coverage-artifacts-*
           path: coverage/
@@ -127,7 +128,7 @@ jobs:
         run: npx nyc merge coverage/ merged-output/coverage-summary.json
 
       - name: Upload Code Coverage
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: javascript
           use_oidc: true
@@ -142,13 +143,13 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v8
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
         with:
           name: docker-image
 
       - name: Load Docker Image
         run: |
-          docker load < docker-image.tar.gz
+          zstd -d < docker-image.tar.zst | docker load
 
       - name: lint
         run: |
@@ -166,12 +167,13 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v8
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
         with:
           name: docker-image
 
       - name: Load Docker Image
-        run: docker load < docker-image.tar.gz
+        run: |
+          zstd -d < docker-image.tar.zst | docker load
 
       - name: Build Plugins Packages
         run: |
@@ -184,12 +186,13 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v8
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
         with:
           name: docker-image
 
       - name: Load Docker Image
-        run: docker load < docker-image.tar.gz
+        run: |
+          zstd -d < docker-image.tar.zst | docker load
 
       - name: Build Storybook and Run Tests
         run: |

.github/workflows/superset-helm-lint.yml

@@ -16,14 +16,14 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
           fetch-depth: 0
 
       - name: Set up Helm
-        uses: azure/setup-helm@v4
+        uses: azure/setup-helm@dda3372f752e03dde6b3237bc9431cdc2f7a02a2 # v5.0.0
         with:
           version: v3.16.4
 

.github/workflows/superset-helm-release.yml

@@ -29,7 +29,7 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           ref: ${{ inputs.ref || github.ref_name }}
           persist-credentials: true
@@ -42,7 +42,7 @@ jobs:
           git config user.email "$GITHUB_ACTOR@users.noreply.github.com"
 
       - name: Install Helm
-        uses: azure/setup-helm@v4
+        uses: azure/setup-helm@dda3372f752e03dde6b3237bc9431cdc2f7a02a2 # v5.0.0
         with:
           version: v3.5.4
 
@@ -101,7 +101,7 @@ jobs:
           CR_RELEASE_NAME_TEMPLATE: "superset-helm-chart-{{ .Version }}"
 
       - name: Open Pull Request
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           script: |
             const branchName = '${{ env.branch_name }}';

.github/workflows/superset-playwright.yml

@@ -60,21 +60,21 @@ jobs:
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         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@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -100,7 +100,7 @@ jobs:
           run: playwright_testdata
       - name: Setup Node.js
         if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-frontend/.nvmrc'
       - name: Install npm dependencies
@@ -133,7 +133,7 @@ jobs:
           SAFE_APP_ROOT=${APP_ROOT//\//_}
           echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
       - name: Upload Playwright Artifacts
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         if: failure()
         with:
           path: |

.github/workflows/superset-python-integrationtest.yml

@@ -16,6 +16,8 @@ concurrency:
 jobs:
   test-mysql:
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     env:
       PYTHONPATH: ${{ github.workspace }}
       SUPERSET_CONFIG: tests.integration_tests.superset_test_config
@@ -41,7 +43,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -68,11 +70,12 @@ jobs:
         run: |
           ./scripts/python_tests.sh
       - name: Upload code coverage
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: python,mysql
-          token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+          use_oidc: true
+          slug: apache/superset
       - name: Generate database diagnostics for docs
         if: steps.check.outputs.python
         env:
@@ -98,13 +101,15 @@ jobs:
           "
       - name: Upload database diagnostics artifact
         if: steps.check.outputs.python
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
         with:
           name: database-diagnostics
           path: databases-diagnostics.json
           retention-days: 7
   test-postgres:
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     strategy:
       matrix:
         python-version: ["current", "previous", "next"]
@@ -129,7 +134,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -159,14 +164,17 @@ jobs:
         run: |
           ./scripts/python_tests.sh
       - name: Upload code coverage
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: python,postgres
-          token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+          use_oidc: true
+          slug: apache/superset
 
   test-sqlite:
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     env:
       PYTHONPATH: ${{ github.workspace }}
       SUPERSET_CONFIG: tests.integration_tests.superset_test_config
@@ -182,7 +190,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -211,8 +219,9 @@ jobs:
         run: |
           ./scripts/python_tests.sh
       - name: Upload code coverage
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: python,sqlite
-          token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+          use_oidc: true
+          slug: apache/superset

.github/workflows/superset-python-presto-hive.yml

@@ -17,6 +17,8 @@ concurrency:
 jobs:
   test-postgres-presto:
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     env:
       PYTHONPATH: ${{ github.workspace }}
       SUPERSET_CONFIG: tests.integration_tests.superset_test_config
@@ -48,7 +50,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -77,14 +79,17 @@ jobs:
         run: |
           ./scripts/python_tests.sh -m 'chart_data_flow or sql_json_flow'
       - name: Upload code coverage
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: python,presto
-          token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+          use_oidc: true
+          slug: apache/superset
 
   test-postgres-hive:
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     env:
       PYTHONPATH: ${{ github.workspace }}
       SUPERSET_CONFIG: tests.integration_tests.superset_test_config
@@ -108,7 +113,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -145,8 +150,9 @@ jobs:
           pip install -e .[hive]
           ./scripts/python_tests.sh -m 'chart_data_flow or sql_json_flow'
       - name: Upload code coverage
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: python,hive
-          token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+          use_oidc: true
+          slug: apache/superset

.github/workflows/superset-python-unittest.yml

@@ -17,6 +17,8 @@ concurrency:
 jobs:
   unit-tests:
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     strategy:
       matrix:
         python-version: ["previous", "current", "next"]
@@ -24,7 +26,7 @@ jobs:
       PYTHONPATH: ${{ github.workspace }}
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -52,9 +54,11 @@ jobs:
           SUPERSET_SECRET_KEY: not-a-secret
         run: |
           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@v5
+        uses: codecov/codecov-action@57e3a136b779b570ffcdbf80b3bdc90e7fab3de2 # v5
         with:
           flags: python,unit
-          token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+          use_oidc: true
+          slug: apache/superset

.github/workflows/superset-translations.yml

@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -31,7 +31,7 @@ jobs:
 
       - name: Setup Node.js
         if: steps.check.outputs.frontend
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file:  './superset-frontend/.nvmrc'
       - name: Install dependencies
@@ -49,7 +49,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -62,6 +62,10 @@ jobs:
       - name: Setup Python
         if: steps.check.outputs.python
         uses: ./.github/actions/setup-backend/
+
+      - name: Install msgcat
+        run: sudo apt update && sudo apt install gettext
+
       - name: Test babel extraction
         if: steps.check.outputs.python
         run: ./scripts/translations/babel_update.sh

.github/workflows/superset-websocket.yml

@@ -21,7 +21,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
       - name: Install dependencies

.github/workflows/supersetbot.yml

@@ -26,7 +26,7 @@ jobs:
     steps:
       - name: Quickly add thumbs up!
         if: github.event_name == 'issue_comment' && contains(github.event.comment.body, '@supersetbot')
-        uses: actions/github-script@v8
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
         with:
           script: |
             const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/')
@@ -38,7 +38,7 @@ jobs:
             });
 
       - name: "Checkout ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           persist-credentials: false
 

.github/workflows/tag-release.yml

@@ -31,10 +31,12 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.DOCKERHUB_USER != '' && secrets.DOCKERHUB_TOKEN != '') || '' }}" ]; then
+          if [ -n "${DOCKERHUB_USER}" ]; then
             echo "has-secrets=1" >> "$GITHUB_OUTPUT"
           fi
 
+        env:
+          DOCKERHUB_USER: ${{ (secrets.DOCKERHUB_USER != '' && secrets.DOCKERHUB_TOKEN != '') || '' }}
   docker-release:
     needs: config
     if: needs.config.outputs.has-secrets
@@ -47,7 +49,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           fetch-depth: 0
 
@@ -60,7 +62,7 @@ jobs:
           build: "true"
 
       - name: Use Node.js 20
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version: 20
 
@@ -72,17 +74,20 @@ jobs:
           DOCKERHUB_USER: ${{ secrets.DOCKERHUB_USER }}
           DOCKERHUB_TOKEN: ${{ secrets.DOCKERHUB_TOKEN }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          INPUT_RELEASE: ${{ github.event.inputs.release }}
+          INPUT_FORCE_LATEST: ${{ github.event.inputs.force-latest }}
+          INPUT_GIT_REF: ${{ github.event.inputs.git-ref }}
         run: |
           RELEASE="${{ github.event.release.tag_name }}"
           FORCE_LATEST=""
           EVENT="${{github.event_name}}"
           if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
             # in the case of a manually-triggered run, read release from input
-            RELEASE="${{ github.event.inputs.release }}"
-            if [ "${{ github.event.inputs.force-latest }}" = "true" ]; then
+            RELEASE="${INPUT_RELEASE}"
+            if [ "${INPUT_FORCE_LATEST}" = "true" ]; then
               FORCE_LATEST="--force-latest"
             fi
-            git checkout "${{ github.event.inputs.git-ref }}"
+            git checkout "${INPUT_GIT_REF}"
             EVENT="release"
           fi
 
@@ -107,12 +112,12 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
         with:
           fetch-depth: 0
 
       - name: Use Node.js 20
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version: 20
 
@@ -122,6 +127,7 @@ jobs:
       - name: Label the PRs with the right release-related labels
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          INPUT_RELEASE: ${{ github.event.inputs.release }}
         run: |
           export GITHUB_ACTOR=""
           git fetch --all --tags
@@ -129,6 +135,6 @@ jobs:
           RELEASE="${{ github.event.release.tag_name }}"
           if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
             # in the case of a manually-triggered run, read release from input
-            RELEASE="${{ github.event.inputs.release }}"
+            RELEASE="${INPUT_RELEASE}"
           fi
           supersetbot release-label $RELEASE

.github/workflows/tech-debt.yml

@@ -19,10 +19,12 @@ jobs:
         id: check
         shell: bash
         run: |
-          if [ -n "${{ (secrets.GSHEET_KEY != '' ) || '' }}" ]; then
+          if [ -n "${GSHEET_KEY}" ]; then
             echo "has-secrets=1" >> "$GITHUB_OUTPUT"
           fi
 
+        env:
+          GSHEET_KEY: ${{ (secrets.GSHEET_KEY != '' ) || '' }}
   process-and-upload:
     needs: config
     if: needs.config.outputs.has-secrets
@@ -30,10 +32,10 @@ jobs:
     name: Generate Reports
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
 
       - name: Set up Node.js
-        uses: actions/setup-node@v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
         with:
           node-version-file: './superset-frontend/.nvmrc'
 

.gitignore

@@ -62,6 +62,7 @@ rat-results.txt
 superset/app/
 superset-websocket/config.json
 .direnv
+*.log
 
 # Node.js, webpack artifacts, storybook
 *.entry.js
@@ -133,6 +134,7 @@ CLAUDE.local.md
 PROJECT.md
 .aider*
 .claude_rc*
+.claude/settings.local.json
 .env.local
 oxc-custom-build/
 *.code-workspace

Dockerfile

@@ -29,7 +29,7 @@ ARG BUILD_TRANSLATIONS="false"
 ######################################################################
 # superset-node-ci used as a base for building frontend assets and CI
 ######################################################################
-FROM --platform=${BUILDPLATFORM} node:20-trixie-slim AS superset-node-ci
+FROM --platform=${BUILDPLATFORM} node:22-trixie-slim AS superset-node-ci
 ARG BUILD_TRANSLATIONS
 ENV BUILD_TRANSLATIONS=${BUILD_TRANSLATIONS}
 ARG DEV_MODE="false"           # Skip frontend build in dev mode

RELEASING/README.md

@@ -458,7 +458,7 @@ cd ../
 sed -i '' "s/version_string = .*/version_string = \"$SUPERSET_VERSION\"/" setup.py
 
 # build the python distribution
-python setup.py sdist
+python -m build
 ```
 
 Publish to PyPI

RESOURCES/INTHEWILD.yaml

@@ -58,6 +58,10 @@ categories:
       url: https://www.ontruck.com/
 
   Financial Services:
+    - name: Aadhar Housing Finance Limited
+      url: https://www.aadharhousing.com
+      contributors: ["@thakerhardiks"]
+
     - name: Aktia Bank plc
       url: https://www.aktia.com
 
@@ -287,6 +291,11 @@ categories:
       url: https://www.gfk.com/home
       contributors: ["@mherr"]
 
+    - name: Hifadih Business & Technology
+      url: https://hifadih.net/en
+      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
@@ -625,6 +634,9 @@ categories:
     - name: Stockarea
       url: https://stockarea.io
 
+    - name: VTG
+      url: https://www.vtg.de
+
   Sports:
     - name: Club 25 de Agosto (Femenino / Women's Team)
       url: https://www.instagram.com/25deagosto.basketfemenino/

UPDATING.md

@@ -24,6 +24,35 @@ assists people when migrating to a new version.
 
 ## Next
 
+### Granular Export Controls
+
+A new feature flag `GRANULAR_EXPORT_CONTROLS` introduces three fine-grained permissions that replace the legacy `can_csv` permission:
+
+| Permission | Controls |
+|---|---|
+| `can_export_data` | CSV, Excel, JSON exports |
+| `can_export_image` | Screenshot/PDF exports |
+| `can_copy_clipboard` | Copy-to-clipboard operations |
+
+When the feature flag is enabled, these permissions are enforced on both the frontend (disabled buttons with tooltips) and backend (403 responses from API endpoints). When disabled, legacy `can_csv` behavior is preserved.
+
+**Migration behavior:** All three new permissions are granted to every role that currently has `can_csv`, preserving existing access. Admins can then selectively revoke individual export permissions from specific roles as needed.
+
+### Deck.gl MapBox viewport and opacity controls are functional
+
+The Deck.gl MapBox chart's **Opacity**, **Default longitude**, **Default latitude**, and **Zoom** controls were previously non-functional — changing them had no effect on the rendered map. These controls are now wired up correctly.
+
+**Behavior change for existing charts:** Previously, the viewport controls had hard-coded default values (`-122.405293`, `37.772123`, zoom `11` — San Francisco) that were stored in each chart's `form_data` but never applied. The map always used `fitBounds` to center on the data. With this fix, those stored values are now respected, which means existing MapBox charts may open centered on the old default coordinates instead of fitting to data bounds.
+
+**To restore fit-to-data behavior:** Open the chart in Explore, clear the **Default longitude**, **Default latitude**, and **Zoom** fields in the Viewport section, and re-save the chart.
+
+### Combined datasource list endpoint
+
+Added a new combined datasource list endpoint at `GET /api/v1/datasource/` to serve datasets and semantic views in one response.
+
+- 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.
 ### 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.
@@ -300,13 +329,13 @@ Note: Pillow is now a required dependency (previously optional) to support image
   There's a migration added that can potentially affect a significant number of existing charts.
 - [32317](https://github.com/apache/superset/pull/32317) The horizontal filter bar feature is now out of testing/beta development and its feature flag `HORIZONTAL_FILTER_BAR` has been removed.
 - [31590](https://github.com/apache/superset/pull/31590) Marks the begining of intricate work around supporting dynamic Theming, and breaks support for [THEME_OVERRIDES](https://github.com/apache/superset/blob/732de4ac7fae88e29b7f123b6cbb2d7cd411b0e4/superset/config.py#L671) in favor of a new theming system based on AntD V5. Likely this will be in disrepair until settling over the 5.x lifecycle.
-- [32432](https://github.com/apache/superset/pull/31260) Moves the List Roles FAB view to the frontend and requires `FAB_ADD_SECURITY_API` to be enabled in the configuration and `superset init` to be executed.
+- [32432](https://github.com/apache/superset/pull/32432) Moves the List Roles FAB view to the frontend and requires `FAB_ADD_SECURITY_API` to be enabled in the configuration and `superset init` to be executed.
 - [34319](https://github.com/apache/superset/pull/34319) Drill to Detail and Drill By is now supported in Embedded mode, and also with the `DASHBOARD_RBAC` FF. If you don't want to expose these features in Embedded / `DASHBOARD_RBAC`, make sure the roles used for Embedded / `DASHBOARD_RBAC`don't have the required permissions to perform D2D actions.
 
 ## 5.0.0
 
 - [31976](https://github.com/apache/superset/pull/31976) Removed the `DISABLE_LEGACY_DATASOURCE_EDITOR` feature flag. The previous value of the feature flag was `True` and now the feature is permanently removed.
-- [31959](https://github.com/apache/superset/pull/32000) Removes CSV_UPLOAD_MAX_SIZE config, use your web server to control file upload size.
+- [32000](https://github.com/apache/superset/pull/32000) Removes CSV_UPLOAD_MAX_SIZE config, use your web server to control file upload size.
 - [31959](https://github.com/apache/superset/pull/31959) Removes the following endpoints from data uploads: `/api/v1/database/<id>/<file type>_upload` and `/api/v1/database/<file type>_metadata`, in favour of new one (Details on the PR). And simplifies permissions.
 - [31844](https://github.com/apache/superset/pull/31844) The `ALERT_REPORTS_EXECUTE_AS` and `THUMBNAILS_EXECUTE_AS` config parameters have been renamed to `ALERT_REPORTS_EXECUTORS` and `THUMBNAILS_EXECUTORS` respectively. A new config flag `CACHE_WARMUP_EXECUTORS` has also been introduced to be able to control which user is used to execute cache warmup tasks. Finally, the config flag `THUMBNAILS_SELENIUM_USER` has been removed. To use a fixed executor for async tasks, use the new `FixedExecutor` class. See the config and docs for more info on setting up different executor profiles.
 - [31894](https://github.com/apache/superset/pull/31894) Domain sharding is deprecated in favor of HTTP2. The `SUPERSET_WEBSERVER_DOMAINS` configuration will be removed in the next major version (6.0)

docker-compose-light.yml

@@ -115,6 +115,10 @@ services:
       DATABASE_HOST: db-light
       DATABASE_DB: superset_light
       POSTGRES_DB: superset_light
+      EXAMPLES_HOST: db-light
+      EXAMPLES_DB: superset_light
+      EXAMPLES_USER: superset
+      EXAMPLES_PASSWORD: superset
       SUPERSET_CONFIG_PATH: /app/docker/pythonpath_dev/superset_config_docker_light.py
       GITHUB_HEAD_REF: ${GITHUB_HEAD_REF:-}
       GITHUB_SHA: ${GITHUB_SHA:-}
@@ -137,6 +141,10 @@ services:
       DATABASE_HOST: db-light
       DATABASE_DB: superset_light
       POSTGRES_DB: superset_light
+      EXAMPLES_HOST: db-light
+      EXAMPLES_DB: superset_light
+      EXAMPLES_USER: superset
+      EXAMPLES_PASSWORD: superset
       SUPERSET_CONFIG_PATH: /app/docker/pythonpath_dev/superset_config_docker_light.py
     healthcheck:
       disable: true
@@ -157,6 +165,7 @@ services:
       BUILD_SUPERSET_FRONTEND_IN_DOCKER: true
       NPM_RUN_PRUNE: false
       SCARF_ANALYTICS: "${SCARF_ANALYTICS:-}"
+      DISABLE_TS_CHECKER: "${DISABLE_TS_CHECKER:-true}"
       # configuring the dev-server to use the host.docker.internal to connect to the backend
       superset: "http://superset-light:8088"
       # Webpack dev server must bind to 0.0.0.0 to be accessible from outside the container

docker/docker-bootstrap.sh

@@ -80,7 +80,7 @@ case "${1}" in
     ;;
   app)
     echo "Starting web app (using development server)..."
-    flask run -p $PORT --reload --debugger --without-threads --host=0.0.0.0 --exclude-patterns "*/node_modules/*:*/.venv/*:*/build/*:*/__pycache__/*"
+    flask run -p $PORT --reload --debugger --host=0.0.0.0 --exclude-patterns "*/node_modules/*:*/.venv/*:*/build/*:*/__pycache__/*:*/superset-frontend/*"
     ;;
   app-gunicorn)
     echo "Starting web app..."

docker/pythonpath_dev/superset_config.py

@@ -105,7 +105,13 @@ class CeleryConfig:
 
 CELERY_CONFIG = CeleryConfig
 
-FEATURE_FLAGS = {"ALERT_REPORTS": True, "DATASET_FOLDERS": True}
+FEATURE_FLAGS = {
+    "ALERT_REPORTS": True,
+    "DATASET_FOLDERS": True,
+    "ENABLE_EXTENSIONS": True,
+    "SEMANTIC_LAYERS": True,
+}
+EXTENSIONS_PATH = "/app/docker/extensions"
 ALERT_REPORTS_NOTIFICATION_DRY_RUN = True
 WEBDRIVER_BASEURL = f"http://superset_app{os.environ.get('SUPERSET_APP_ROOT', '/')}/"  # When using docker compose baseurl should be http://superset_nginx{ENV{BASEPATH}}/  # noqa: E501
 # The base URL for the email report hyperlinks.

docs/.nvmrc

@@ -1 +1 @@
-v20.20.0
+v22.22.0

docs/admin_docs/configuration/alerts-reports.mdx

@@ -233,6 +233,20 @@ def alert_dynamic_minimal_interval(**kwargs) -> int:
 ALERT_MINIMUM_INTERVAL = alert_dynamic_minimal_interval
 ```
 
+## External Link Redirection
+
+For security, Superset rewrites external links in alert/report email HTML so
+they go through a warning page before the user is navigated to the external
+site.  Internal links (matching your configured base URL) are not affected.
+
+```python
+# Disable external link redirection entirely (default: True)
+ALERT_REPORTS_ENABLE_LINK_REDIRECT = False
+```
+
+The feature uses `WEBDRIVER_BASEURL_USER_FRIENDLY` (or `WEBDRIVER_BASEURL`)
+to determine which hosts are internal.
+
 ## Troubleshooting
 
 There are many reasons that reports might not be working.  Try these steps to check for specific issues.

docs/admin_docs/configuration/aws-iam.mdx

@@ -0,0 +1,162 @@
+{/*
+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.
+*/}
+
+---
+title: AWS IAM Authentication
+sidebar_label: AWS IAM Authentication
+sidebar_position: 15
+---
+
+# AWS IAM Authentication for AWS Databases
+
+Superset supports IAM-based authentication for **Amazon Aurora** (PostgreSQL and MySQL) and **Amazon Redshift**. IAM auth eliminates the need for database passwords — Superset generates a short-lived auth token using temporary AWS credentials instead.
+
+Cross-account IAM role assumption via STS `AssumeRole` is supported, allowing a Superset deployment in one AWS account to connect to databases in a different account.
+
+## Prerequisites
+
+- Enable the `AWS_DATABASE_IAM_AUTH` feature flag in `superset_config.py`. IAM authentication is gated behind this flag; if it is disabled, connections using `aws_iam` fail with *"AWS IAM database authentication is not enabled."*
+  ```python
+  FEATURE_FLAGS = {
+      "AWS_DATABASE_IAM_AUTH": True,
+  }
+  ```
+- `boto3` must be installed in your Superset environment:
+  ```bash
+  pip install boto3
+  ```
+- The Superset server's IAM role (or static credentials) must have permission to call `sts:AssumeRole` (for cross-account) or the same-account permissions for the target service:
+  - **Aurora (RDS)**: `rds-db:connect`
+  - **Redshift provisioned**: `redshift:GetClusterCredentials`
+  - **Redshift Serverless**: `redshift-serverless:GetCredentials` and `redshift-serverless:GetWorkgroup`
+- SSL must be enabled on the Aurora / Redshift endpoint (required for IAM token auth).
+
+## Configuration
+
+IAM authentication is configured via the **encrypted_extra** field of the database connection. Access this field in the **Advanced** → **Security** section of the database connection form, under **Secure Extra**.
+
+### Aurora PostgreSQL or Aurora MySQL
+
+```json
+{
+  "aws_iam": {
+    "enabled": true,
+    "role_arn": "arn:aws:iam::222222222222:role/SupersetDatabaseAccess",
+    "external_id": "superset-prod-12345",
+    "region": "us-east-1",
+    "db_username": "superset_iam_user",
+    "session_duration": 3600
+  }
+}
+```
+
+| Field | Required | Description |
+|-------|----------|-------------|
+| `enabled` | Yes | Set to `true` to activate IAM auth |
+| `role_arn` | No | ARN of the cross-account IAM role to assume via STS. Omit for same-account auth |
+| `external_id` | No | External ID for the STS `AssumeRole` call, if required by the target role's trust policy |
+| `region` | Yes | AWS region of the database cluster |
+| `db_username` | Yes | The database username associated with the IAM identity |
+| `session_duration` | No | STS session duration in seconds (default: `3600`) |
+
+### Redshift (Serverless)
+
+```json
+{
+  "aws_iam": {
+    "enabled": true,
+    "role_arn": "arn:aws:iam::222222222222:role/SupersetRedshiftAccess",
+    "region": "us-east-1",
+    "workgroup_name": "my-workgroup",
+    "db_name": "dev"
+  }
+}
+```
+
+### Redshift (Provisioned Cluster)
+
+```json
+{
+  "aws_iam": {
+    "enabled": true,
+    "role_arn": "arn:aws:iam::222222222222:role/SupersetRedshiftAccess",
+    "region": "us-east-1",
+    "cluster_identifier": "my-cluster",
+    "db_username": "superset_iam_user",
+    "db_name": "dev"
+  }
+}
+```
+
+## Cross-Account IAM Setup
+
+To connect to a database in Account B from a Superset deployment in Account A:
+
+**1. In Account B — create a database-access role:**
+
+```json
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Effect": "Allow",
+      "Action": ["rds-db:connect"],
+      "Resource": "arn:aws:rds-db:us-east-1:222222222222:dbuser/db-XXXXXXXXXXXX/superset_iam_user"
+    }
+  ]
+}
+```
+
+**Trust policy** (allows Account A's Superset role to assume it):
+
+```json
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Effect": "Allow",
+      "Principal": {
+        "AWS": "arn:aws:iam::111111111111:role/SupersetInstanceRole"
+      },
+      "Action": "sts:AssumeRole",
+      "Condition": {
+        "StringEquals": {
+          "sts:ExternalId": "superset-prod-12345"
+        }
+      }
+    }
+  ]
+}
+```
+
+**2. In Account A — grant Superset's role permission to assume the Account B role:**
+
+```json
+{
+  "Effect": "Allow",
+  "Action": "sts:AssumeRole",
+  "Resource": "arn:aws:iam::222222222222:role/SupersetDatabaseAccess"
+}
+```
+
+**3. Configure the database connection in Superset** using the `role_arn` and `external_id` from the trust policy (as shown in the configuration example above).
+
+## Credential Caching
+
+STS credentials are cached in memory keyed by `(role_arn, region, external_id)` with a 10-minute TTL. This reduces the number of STS API calls when multiple queries are executed with the same connection. Tokens are refreshed automatically before expiry.

docs/admin_docs/configuration/cache.mdx

@@ -138,14 +138,33 @@ THUMBNAIL_CACHE_CONFIG = init_thumbnail_cache
 ```
 
 Using the above example cache keys for dashboards will be `superset_thumb__dashboard__{ID}`. You can
-override the base URL for selenium using:
+override the base URL for Selenium using:
 
 ```
 WEBDRIVER_BASEURL = "https://superset.company.com"
 ```
 
-Additional selenium web drive configuration can be set using `WEBDRIVER_CONFIGURATION`. You can
-implement a custom function to authenticate selenium. The default function uses the `flask-login`
+To control which user account is used for rendering thumbnails and warming up caches, configure
+`THUMBNAIL_EXECUTORS` and `CACHE_WARMUP_EXECUTORS`. Each accepts a list of executor types (which
+resolve to an owner, creator, modifier, or the currently-logged-in user) and/or a `FixedExecutor`
+pinned to a specific username. By default, thumbnails render as the current user
+(`ExecutorType.CURRENT_USER`) and cache warmup runs as the chart/dashboard owner
+(`ExecutorType.OWNER`).
+
+To force both to run as a dedicated service account (`admin` in this example):
+
+```python
+from superset.tasks.types import ExecutorType, FixedExecutor
+
+THUMBNAIL_EXECUTORS = [FixedExecutor("admin")]
+CACHE_WARMUP_EXECUTORS = [FixedExecutor("admin")]
+```
+
+Use a dedicated read-only service account here rather than a personal admin account, so that
+thumbnail rendering and cache warmup tasks don't fail if a specific user's credentials change.
+
+Additional Selenium WebDriver configuration can be set using `WEBDRIVER_CONFIGURATION`. You can
+implement a custom function to authenticate Selenium. The default function uses the `flask-login`
 session cookie. Here's an example of a custom function signature:
 
 ```python
@@ -159,6 +178,20 @@ Then on configuration:
 WEBDRIVER_AUTH_FUNC = auth_driver
 ```
 
+## ETag Support for Thumbnails
+
+Thumbnail and screenshot endpoints return `ETag` response headers based on the cached content digest. Clients can use conditional requests to avoid downloading unchanged images:
+
+```
+GET /api/v1/chart/42/thumbnail/
+If-None-Match: "abc123..."
+
+→ 304 Not Modified  (if unchanged)
+→ 200 OK            (with new image if changed)
+```
+
+This is particularly useful for embedded dashboards and external integrations that periodically poll for updated screenshots — unchanged thumbnails return immediately with no payload.
+
 ## Distributed Coordination Backend
 
 Superset supports an optional distributed coordination (`DISTRIBUTED_COORDINATION_CONFIG`) for

docs/admin_docs/configuration/configuring-superset.mdx

@@ -109,6 +109,14 @@ SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'
 
 You can generate a strong secure key with `openssl rand -base64 42`.
 
+Alternatively, you can set the secret key using `SUPERSET_SECRET_KEY` environment variable:
+
+On a Unix-based system, such as Linux or macOS, you can do so by running the following command in your terminal:
+
+```bash
+export SUPERSET_SECRET_KEY=$(openssl rand -base64 42)
+```
+
 :::caution Use a strong secret key
 This key will be used for securely signing session cookies and encrypting sensitive information stored in Superset's application metadata database.
 Your deployment must use a complex, unique key.
@@ -364,6 +372,26 @@ CUSTOM_SECURITY_MANAGER = CustomSsoSecurityManager
   ]
   ```
 
+### PKCE Support
+
+For public OAuth2 clients that cannot securely store a client secret, enable Proof Key for Code Exchange (PKCE) by adding `code_challenge_method` to the `remote_app` configuration:
+
+```python
+OAUTH_PROVIDERS = [
+    {
+        'name': 'myProvider',
+        'remote_app': {
+            'client_id': 'myClientId',
+            'client_secret': 'mySecret',  # may be empty for pure public clients
+            'code_challenge_method': 'S256',  # enables PKCE
+            'server_metadata_url': 'https://myAuthorizationServer/.well-known/openid-configuration'
+        }
+    }
+]
+```
+
+PKCE (`S256`) is recommended for all OAuth2 flows, even when a client secret is present, as it protects against authorization code interception attacks.
+
 ## LDAP Authentication
 
 FAB supports authenticating user credentials against an LDAP server.

docs/admin_docs/configuration/importing-exporting-datasources.mdx

@@ -10,6 +10,10 @@ version: 1
 The superset cli allows you to import and export datasources from and to YAML. Datasources include
 databases. The data is expected to be organized in the following hierarchy:
 
+:::info
+Superset's ZIP-based import/export also covers **dashboards**, **charts**, and **saved queries**, exercised through the UI and REST API. The [Dashboard Import Overwrite Behavior](#dashboard-import-overwrite-behavior) and [UUIDs in API Responses](#uuids-in-api-responses) sections below document the behavior shared across all asset types.
+:::
+
 ```text
 ├──databases
 |  ├──database_1
@@ -26,6 +30,10 @@ databases. The data is expected to be organized in the following hierarchy:
 |  └── ... (more databases)
 ```
 
+:::note
+When you export a database connection, the `masked_encrypted_extra` field (used for sensitive connection parameters such as service account JSON, OAuth tokens, and other encrypted credentials) is included in the export. When importing on another instance, these values are decrypted and re-encrypted using the destination instance's `SECRET_KEY`. Ensure the receiving instance has a valid `SECRET_KEY` configured before importing.
+:::
+
 ## Exporting Datasources to YAML
 
 You can print your current datasources to stdout by running:
@@ -75,6 +83,29 @@ The optional username flag **-u** sets the user used for the datasource import.
 superset import_datasources -p <path / filename> -u 'admin'
 ```
 
+## Dashboard Import Overwrite Behavior
+
+When importing a dashboard ZIP with the **overwrite** option enabled, any existing charts that are part of the dashboard are **replaced** rather than duplicated. This applies to:
+
+- Charts whose UUID matches a chart already present in the target instance
+- The full chart configuration (query, visualization type, columns, metrics) is replaced by the imported version
+
+If you import without the overwrite flag, existing charts with conflicting UUIDs are left unchanged and the import skips those objects. Use overwrite when you want to push a fully updated dashboard (including chart definitions) from a development or staging environment to production.
+
+## UUIDs in API Responses
+
+The REST API POST endpoints for **datasets**, **charts**, and **dashboards** include the auto-generated `uuid` field in the response body:
+
+```json
+{
+  "id": 42,
+  "uuid": "b8a8d5c3-1234-4abc-8def-0123456789ab",
+  ...
+}
+```
+
+UUIDs remain stable across import/export cycles and can be used for cross-environment workflows — for example, recording a UUID when creating a chart in development and using it to identify the matching chart after importing into production.
+
 ## Legacy Importing Datasources
 
 ### From older versions of Superset to current version

docs/admin_docs/configuration/mcp-server.mdx

@@ -0,0 +1,845 @@
+---
+title: MCP Server Deployment & Authentication
+hide_title: true
+sidebar_position: 14
+version: 1
+---
+
+<!--
+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.
+-->
+
+# MCP Server Deployment & Authentication
+
+Superset includes a built-in [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server that lets AI assistants -- Claude, ChatGPT, and other MCP-compatible clients -- interact with your Superset instance. Through MCP, clients can list dashboards, query datasets, execute SQL, create charts, and more.
+
+This guide covers how to run, secure, and deploy the MCP server.
+
+:::tip Looking for user docs?
+See **[Using AI with Superset](/user-docs/using-superset/using-ai-with-superset)** for a guide on what AI can do with Superset and how to connect your AI client.
+:::
+
+```mermaid
+flowchart LR
+    A["AI Client<br/>(Claude, ChatGPT, etc.)"] -- "MCP protocol<br/>(HTTP + JSON-RPC)" --> B["MCP Server<br/>(:5008/mcp)"]
+    B -- "Superset context<br/>(app, db, RBAC)" --> C["Superset<br/>(:8088)"]
+    C --> D[("Database<br/>(Postgres)")]
+```
+
+---
+
+## Quick Start
+
+Get the MCP server running locally and connect an AI client in three steps.
+
+### 1. Start the MCP server
+
+The MCP server runs as a separate process alongside Superset:
+
+```bash
+superset mcp run --host 127.0.0.1 --port 5008
+```
+
+| Flag | Default | Description |
+|------|---------|-------------|
+| `--host` | `127.0.0.1` | Host to bind to |
+| `--port` | `5008` | Port to bind to |
+| `--debug` | off | Enable debug logging |
+
+The endpoint is available at `http://<host>:<port>/mcp`.
+
+### 2. Set a development user
+
+For local development, tell the MCP server which Superset user to impersonate (the user must already exist in your database):
+
+```python
+# superset_config.py
+MCP_DEV_USERNAME = "admin"
+```
+
+### 3. Connect an AI client
+
+Point your MCP client at the server. For **Claude Desktop**, edit the config file:
+
+- **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json`
+- **Windows**: `%APPDATA%\Claude\claude_desktop_config.json`
+- **Linux**: `~/.config/Claude/claude_desktop_config.json`
+
+```json
+{
+  "mcpServers": {
+    "superset": {
+      "url": "http://localhost:5008/mcp"
+    }
+  }
+}
+```
+
+Restart Claude Desktop. The hammer icon in the chat bar confirms the connection.
+
+See [Connecting AI Clients](#connecting-ai-clients) for Claude Code, Claude Web, ChatGPT, and raw HTTP examples.
+
+---
+
+## Prerequisites
+
+- Apache Superset 5.0+ running and accessible
+- Python 3.10+
+- The `fastmcp` package (`pip install fastmcp`)
+
+---
+
+## Authentication
+
+The MCP server supports multiple authentication methods depending on your deployment scenario.
+
+```mermaid
+flowchart TD
+    R["Incoming MCP Request"] --> F{"MCP_AUTH_FACTORY<br/>set?"}
+    F -- Yes --> CF["Custom Auth Provider"]
+    F -- No --> AE{"MCP_AUTH_ENABLED?"}
+    AE -- "True" --> JWT["JWT Validation"]
+    AE -- "False" --> DU["Dev Mode<br/>(MCP_DEV_USERNAME)"]
+
+    JWT --> ALG{"MCP_JWT_ALGORITHM"}
+    ALG -- "RS256 + JWKS" --> JWKS["Fetch keys from<br/>MCP_JWKS_URI"]
+    ALG -- "RS256 + static" --> PK["Use<br/>MCP_JWT_PUBLIC_KEY"]
+    ALG -- "HS256" --> SEC["Use<br/>MCP_JWT_SECRET"]
+
+    JWKS --> V["Validate token<br/>(exp, iss, aud, scopes)"]
+    PK --> V
+    SEC --> V
+    V --> UR["Resolve Superset user<br/>from token claims"]
+    UR --> OK["Authenticated request"]
+    CF --> OK
+    DU --> OK
+```
+
+### Development Mode (No Auth)
+
+Disable authentication and use a fixed user:
+
+```python
+# superset_config.py
+MCP_AUTH_ENABLED = False
+MCP_DEV_USERNAME = "admin"
+```
+
+All operations run as the configured user.
+
+:::warning
+Never use development mode in production. Always enable authentication for any internet-facing deployment.
+:::
+
+### JWT Authentication
+
+For production, enable JWT-based authentication. The MCP server validates a Bearer token on every request.
+
+#### Option A: RS256 with JWKS endpoint
+
+The most common setup for OAuth 2.0 / OIDC providers that publish a JWKS (JSON Web Key Set) endpoint:
+
+```python
+# superset_config.py
+MCP_AUTH_ENABLED = True
+MCP_JWT_ALGORITHM = "RS256"
+MCP_JWKS_URI = "https://your-identity-provider.com/.well-known/jwks.json"
+MCP_JWT_ISSUER = "https://your-identity-provider.com/"
+MCP_JWT_AUDIENCE = "your-superset-instance"
+```
+
+#### Option B: RS256 with static public key
+
+Use this when you have a fixed RSA key pair (e.g., self-signed tokens):
+
+```python
+# superset_config.py
+MCP_AUTH_ENABLED = True
+MCP_JWT_ALGORITHM = "RS256"
+MCP_JWT_PUBLIC_KEY = """-----BEGIN PUBLIC KEY-----
+MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA...
+-----END PUBLIC KEY-----"""
+MCP_JWT_ISSUER = "your-issuer"
+MCP_JWT_AUDIENCE = "your-audience"
+```
+
+#### Option C: HS256 with shared secret
+
+Use this when both the token issuer and the MCP server share a symmetric secret:
+
+```python
+# superset_config.py
+MCP_AUTH_ENABLED = True
+MCP_JWT_ALGORITHM = "HS256"
+MCP_JWT_SECRET = "your-shared-secret-key"
+MCP_JWT_ISSUER = "your-issuer"
+MCP_JWT_AUDIENCE = "your-audience"
+```
+
+:::warning
+Store `MCP_JWT_SECRET` securely. Never commit it to version control. Use environment variables:
+```python
+import os
+MCP_JWT_SECRET = os.environ.get("MCP_JWT_SECRET")
+```
+:::
+
+#### JWT claims
+
+The MCP server validates these standard claims:
+
+| Claim | Config Key | Description |
+|-------|-----------|-------------|
+| `exp` | -- | Expiration time (always validated) |
+| `iss` | `MCP_JWT_ISSUER` | Token issuer (optional but recommended) |
+| `aud` | `MCP_JWT_AUDIENCE` | Token audience (optional but recommended) |
+| `sub` | -- | Subject -- primary claim used to resolve the Superset user |
+
+#### User resolution
+
+After validating the token, the MCP server resolves a Superset username from the claims. It checks these in order, using the first non-empty value:
+
+1. `subject` -- the standard `sub` claim (via the access token object)
+2. `client_id` -- for machine-to-machine tokens
+3. `payload["sub"]` -- fallback to raw payload
+4. `payload["email"]` -- email-based lookup
+5. `payload["username"]` -- explicit username claim
+
+The resolved value must match a `username` in the Superset `ab_user` table.
+
+#### Scoped access
+
+Require specific scopes in the JWT to limit what MCP operations a token can perform:
+
+```python
+# superset_config.py
+MCP_REQUIRED_SCOPES = ["mcp:read", "mcp:write"]
+```
+
+Only tokens that include **all** required scopes are accepted.
+
+### Custom Auth Provider
+
+For advanced scenarios (e.g., a proprietary auth system), provide a factory function. This takes precedence over all built-in JWT configuration:
+
+```python
+# superset_config.py
+def my_custom_auth_factory(app):
+    """Return a FastMCP auth provider instance."""
+    from fastmcp.server.auth.providers.jwt import JWTVerifier
+    return JWTVerifier(
+        jwks_uri="https://my-auth.example.com/.well-known/jwks.json",
+        issuer="https://my-auth.example.com/",
+        audience="superset-mcp",
+    )
+
+MCP_AUTH_FACTORY = my_custom_auth_factory
+```
+
+---
+
+## Connecting AI Clients
+
+### Claude Desktop
+
+**Local development (no auth):**
+
+```json
+{
+  "mcpServers": {
+    "superset": {
+      "url": "http://localhost:5008/mcp"
+    }
+  }
+}
+```
+
+**With JWT authentication:**
+
+```json
+{
+  "mcpServers": {
+    "superset": {
+      "command": "npx",
+      "args": [
+        "-y",
+        "mcp-remote@latest",
+        "http://your-superset-host:5008/mcp",
+        "--header",
+        "Authorization: Bearer YOUR_TOKEN"
+      ]
+    }
+  }
+}
+```
+
+### Claude Code (CLI)
+
+Add to your project's `.mcp.json`:
+
+```json
+{
+  "mcpServers": {
+    "superset": {
+      "type": "url",
+      "url": "http://localhost:5008/mcp"
+    }
+  }
+}
+```
+
+With authentication:
+
+```json
+{
+  "mcpServers": {
+    "superset": {
+      "type": "url",
+      "url": "http://localhost:5008/mcp",
+      "headers": {
+        "Authorization": "Bearer YOUR_TOKEN"
+      }
+    }
+  }
+}
+```
+
+### Claude Web (claude.ai)
+
+1. Open [claude.ai](https://claude.ai)
+2. Click the **+** button (or your profile icon)
+3. Select **Connectors**
+4. Click **Manage Connectors** > **Add custom connector**
+5. Enter a name and your MCP URL (e.g., `https://your-superset-host/mcp`)
+6. Click **Add**
+
+:::info
+Custom connectors on Claude Web require a Pro, Max, Team, or Enterprise plan.
+:::
+
+### ChatGPT
+
+1. Click your profile icon > **Settings** > **Apps and Connectors**
+2. Enable **Developer Mode** in Advanced Settings
+3. In the chat composer, press **+** > **Add sources** > **App** > **Connect more** > **Create app**
+4. Enter a name and your MCP server URL
+5. Click **I understand and continue**
+
+:::info
+ChatGPT MCP connectors require a Pro, Team, Enterprise, or Edu plan.
+:::
+
+### Direct HTTP requests
+
+Call the MCP server directly with any HTTP client:
+
+```bash
+curl -X POST http://localhost:5008/mcp \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer YOUR_JWT_TOKEN' \
+  -d '{"jsonrpc": "2.0", "method": "tools/list", "id": 1}'
+```
+
+---
+
+## Deployment
+
+### Single Process
+
+The simplest setup: run the MCP server alongside Superset on the same host.
+
+```mermaid
+flowchart TD
+    subgraph host["Host / VM"]
+        direction TB
+        S["Superset<br/>:8088"] --> DB[("Postgres")]
+        M["MCP Server<br/>:5008"] --> DB
+    end
+    C["AI Client"] -- "HTTPS" --> P["Reverse Proxy<br/>(Nginx / Caddy)"]
+    U["Browser"] -- "HTTPS" --> P
+    P -- ":8088" --> S
+    P -- ":5008/mcp" --> M
+```
+
+**superset_config.py:**
+
+```python
+MCP_SERVICE_HOST = "0.0.0.0"
+MCP_SERVICE_PORT = 5008
+MCP_DEV_USERNAME = "admin"  # or enable JWT auth
+
+# If behind a reverse proxy, set the public-facing URL so
+# MCP-generated links (chart previews, SQL Lab URLs) resolve correctly:
+MCP_SERVICE_URL = "https://superset.example.com"
+```
+
+**Start both processes:**
+
+```bash
+# Terminal 1 -- Superset web server
+superset run -h 0.0.0.0 -p 8088
+
+# Terminal 2 -- MCP server
+superset mcp run --host 0.0.0.0 --port 5008
+```
+
+**Nginx reverse proxy with TLS:**
+
+```nginx
+server {
+    listen 443 ssl;
+    server_name superset.example.com;
+
+    ssl_certificate     /path/to/cert.pem;
+    ssl_certificate_key /path/to/key.pem;
+
+    # Superset web UI
+    location / {
+        proxy_pass http://127.0.0.1:8088;
+        proxy_set_header Host $host;
+        proxy_set_header X-Real-IP $remote_addr;
+    }
+
+    # MCP endpoint
+    location /mcp {
+        proxy_pass http://127.0.0.1:5008/mcp;
+        proxy_set_header Host $host;
+        proxy_set_header X-Real-IP $remote_addr;
+        proxy_set_header Authorization $http_authorization;
+    }
+}
+```
+
+### Docker Compose
+
+Run Superset and the MCP server as separate containers sharing the same config:
+
+```yaml
+# docker-compose.yml
+services:
+  superset:
+    image: apache/superset:latest
+    ports:
+      - "8088:8088"
+    volumes:
+      - ./superset_config.py:/app/superset_config.py
+    environment:
+      - SUPERSET_CONFIG_PATH=/app/superset_config.py
+
+  mcp:
+    image: apache/superset:latest
+    command: ["superset", "mcp", "run", "--host", "0.0.0.0", "--port", "5008"]
+    ports:
+      - "5008:5008"
+    volumes:
+      - ./superset_config.py:/app/superset_config.py
+    environment:
+      - SUPERSET_CONFIG_PATH=/app/superset_config.py
+    depends_on:
+      - superset
+```
+
+Both containers share the same `superset_config.py`, so authentication settings, database connections, and feature flags stay in sync.
+
+### Multi-Pod (Kubernetes)
+
+For high-availability deployments, configure Redis so that replicas share session state:
+
+```mermaid
+flowchart TD
+    LB["Load Balancer"] --> M1["MCP Pod 1"]
+    LB --> M2["MCP Pod 2"]
+    LB --> M3["MCP Pod 3"]
+    M1 --> R[("Redis<br/>(session store)")]
+    M2 --> R
+    M3 --> R
+    M1 --> DB[("Postgres")]
+    M2 --> DB
+    M3 --> DB
+```
+
+**superset_config.py:**
+
+```python
+MCP_STORE_CONFIG = {
+    "enabled": True,
+    "CACHE_REDIS_URL": "redis://redis-host:6379/0",
+    "event_store_max_events": 100,
+    "event_store_ttl": 3600,
+}
+```
+
+When `CACHE_REDIS_URL` is set, the MCP server uses a Redis-backed EventStore for session management, allowing replicas to share state. Without Redis, each pod manages its own in-memory sessions and stateful MCP interactions may fail when requests hit different replicas.
+
+---
+
+## Configuration Reference
+
+All MCP settings go in `superset_config.py`. Defaults are defined in `superset/mcp_service/mcp_config.py`.
+
+### Core
+
+| Setting | Default | Description |
+|---------|---------|-------------|
+| `MCP_SERVICE_HOST` | `"localhost"` | Host the MCP server binds to |
+| `MCP_SERVICE_PORT` | `5008` | Port the MCP server binds to |
+| `MCP_SERVICE_URL` | `None` | Public base URL for MCP-generated links (set this when behind a reverse proxy) |
+| `MCP_DEBUG` | `False` | Enable debug logging |
+| `MCP_DEV_USERNAME` | -- | Superset username for development mode (no auth) |
+| `MCP_RBAC_ENABLED` | `True` | Enforce Superset's role-based access control on MCP tool calls. When `True`, each tool checks that the authenticated user has the required FAB permission before executing. Disable only for testing or trusted-network deployments. |
+
+### Authentication
+
+| Setting | Default | Description |
+|---------|---------|-------------|
+| `MCP_AUTH_ENABLED` | `False` | Enable JWT authentication |
+| `MCP_JWT_ALGORITHM` | `"RS256"` | JWT signing algorithm (`RS256` or `HS256`) |
+| `MCP_JWKS_URI` | `None` | JWKS endpoint URL (RS256) |
+| `MCP_JWT_PUBLIC_KEY` | `None` | Static RSA public key string (RS256) |
+| `MCP_JWT_SECRET` | `None` | Shared secret string (HS256) |
+| `MCP_JWT_ISSUER` | `None` | Expected `iss` claim |
+| `MCP_JWT_AUDIENCE` | `None` | Expected `aud` claim |
+| `MCP_REQUIRED_SCOPES` | `[]` | Required JWT scopes |
+| `MCP_JWT_DEBUG_ERRORS` | `False` | Log detailed JWT errors server-side (never exposed in HTTP responses per RFC 6750) |
+| `MCP_AUTH_FACTORY` | `None` | Custom auth provider factory `(flask_app) -> auth_provider`. Takes precedence over built-in JWT |
+| `MCP_USER_RESOLVER` | `None` | Custom function `(app, access_token) -> username` to extract a Superset username from a validated JWT token. When `None`, the default resolver checks `preferred_username`, `username`, `email`, and `sub` claims in that order. |
+
+### Response Size Guard
+
+Limits response sizes to prevent exceeding LLM context windows:
+
+```python
+MCP_RESPONSE_SIZE_CONFIG = {
+    "enabled": True,
+    "token_limit": 25000,
+    "warn_threshold_pct": 80,
+    "excluded_tools": [
+        "health_check",
+        "get_chart_preview",
+        "generate_explore_link",
+        "open_sql_lab_with_context",
+    ],
+}
+```
+
+| Key | Default | Description |
+|-----|---------|-------------|
+| `enabled` | `True` | Enable response size checking |
+| `token_limit` | `25000` | Maximum estimated token count per response |
+| `warn_threshold_pct` | `80` | Warn when response exceeds this percentage of the limit |
+| `excluded_tools` | See above | Tools exempt from size checking (e.g., tools that return URLs, not data) |
+
+### Caching
+
+Optional response caching for read-heavy workloads. Requires Redis when used with multiple replicas.
+
+```python
+MCP_CACHE_CONFIG = {
+    "enabled": False,
+    "CACHE_KEY_PREFIX": None,
+    "list_tools_ttl": 300,       # 5 min
+    "list_resources_ttl": 300,
+    "list_prompts_ttl": 300,
+    "read_resource_ttl": 3600,   # 1 hour
+    "get_prompt_ttl": 3600,
+    "call_tool_ttl": 3600,
+    "max_item_size": 1048576,    # 1 MB
+    "excluded_tools": [
+        "execute_sql",
+        "generate_dashboard",
+        "generate_chart",
+        "update_chart",
+    ],
+}
+```
+
+| Key | Default | Description |
+|-----|---------|-------------|
+| `enabled` | `False` | Enable response caching |
+| `CACHE_KEY_PREFIX` | `None` | Optional prefix for cache keys (useful for shared Redis) |
+| `list_tools_ttl` | `300` | Cache TTL in seconds for `tools/list` |
+| `list_resources_ttl` | `300` | Cache TTL for `resources/list` |
+| `list_prompts_ttl` | `300` | Cache TTL for `prompts/list` |
+| `read_resource_ttl` | `3600` | Cache TTL for `resources/read` |
+| `get_prompt_ttl` | `3600` | Cache TTL for `prompts/get` |
+| `call_tool_ttl` | `3600` | Cache TTL for `tools/call` |
+| `max_item_size` | `1048576` | Maximum cached item size in bytes (1 MB) |
+| `excluded_tools` | See above | Tools that are never cached (mutating or non-deterministic) |
+
+### Redis Store (Multi-Pod)
+
+Enables Redis-backed session and event storage for multi-replica deployments:
+
+```python
+MCP_STORE_CONFIG = {
+    "enabled": False,
+    "CACHE_REDIS_URL": None,
+    "event_store_max_events": 100,
+    "event_store_ttl": 3600,
+}
+```
+
+| Key | Default | Description |
+|-----|---------|-------------|
+| `enabled` | `False` | Enable Redis-backed store |
+| `CACHE_REDIS_URL` | `None` | Redis connection URL (e.g., `redis://redis-host:6379/0`) |
+| `event_store_max_events` | `100` | Maximum events retained per session |
+| `event_store_ttl` | `3600` | Event TTL in seconds |
+
+### Tool Search
+
+By default the MCP server exposes a lightweight tool-search interface instead of advertising every tool at once. This reduces the initial context sent to the LLM by ~70%, which lowers cost and latency. The AI client discovers tools on demand by calling `search_tools` and then invokes them via `call_tool`.
+
+```python
+MCP_TOOL_SEARCH_CONFIG = {
+    "enabled": True,
+    "strategy": "bm25",        # "bm25" (natural language) or "regex"
+    "max_results": 5,
+    "always_visible": [        # Tools always listed (pinned)
+        "health_check",
+        "get_instance_info",
+    ],
+    "search_tool_name": "search_tools",
+    "call_tool_name": "call_tool",
+    "include_schemas": False,  # False=summary mode (name + parameters_hint)
+    "compact_schemas": True,   # Strip $defs (only applies when include_schemas=True)
+    "max_description_length": 300,
+}
+```
+
+| Key | Default | Description |
+|-----|---------|-------------|
+| `enabled` | `True` | Enable tool search. When `False`, all tools are listed upfront |
+| `strategy` | `"bm25"` | Search ranking algorithm. `"bm25"` supports natural language; `"regex"` supports pattern matching |
+| `max_results` | `5` | Maximum tools returned per search query |
+| `always_visible` | See above | Tools that always appear in `list_tools`, regardless of search |
+| `include_schemas` | `False` | When `False` (default, "summary mode"), search results omit `inputSchema` entirely and include a lightweight `parameters_hint` listing top-level parameter names. Set to `True` to include the full `inputSchema` in search results. Full schemas are always used when a tool is actually invoked via `call_tool`. |
+| `compact_schemas` | `True` | Strip `$defs` / `$ref` and replace with `{"type": "object"}` in search results to reduce token cost. Only takes effect when `include_schemas=True` — ignored in summary mode. |
+| `max_description_length` | `300` | Truncate tool descriptions in search results (0 = no truncation). Applies in both summary and full-schema modes. |
+
+:::tip
+Set `enabled: False` to revert to the traditional "show all tools at once" behavior, which some clients or workflows may prefer.
+:::
+
+Tool search reduces the initial token cost from ~15–20K tokens (full catalog) down to ~4–5K tokens (pinned tools + search interface) — roughly 85% savings at the start of each conversation.
+
+### Session & CSRF
+
+These values are flat-merged into the Flask app config used by the MCP server process:
+
+```python
+MCP_SESSION_CONFIG = {
+    "SESSION_COOKIE_HTTPONLY": True,
+    "SESSION_COOKIE_SECURE": False,
+    "SESSION_COOKIE_SAMESITE": "Lax",
+    "SESSION_COOKIE_NAME": "superset_session",
+    "PERMANENT_SESSION_LIFETIME": 86400,
+}
+
+MCP_CSRF_CONFIG = {
+    "WTF_CSRF_ENABLED": True,
+    "WTF_CSRF_TIME_LIMIT": None,
+}
+```
+
+---
+
+## Access Control
+
+### RBAC Enforcement
+
+The MCP server respects Superset's full role-based access control (RBAC). Every authenticated user can only access the data and operations their Superset roles permit — the same rules that apply in the Superset UI apply through MCP.
+
+Each tool declares one or more required FAB permissions. The table below maps tool groups to their permission requirements:
+
+| Tool group | Required FAB permission |
+|------------|------------------------|
+| `list_charts`, `get_chart_info`, `get_chart_data`, `get_chart_preview`, `generate_chart`, `update_chart` | `can_read` on `Chart` (read), `can_write` on `Chart` (mutate) |
+| `list_dashboards`, `get_dashboard_info`, `generate_dashboard`, `add_chart_to_existing_dashboard` | `can_read` on `Dashboard` (read), `can_write` on `Dashboard` (mutate) |
+| `list_datasets`, `get_dataset_info`, `create_virtual_dataset` | `can_read` on `Dataset` (read), `can_write` on `Dataset` (mutate) |
+| `list_databases`, `get_database_info` | `can_read` on `Database` |
+| `execute_sql` | `can_execute_sql_query` on `SQLLab` |
+| `open_sql_lab_with_context` | `can_read` on `SQLLab` |
+| `save_sql_query` | `can_write` on `SavedQuery` |
+| `health_check` | None (public) |
+
+To disable RBAC checking globally (for trusted-network deployments or testing), set:
+
+```python
+# superset_config.py
+MCP_RBAC_ENABLED = False
+```
+
+:::warning
+Disabling RBAC removes all permission checks from MCP tool calls. Only do this on isolated, internal deployments where all MCP users are trusted admins.
+:::
+
+### Audit Log
+
+All MCP tool calls are recorded in Superset's action log. You can view them at **Settings → Action Log** (admin only). Each log entry records:
+
+- The tool name (e.g., `mcp.generate_chart.db_write`)
+- The authenticated user
+- A timestamp
+
+This makes MCP activity fully auditable alongside regular Superset activity. The action log uses the same event logger as the rest of Superset, so existing log ingestion pipelines (e.g., sending logs to Elasticsearch or a SIEM) capture MCP events automatically.
+
+### Middleware Pipeline
+
+Every MCP request passes through a middleware stack before reaching the tool function. The default stack (assembled in `build_middleware_list()` in `server.py`) is:
+
+| Middleware | Purpose | Default |
+|------------|---------|---------|
+| `StructuredContentStripperMiddleware` | Strips `structuredContent` from responses for Claude.ai bridge compatibility | Enabled |
+| `LoggingMiddleware` | Logs each tool call with user, parameters, and duration | Enabled |
+| `GlobalErrorHandlerMiddleware` | Catches unhandled exceptions and sanitizes sensitive data before it reaches the client | Enabled |
+| `ResponseSizeGuardMiddleware` | Estimates token count, warns at 80% of limit, blocks at limit | Enabled (configurable via `MCP_RESPONSE_SIZE_CONFIG`) |
+| `ResponseCachingMiddleware` | Caches read-heavy tool responses (in-memory or Redis) | Disabled (enable via `MCP_CACHE_CONFIG`) |
+
+Additional middleware classes (`RateLimitMiddleware`, `FieldPermissionsMiddleware`, `PrivateToolMiddleware`) are implemented in `superset/mcp_service/middleware.py` but are not added to the default pipeline. They are available for operators who want to layer them in via a custom startup path.
+
+### Error Sanitization
+
+The `GlobalErrorHandlerMiddleware` automatically redacts sensitive information from all error messages before they reach the LLM client. The following are replaced with generic messages:
+
+- **Database connection strings** — replaced with a generic connection error message
+- **API keys and tokens** — redacted from error traces
+- **File system paths** — stripped to prevent information disclosure
+- **IP addresses** — removed from error context
+
+This ensures that a misconfigured database connection or an unexpected exception never leaks credentials or internal topology to the LLM or its users. All regex patterns used for redaction are bounded to prevent ReDoS attacks.
+
+---
+
+## Performance
+
+### Connection Pooling
+
+Each MCP server process maintains its own SQLAlchemy connection pool to the database. For multi-worker deployments, total open connections = **workers × pool size**.
+
+```python
+# superset_config.py
+SQLALCHEMY_POOL_SIZE = 5
+SQLALCHEMY_MAX_OVERFLOW = 10
+SQLALCHEMY_POOL_TIMEOUT = 30
+SQLALCHEMY_POOL_RECYCLE = 3600  # Recycle connections after 1 hour
+```
+
+For a 3-pod Kubernetes deployment with the defaults above, expect up to 3 × (5 + 10) = 45 connections. Size your database's `max_connections` accordingly.
+
+### Response Caching
+
+Enable response caching for read-heavy workloads (dashboards/datasets that don't change frequently). With the in-memory backend (default when `MCP_STORE_CONFIG` is disabled), caching is per-process. Use Redis-backed caching for consistent cache hits across multiple pods:
+
+```python
+MCP_CACHE_CONFIG = {"enabled": True, "call_tool_ttl": 3600}
+MCP_STORE_CONFIG = {"enabled": True, "CACHE_REDIS_URL": "redis://redis:6379/0"}
+```
+
+Mutating tools (`generate_chart`, `update_chart`, `execute_sql`, `generate_dashboard`) are always excluded from caching regardless of this setting.
+
+---
+
+## Troubleshooting
+
+### Server won't start
+
+- Verify `fastmcp` is installed: `pip install fastmcp`
+- Check that `MCP_DEV_USERNAME` is set if auth is disabled -- the server requires a user identity
+- Confirm the port is not already in use: `lsof -i :5008`
+
+### 401 Unauthorized
+
+- Verify your JWT token has not expired (`exp` claim)
+- Check that `MCP_JWT_ISSUER` and `MCP_JWT_AUDIENCE` match the token's `iss` and `aud` claims exactly
+- For RS256 with JWKS: confirm the JWKS URI is reachable from the MCP server
+- For RS256 with static key: confirm the public key string includes the `BEGIN`/`END` markers
+- For HS256: confirm the secret matches between the token issuer and `MCP_JWT_SECRET`
+- Enable `MCP_JWT_DEBUG_ERRORS = True` for detailed server-side logging (errors are never leaked to the client)
+
+### Tool not found
+
+- Ensure the MCP server and Superset share the same `superset_config.py`
+- Check server logs at startup -- tool registration errors are logged with the tool name and reason
+
+### Client can't connect
+
+- Verify the MCP server URL is reachable from the client machine
+- For Claude Desktop: fully quit the app (not just close the window) and restart after config changes
+- For remote access: ensure your firewall and reverse proxy allow traffic to the MCP port
+- Confirm the URL path ends with `/mcp` (e.g., `http://localhost:5008/mcp`)
+
+### Permission errors on tool calls
+
+- The MCP server enforces Superset's RBAC permissions -- the authenticated user must have the required roles
+- In development mode, ensure `MCP_DEV_USERNAME` maps to a user with appropriate roles (e.g., Admin)
+- Check `superset/security/manager.py` for the specific permission tuples required by each tool domain (e.g., `("can_execute_sql_query", "SQLLab")`)
+
+### Response too large
+
+- If a tool call returns an error about exceeding token limits, the response size guard is blocking an oversized result
+- Reduce `page_size` or `limit` parameters, use `select_columns` to exclude large fields, or add filters to narrow results
+- To adjust the threshold, change `token_limit` in `MCP_RESPONSE_SIZE_CONFIG`
+- To disable the guard entirely, set `MCP_RESPONSE_SIZE_CONFIG = {"enabled": False}`
+
+---
+
+## Audit Events
+
+All MCP tool calls are logged to Superset's event logger, the same system used by the web UI (viewable at **Settings → Action Log**). Each event captures:
+
+- **Action**: `mcp.<tool_name>.<phase>` (e.g., `mcp.list_databases.query`)
+- **User**: the resolved Superset username from the JWT or dev config
+- **Timestamp**: when the operation ran
+
+This means MCP activity is auditable alongside normal user activity. No additional configuration is required — logging is on by default whenever the event logger is enabled in your Superset deployment.
+
+## Tool Pagination
+
+MCP list tools (`list_datasets`, `list_charts`, `list_dashboards`, `list_databases`) use **offset pagination** via `page` (1-based) and `page_size` parameters. Responses include `page`, `page_size`, `total_count`, `total_pages`, `has_previous`, and `has_next`. To iterate through all results:
+
+```python
+# Example: fetch all charts across pages
+all_charts = []
+page = 1
+while True:
+    result = mcp.list_charts(page=page, page_size=50)
+    all_charts.extend(result["charts"])
+    if not result.get("has_next"):
+        break
+    page += 1
+```
+
+## Security Best Practices
+
+- **Use TLS** for all production MCP endpoints -- place the server behind a reverse proxy with HTTPS
+- **Enable JWT authentication** for any internet-facing deployment
+- **RBAC enforcement** -- The MCP server respects Superset's role-based access control. Users can only access data their roles permit
+- **Secrets management** -- Store `MCP_JWT_SECRET`, database credentials, and API keys in environment variables or a secrets manager, never in config files committed to version control
+- **Scoped tokens** -- Use `MCP_REQUIRED_SCOPES` to limit what operations a token can perform
+- **Network isolation** -- In Kubernetes, restrict MCP pod network policies to only allow traffic from your AI client endpoints
+- Review the **[Security documentation](/developer-docs/extensions/security)** for additional extension security guidance
+
+---
+
+## Next Steps
+
+- **[Using AI with Superset](/user-docs/using-superset/using-ai-with-superset)** -- What AI can do with Superset and how to get started
+- **[MCP Integration](/developer-docs/extensions/mcp)** -- Build custom MCP tools and prompts via Superset extensions
+- **[Security](/developer-docs/extensions/security)** -- Security best practices for extensions
+- **[Deployment](/developer-docs/extensions/deployment)** -- Package and deploy Superset extensions

docs/admin_docs/configuration/networking-settings.mdx

@@ -64,7 +64,7 @@ There are two approaches to making dashboards publicly accessible:
 3. Edit each dashboard's properties and add the "Public" role
 4. Only dashboards with the Public role explicitly assigned are visible to anonymous users
 
-See the [Public role documentation](/admin-docs/security/security#public) for more details.
+See the [Public role documentation](/admin-docs/security/#public) for more details.
 
 #### Embedding a Public Dashboard
 
@@ -111,7 +111,7 @@ FEATURE_FLAGS = {
 This flag only hides the logout button when Superset detects it is running inside an iframe. Users accessing Superset directly (not embedded) will still see the logout button regardless of this setting.
 
 :::note
-When embedding with SSO, also set `SESSION_COOKIE_SAMESITE = 'None'` and `SESSION_COOKIE_SECURE = True`. See [Security documentation](/docs/security/securing_superset) for details.
+When embedding with SSO, also set `SESSION_COOKIE_SAMESITE = 'None'` and `SESSION_COOKIE_SECURE = True`. See [Security documentation](/admin-docs/security/securing_superset) for details.
 :::
 
 ## CSRF settings

docs/admin_docs/configuration/sql-templating.mdx

@@ -22,6 +22,15 @@ While powerful, this feature executes template code on the server. Within the Su
 
 If you grant these permissions to untrusted users, this feature can be exploited as a **Server-Side Template Injection (SSTI)** vulnerability. Do not enable `ENABLE_TEMPLATE_PROCESSING` unless you fully understand and accept the associated security risks.
 
+Additionally:
+
+- The `url_param()` macro allows URL parameters to influence the rendered SQL. Always validate or restrict `url_param()` values in your templates rather than interpolating them directly.
+- `filter.get('val')` returns raw filter values without escaping. Use the safe helpers described below (`|where_in`, `| replace("'", "''")`) rather than concatenating values directly into SQL strings.
+
+:::
+
+:::tip
+`ENABLE_TEMPLATE_PROCESSING` defaults to `False`. Only enable it if your deployment requires Jinja templates and all users with dataset/chart edit access are administrators or fully trusted internal users.
 :::
 
 When templating is enabled, python code can be embedded in virtual datasets and
@@ -324,6 +333,16 @@ cache hit in the future and Superset can retrieve cached data.
 The `{{ url_param('custom_variable') }}` macro lets you define arbitrary URL
 parameters and reference them in your SQL code.
 
+:::warning
+Always treat `url_param()` values as untrusted input. Escaping behaviour varies by context and configuration, so do not rely on it. Restrict values to an explicit allowlist before using them in SQL:
+
+```sql
+{% set cc = url_param('countrycode') %}
+{% if cc not in ('US', 'ES', 'FR') %}{% set cc = 'US' %}{% endif %}
+WHERE country_code = '{{ cc }}'
+```
+:::
+
 Here's a concrete example:
 
 - You write the following query in SQL Lab:
@@ -398,6 +417,16 @@ This is useful if:
 - You want to handle generating custom SQL conditions for a filter
 - You want to have the ability to filter inside the main query for speed purposes
 
+:::warning
+`filter.get('val')` returns the raw filter value without escaping. For multi-value filters, use the `|where_in` Jinja filter, which handles quoting safely. For single-value operators like `LIKE`, escape single quotes before interpolating:
+
+```sql
+{%- if filter.get('op') == 'LIKE' -%}
+    AND full_name LIKE '{{ filter.get('val') | replace("'", "''") }}'
+{%- endif -%}
+```
+:::
+
 Here's a concrete example:
 
 ```sql
@@ -424,7 +453,7 @@ Here's a concrete example:
 
     {%- if filter.get('op') == 'LIKE' -%}
         AND
-        full_name LIKE {{ "'" + filter.get('val') + "'" }}
+        full_name LIKE '{{ filter.get('val') | replace("'", "''") }}'
     {%- endif -%}
 
     {%- endfor -%}

docs/admin_docs/configuration/theming.mdx

@@ -84,6 +84,35 @@ THEME_DARK = {
 # - OS preference detection is automatically enabled
 ```
 
+### App Branding
+
+The application name shown in the browser title bar and navigation can be
+set via the `brandAppName` theme token:
+
+```python
+THEME_DEFAULT = {
+    "token": {
+        "brandAppName": "Acme Analytics",
+        # ... other tokens
+    }
+}
+```
+
+Or in the theme CRUD UI JSON editor:
+
+```json
+{
+  "token": {
+    "brandAppName": "Acme Analytics"
+  }
+}
+```
+
+The existing `APP_NAME` Python config key continues to work for backward compatibility.
+`brandAppName` takes precedence when both are set, and allows different themes to carry different brand names.
+Email and alert/report notification subjects are driven by backend settings such as
+`EMAIL_REPORTS_SUBJECT_PREFIX` and `APP_NAME`, not by this theme token.
+
 ### Migration from Configuration to UI
 
 When `ENABLE_UI_THEME_ADMINISTRATION = True`:
@@ -312,11 +341,25 @@ Available chart types for `echartsOptionsOverridesByChartType`:
 - `echarts_heatmap` - Heatmaps
 - `echarts_mixed_timeseries` - Mixed time series
 
+### Array Property Overrides
+
+Array properties (such as color palettes) are fully supported in overrides. Arrays are **replaced entirely** rather than merged, so specify the complete array:
+
+```python
+THEME_DEFAULT = {
+    "token": { ... },
+    "echartsOptionsOverrides": {
+        # Replace the default color palette for all ECharts visualizations
+        "color": ["#1f77b4", "#ff7f0e", "#2ca02c", "#d62728", "#9467bd", "#8c564b"]
+    }
+}
+```
+
 ### Best Practices
 
 1. **Start with global overrides** for consistent styling across all charts
 2. **Use chart-specific overrides** for unique requirements per visualization type
-3. **Test thoroughly** as overrides use deep merge - nested objects are combined, but arrays are completely replaced
+3. **Test thoroughly** as overrides use deep merge for objects, but arrays are completely replaced — always specify the full array value
 4. **Document your overrides** to help team members understand custom styling
 5. **Consider performance** - complex overrides may impact chart rendering speed
 

docs/admin_docs/configuration/timezones.mdx

@@ -20,7 +20,7 @@ To help make the problem somewhat tractable—given that Apache Superset has no
 
 To strive for data consistency (regardless of the timezone of the client) the Apache Superset backend tries to ensure that any timestamp sent to the client has an explicit (or semi-explicit as in the case with [Epoch time](https://en.wikipedia.org/wiki/Unix_time) which is always in reference to UTC) timezone encoded within.
 
-The challenge however lies with the slew of [database engines](/admin-docs/databases#installing-drivers-in-docker) which Apache Superset supports and various inconsistencies between their [Python Database API (DB-API)](https://www.python.org/dev/peps/pep-0249/) implementations combined with the fact that we use [Pandas](https://pandas.pydata.org/) to read SQL into a DataFrame prior to serializing to JSON. Regrettably Pandas ignores the DB-API [type_code](https://www.python.org/dev/peps/pep-0249/#type-objects) relying by default on the underlying Python type returned by the DB-API. Currently only a subset of the supported database engines work correctly with Pandas, i.e., ensuring timestamps without an explicit timestamp are serializd to JSON with the server timezone, thus guaranteeing the client will display timestamps in a consistent manner irrespective of the client's timezone.
+The challenge however lies with the slew of [database engines](/user-docs/databases#installing-drivers-in-docker) which Apache Superset supports and various inconsistencies between their [Python Database API (DB-API)](https://www.python.org/dev/peps/pep-0249/) implementations combined with the fact that we use [Pandas](https://pandas.pydata.org/) to read SQL into a DataFrame prior to serializing to JSON. Regrettably Pandas ignores the DB-API [type_code](https://www.python.org/dev/peps/pep-0249/#type-objects) relying by default on the underlying Python type returned by the DB-API. Currently only a subset of the supported database engines work correctly with Pandas, i.e., ensuring timestamps without an explicit timestamp are serialized to JSON with the server timezone, thus guaranteeing the client will display timestamps in a consistent manner irrespective of the client's timezone.
 
 For example the following is a comparison of MySQL and Presto,
 

docs/admin_docs/installation/kubernetes.mdx

@@ -149,7 +149,7 @@ For production clusters it's recommended to build own image with this step done
 Superset requires a Python DB-API database driver and a SQLAlchemy
 dialect to be installed for each datastore you want to connect to.
 
-See [Install Database Drivers](/admin-docs/databases#installing-database-drivers) for more information.
+See [Install Database Drivers](/user-docs/databases#installing-database-drivers) for more information.
 It is recommended that you refer to versions listed in
 [pyproject.toml](https://github.com/apache/superset/blob/master/pyproject.toml)
 instead of hard-coding them in your bootstrap script, as seen below.

docs/admin_docs/security/security.mdx

@@ -24,6 +24,14 @@ A table with the permissions for these roles can be found at [/RESOURCES/STANDAR
 Admins have all possible rights, including granting or revoking rights from other
 users and altering other people’s slices and dashboards.
 
+>#### Threat Model and Privilege Boundaries: The Admin Role
+>
+>Apache Superset is built with a granular permission model where users assigned the Admin role are considered fully trusted. Admins possess complete control over the application's configuration, UI rendering, and access controls.
+>
+>Consequently, actions performed by an Admin that alter the application's behavior or presentation—such as injecting custom CSS, modifying Jinja templates, or altering security flags—are intended administrative capabilities by design.
+>
+>In accordance with MITRE CNA Rule 4.1, a vulnerability must represent a violation of an explicit security policy. Because the Admin role is defined as a trusted operational boundary, actions executed with Admin privileges do not cross a security perimeter. Therefore, exploit vectors that strictly require Admin access are not classified as security vulnerabilities and are ineligible for CVE assignment.
+
 ### Alpha
 
 Alpha users have access to all data sources, but they cannot grant or revoke access
@@ -44,6 +52,15 @@ only see the objects that they have access to.
 The **sql_lab** role grants access to SQL Lab. Note that while **Admin** users have access
 to all databases by default, both **Alpha** and **Gamma** users need to be given access on a per database basis.
 
+Beyond the base `sql_lab` role, two additional SQL Lab permissions must be explicitly granted for users who need these capabilities:
+
+| Permission | Feature |
+|------------|---------|
+| `can_estimate_query_cost` on `SQLLab` | Estimate query cost before running |
+| `can_format_sql` on `SQLLab` | Format SQL using the database's dialect |
+
+Grant these in **Security → List Roles** by adding the permissions to the relevant role.
+
 ### Public
 
 The **Public** role is the most restrictive built-in role, designed specifically for anonymous/unauthenticated
@@ -174,6 +191,8 @@ However, it is crucial to understand the following:
 
 By combining Superset's configurable safeguards with strong database-level security practices, you can achieve a more robust and layered security posture.
 
+**Dataset Sample Access**: The `get_samples()` endpoint now enforces datasource-level access control. Users can only fetch sample rows from datasets they have been explicitly granted access to — the same permission check applied when running chart queries. This closes a prior gap where unauthenticated or under-privileged access could retrieve sample data.
+
 ### REST API for user & role management
 
 Flask-AppBuilder supports a REST API for user CRUD,
@@ -231,26 +250,143 @@ based on the roles and permissions that were attributed.
 ### Row Level Security
 
 Using Row Level Security filters (under the **Security** menu) you can create filters
-that are assigned to a particular table, as well as a set of roles.
+that are assigned to a particular dataset, as well as a set of roles.
 If you want members of the Finance team to only have access to
 rows where `department = "finance"`, you could:
 
 - Create a Row Level Security filter with that clause (`department = "finance"`)
-- Then assign the clause to the **Finance** role and the table it applies to
+- Then assign the clause to the **Finance** role and the dataset it applies to
 
 The **clause** field, which can contain arbitrary text, is then added to the generated
-SQL statement’s WHERE clause. So you could even do something like create a filter
+SQL statement's WHERE clause. So you could even do something like create a filter
 for the last 30 days and apply it to a specific role, with a clause
 like `date_field > DATE_SUB(NOW(), INTERVAL 30 DAY)`. It can also support
 multiple conditions: `client_id = 6` AND `advertiser="foo"`, etc.
 
-All relevant Row level security filters will be combined together (under the hood,
-the different SQL clauses are combined using AND statements). This means it's
-possible to create a situation where two roles conflict in such a way as to limit a table subset to empty.
+RLS clauses also support **Jinja templating** when `ENABLE_TEMPLATE_PROCESSING` is enabled, so you can write dynamic filters such as
+`user_id = '{{ current_username() }}'` to restrict rows based on the logged-in user.
 
-For example, the filters `client_id=4` and `client_id=5`, applied to a role,
-will result in users of that role having `client_id=4` AND `client_id=5`
-added to their query, which can never be true.
+#### Filter Types
+
+There are two types of RLS filters:
+
+- **Regular** — The filter clause is applied when the querying user belongs to one of the
+  roles assigned to the filter. Use this to restrict what specific roles can see.
+- **Base** — The filter clause is applied to **all** users _except_ those in the assigned
+  roles. Use this to define a default restriction that privileged roles (e.g. Admin) are
+  exempt from. For example, a Base filter with clause `1 = 0` and the Admin role would
+  hide all rows from everyone except Admin — useful as a deny-by-default baseline.
+
+#### Group Keys and Filter Combination
+
+All applicable RLS filters are combined before being added to the query. The combination
+rules are:
+
+- Filters that share the **same group key** are combined with **OR** (any match within
+  the group is sufficient).
+- Different filter groups (different group keys, or no group key) are combined with
+  **AND** (all groups must match).
+- Filters with **no group key** are each treated as their own group and are always AND'd.
+
+For example, if a dataset has three filters:
+
+| Filter | Clause | Group Key |
+|--------|--------|-----------|
+| F1 | `department = 'Finance'` | `department` |
+| F2 | `department = 'Marketing'` | `department` |
+| F3 | `region = 'Europe'` | `region` |
+
+The resulting WHERE clause would be:
+
+```sql
+(department = 'Finance' OR department = 'Marketing') AND (region = 'Europe')
+```
+
+:::caution Conflicting filters
+It is possible to create filters that conflict and produce an empty result set. For
+example, the filters `client_id = 4` and `client_id = 5` **without a shared group key**
+will be AND'd together, producing `client_id = 4 AND client_id = 5`, which can never
+be true.
+
+If you intend for these to be alternatives, assign them the **same group key** so they
+are OR'd instead.
+:::
+
+#### RLS and Virtual (SQL-Based) Datasets
+
+RLS filters are assigned to **datasets**, not to underlying database tables directly. This
+has important implications when working with virtual (SQL-based) datasets:
+
+- **Physical datasets** (backed directly by a table or view) — RLS filters assigned to
+  the dataset are added as WHERE clauses to the query.
+- **Virtual datasets** (defined by a custom SQL query) — RLS filters assigned directly to
+  the virtual dataset are applied to the _outer_ query that wraps the dataset's SQL.
+  Additionally, RLS filters on the **underlying physical datasets** referenced by the
+  virtual dataset's SQL are injected into the inner subquery for each referenced table.
+
+For example, if you have:
+
+1. A physical dataset `orders` with RLS filter `region = 'US'`
+2. A virtual dataset defined as `SELECT * FROM orders WHERE status = 'active'`
+
+A user affected by the RLS filter will effectively see:
+
+```sql
+SELECT * FROM (
+  SELECT * FROM orders WHERE (region = 'US') AND status = 'active'
+) ...
+```
+
+**Key considerations for virtual datasets:**
+
+- You generally do **not** need to duplicate RLS filters on both the physical and virtual
+  dataset — filters on the physical dataset are applied automatically at query time.
+- If you assign an RLS filter directly to a virtual dataset, the clause must reference
+  columns available in the virtual dataset's _output_, not necessarily the underlying
+  table's columns.
+- In **SQL Lab**, RLS is enforced only when the `RLS_IN_SQLLAB` feature flag is enabled:
+  queries run against tables that have associated datasets with RLS filters will then have
+  the appropriate predicates injected automatically.
+
+#### Checking RLS Filters via the API
+
+You can use the RLS REST API to audit which filters are configured and which datasets
+they affect. This requires the `can_read` permission on the `Row Level Security` resource.
+
+**List all RLS rules:**
+
+```
+GET /api/v1/rowlevelsecurity/
+```
+
+**Filter RLS rules for a specific dataset** (using [Rison](https://github.com/Nanonid/rison) query syntax):
+
+```
+GET /api/v1/rowlevelsecurity/?q=(filters:!((col:tables,opr:rel_m_m,value:<dataset_id>)))
+```
+
+**Filter RLS rules by role:**
+
+```
+GET /api/v1/rowlevelsecurity/?q=(filters:!((col:roles,opr:rel_m_m,value:<role_id>)))
+```
+
+**View details of a specific rule** (including clause, assigned datasets, and roles):
+
+```
+GET /api/v1/rowlevelsecurity/<id>
+```
+
+The response includes the filter's `name`, `filter_type` (Regular or Base), `clause`,
+`group_key`, assigned `tables` (with id, schema, and table\_name), and assigned `roles`
+(with id and name).
+
+:::tip Auditing RLS for virtual datasets
+To find all RLS rules that could affect a particular virtual dataset, query the list
+endpoint filtered by that dataset's ID for any directly-assigned rules. Then also check
+the physical datasets referenced in the virtual dataset's SQL, since their RLS filters
+are applied at query time too.
+:::
 
 ### User Sessions
 

docs/developer_docs/api.mdx

@@ -47,10 +47,10 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get the CSRF token](./api/get-the-csrf-token) | `/api/v1/security/csrf_token/` |
-| `POST` | [Get a guest token](./api/get-a-guest-token) | `/api/v1/security/guest_token/` |
-| `POST` | [Create security login](./api/create-security-login) | `/api/v1/security/login` |
-| `POST` | [Create security refresh](./api/create-security-refresh) | `/api/v1/security/refresh` |
+| `GET` | [Get the CSRF token](/developer-docs/api/get-the-csrf-token) | `/api/v1/security/csrf_token/` |
+| `POST` | [Get a guest token](/developer-docs/api/get-a-guest-token) | `/api/v1/security/guest_token/` |
+| `POST` | [Create security login](/developer-docs/api/create-security-login) | `/api/v1/security/login` |
+| `POST` | [Create security refresh](/developer-docs/api/create-security-refresh) | `/api/v1/security/refresh` |
 
 ---
 
@@ -59,36 +59,38 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 #### Core Resources
 
 <details>
-<summary><strong>Dashboards</strong> (26 endpoints) — Create, read, update, and delete dashboards.</summary>
+<summary><strong>Dashboards</strong> (28 endpoints) — Create, read, update, and delete dashboards.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete dashboards](./api/bulk-delete-dashboards) | `/api/v1/dashboard/` |
-| `GET` | [Get a list of dashboards](./api/get-a-list-of-dashboards) | `/api/v1/dashboard/` |
-| `POST` | [Create a new dashboard](./api/create-a-new-dashboard) | `/api/v1/dashboard/` |
-| `GET` | [Get metadata information about this API resource (dashboard--info)](./api/get-metadata-information-about-this-api-resource-dashboard-info) | `/api/v1/dashboard/_info` |
-| `GET` | [Get a dashboard detail information](./api/get-a-dashboard-detail-information) | `/api/v1/dashboard/{id_or_slug}` |
-| `GET` | [Get a dashboard's chart definitions.](./api/get-a-dashboard-s-chart-definitions) | `/api/v1/dashboard/{id_or_slug}/charts` |
-| `POST` | [Create a copy of an existing dashboard](./api/create-a-copy-of-an-existing-dashboard) | `/api/v1/dashboard/{id_or_slug}/copy/` |
-| `GET` | [Get dashboard's datasets](./api/get-dashboard-s-datasets) | `/api/v1/dashboard/{id_or_slug}/datasets` |
-| `DELETE` | [Delete a dashboard's embedded configuration](./api/delete-a-dashboard-s-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `GET` | [Get the dashboard's embedded configuration](./api/get-the-dashboard-s-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `POST` | [Set a dashboard's embedded configuration](./api/set-a-dashboard-s-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `PUT` | [Update dashboard by id_or_slug embedded](./api/update-dashboard-by-id-or-slug-embedded) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `GET` | [Get dashboard's tabs](./api/get-dashboard-s-tabs) | `/api/v1/dashboard/{id_or_slug}/tabs` |
-| `DELETE` | [Delete a dashboard](./api/delete-a-dashboard) | `/api/v1/dashboard/{pk}` |
-| `PUT` | [Update a dashboard](./api/update-a-dashboard) | `/api/v1/dashboard/{pk}` |
-| `POST` | [Compute and cache a screenshot (dashboard-pk-cache-dashboard-screenshot)](./api/compute-and-cache-a-screenshot-dashboard-pk-cache-dashboard-screenshot) | `/api/v1/dashboard/{pk}/cache_dashboard_screenshot/` |
-| `PUT` | [Update colors configuration for a dashboard.](./api/update-colors-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/colors` |
-| `DELETE` | [Remove the dashboard from the user favorite list](./api/remove-the-dashboard-from-the-user-favorite-list) | `/api/v1/dashboard/{pk}/favorites/` |
-| `POST` | [Mark the dashboard as favorite for the current user](./api/mark-the-dashboard-as-favorite-for-the-current-user) | `/api/v1/dashboard/{pk}/favorites/` |
-| `PUT` | [Update native filters configuration for a dashboard.](./api/update-native-filters-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/filters` |
-| `GET` | [Get a computed screenshot from cache (dashboard-pk-screenshot-digest)](./api/get-a-computed-screenshot-from-cache-dashboard-pk-screenshot-digest) | `/api/v1/dashboard/{pk}/screenshot/{digest}/` |
-| `GET` | [Get dashboard's thumbnail](./api/get-dashboard-s-thumbnail) | `/api/v1/dashboard/{pk}/thumbnail/{digest}/` |
-| `GET` | [Download multiple dashboards as YAML files](./api/download-multiple-dashboards-as-yaml-files) | `/api/v1/dashboard/export/` |
-| `GET` | [Check favorited dashboards for current user](./api/check-favorited-dashboards-for-current-user) | `/api/v1/dashboard/favorite_status/` |
-| `POST` | [Import dashboard(s) with associated charts/datasets/databases](./api/import-dashboard-s-with-associated-charts-datasets-databases) | `/api/v1/dashboard/import/` |
-| `GET` | [Get related fields data (dashboard-related-column-name)](./api/get-related-fields-data-dashboard-related-column-name) | `/api/v1/dashboard/related/{column_name}` |
+| `DELETE` | [Bulk delete dashboards](/developer-docs/api/bulk-delete-dashboards) | `/api/v1/dashboard/` |
+| `GET` | [Get a list of dashboards](/developer-docs/api/get-a-list-of-dashboards) | `/api/v1/dashboard/` |
+| `POST` | [Create a new dashboard](/developer-docs/api/create-a-new-dashboard) | `/api/v1/dashboard/` |
+| `GET` | [Get metadata information about this API resource (dashboard--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-dashboard-info) | `/api/v1/dashboard/_info` |
+| `GET` | [Get a dashboard detail information](/developer-docs/api/get-a-dashboard-detail-information) | `/api/v1/dashboard/{id_or_slug}` |
+| `GET` | [Get a dashboard's chart definitions.](/developer-docs/api/get-a-dashboards-chart-definitions) | `/api/v1/dashboard/{id_or_slug}/charts` |
+| `POST` | [Create a copy of an existing dashboard](/developer-docs/api/create-a-copy-of-an-existing-dashboard) | `/api/v1/dashboard/{id_or_slug}/copy/` |
+| `GET` | [Get dashboard's datasets](/developer-docs/api/get-dashboards-datasets) | `/api/v1/dashboard/{id_or_slug}/datasets` |
+| `DELETE` | [Delete a dashboard's embedded configuration](/developer-docs/api/delete-a-dashboards-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `GET` | [Get the dashboard's embedded configuration](/developer-docs/api/get-the-dashboards-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `POST` | [Set a dashboard's embedded configuration](/developer-docs/api/set-a-dashboards-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `PUT` | [Update dashboard by id_or_slug embedded](/developer-docs/api/update-dashboard-by-id-or-slug-embedded) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `GET` | [Get dashboard's tabs](/developer-docs/api/get-dashboards-tabs) | `/api/v1/dashboard/{id_or_slug}/tabs` |
+| `DELETE` | [Delete a dashboard](/developer-docs/api/delete-a-dashboard) | `/api/v1/dashboard/{pk}` |
+| `PUT` | [Update a dashboard](/developer-docs/api/update-a-dashboard) | `/api/v1/dashboard/{pk}` |
+| `POST` | [Compute and cache a screenshot (dashboard-pk-cache-dashboard-screenshot)](/developer-docs/api/compute-and-cache-a-screenshot-dashboard-pk-cache-dashboard-screenshot) | `/api/v1/dashboard/{pk}/cache_dashboard_screenshot/` |
+| `PUT` | [Update chart customizations configuration for a dashboard.](/developer-docs/api/update-chart-customizations-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/chart_customizations` |
+| `PUT` | [Update colors configuration for a dashboard.](/developer-docs/api/update-colors-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/colors` |
+| `GET` | [Export dashboard as example bundle](/developer-docs/api/export-dashboard-as-example-bundle) | `/api/v1/dashboard/{pk}/export_as_example/` |
+| `DELETE` | [Remove the dashboard from the user favorite list](/developer-docs/api/remove-the-dashboard-from-the-user-favorite-list) | `/api/v1/dashboard/{pk}/favorites/` |
+| `POST` | [Mark the dashboard as favorite for the current user](/developer-docs/api/mark-the-dashboard-as-favorite-for-the-current-user) | `/api/v1/dashboard/{pk}/favorites/` |
+| `PUT` | [Update native filters configuration for a dashboard.](/developer-docs/api/update-native-filters-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/filters` |
+| `GET` | [Get a computed screenshot from cache (dashboard-pk-screenshot-digest)](/developer-docs/api/get-a-computed-screenshot-from-cache-dashboard-pk-screenshot-digest) | `/api/v1/dashboard/{pk}/screenshot/{digest}/` |
+| `GET` | [Get dashboard's thumbnail](/developer-docs/api/get-dashboards-thumbnail) | `/api/v1/dashboard/{pk}/thumbnail/{digest}/` |
+| `GET` | [Download multiple dashboards as YAML files](/developer-docs/api/download-multiple-dashboards-as-yaml-files) | `/api/v1/dashboard/export/` |
+| `GET` | [Check favorited dashboards for current user](/developer-docs/api/check-favorited-dashboards-for-current-user) | `/api/v1/dashboard/favorite_status/` |
+| `POST` | [Import dashboard(s) with associated charts/datasets/databases](/developer-docs/api/import-dashboard-s-with-associated-charts-datasets-databases) | `/api/v1/dashboard/import/` |
+| `GET` | [Get related fields data (dashboard-related-column-name)](/developer-docs/api/get-related-fields-data-dashboard-related-column-name) | `/api/v1/dashboard/related/{column_name}` |
 
 </details>
 
@@ -97,91 +99,91 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete charts](./api/bulk-delete-charts) | `/api/v1/chart/` |
-| `GET` | [Get a list of charts](./api/get-a-list-of-charts) | `/api/v1/chart/` |
-| `POST` | [Create a new chart](./api/create-a-new-chart) | `/api/v1/chart/` |
-| `GET` | [Get metadata information about this API resource (chart--info)](./api/get-metadata-information-about-this-api-resource-chart-info) | `/api/v1/chart/_info` |
-| `DELETE` | [Delete a chart](./api/delete-a-chart) | `/api/v1/chart/{pk}` |
-| `GET` | [Get a chart detail information](./api/get-a-chart-detail-information) | `/api/v1/chart/{pk}` |
-| `PUT` | [Update a chart](./api/update-a-chart) | `/api/v1/chart/{pk}` |
-| `GET` | [Compute and cache a screenshot (chart-pk-cache-screenshot)](./api/compute-and-cache-a-screenshot-chart-pk-cache-screenshot) | `/api/v1/chart/{pk}/cache_screenshot/` |
-| `GET` | [Return payload data response for a chart](./api/return-payload-data-response-for-a-chart) | `/api/v1/chart/{pk}/data/` |
-| `DELETE` | [Remove the chart from the user favorite list](./api/remove-the-chart-from-the-user-favorite-list) | `/api/v1/chart/{pk}/favorites/` |
-| `POST` | [Mark the chart as favorite for the current user](./api/mark-the-chart-as-favorite-for-the-current-user) | `/api/v1/chart/{pk}/favorites/` |
-| `GET` | [Get a computed screenshot from cache (chart-pk-screenshot-digest)](./api/get-a-computed-screenshot-from-cache-chart-pk-screenshot-digest) | `/api/v1/chart/{pk}/screenshot/{digest}/` |
-| `GET` | [Get chart thumbnail](./api/get-chart-thumbnail) | `/api/v1/chart/{pk}/thumbnail/{digest}/` |
-| `POST` | [Return payload data response for the given query (chart-data)](./api/return-payload-data-response-for-the-given-query-chart-data) | `/api/v1/chart/data` |
-| `GET` | [Return payload data response for the given query (chart-data-cache-key)](./api/return-payload-data-response-for-the-given-query-chart-data-cache-key) | `/api/v1/chart/data/{cache_key}` |
-| `GET` | [Download multiple charts as YAML files](./api/download-multiple-charts-as-yaml-files) | `/api/v1/chart/export/` |
-| `GET` | [Check favorited charts for current user](./api/check-favorited-charts-for-current-user) | `/api/v1/chart/favorite_status/` |
-| `POST` | [Import chart(s) with associated datasets and databases](./api/import-chart-s-with-associated-datasets-and-databases) | `/api/v1/chart/import/` |
-| `GET` | [Get related fields data (chart-related-column-name)](./api/get-related-fields-data-chart-related-column-name) | `/api/v1/chart/related/{column_name}` |
-| `PUT` | [Warm up the cache for the chart](./api/warm-up-the-cache-for-the-chart) | `/api/v1/chart/warm_up_cache` |
+| `DELETE` | [Bulk delete charts](/developer-docs/api/bulk-delete-charts) | `/api/v1/chart/` |
+| `GET` | [Get a list of charts](/developer-docs/api/get-a-list-of-charts) | `/api/v1/chart/` |
+| `POST` | [Create a new chart](/developer-docs/api/create-a-new-chart) | `/api/v1/chart/` |
+| `GET` | [Get metadata information about this API resource (chart--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-chart-info) | `/api/v1/chart/_info` |
+| `GET` | [Get a chart detail information](/developer-docs/api/get-a-chart-detail-information) | `/api/v1/chart/{id_or_uuid}` |
+| `DELETE` | [Delete a chart](/developer-docs/api/delete-a-chart) | `/api/v1/chart/{pk}` |
+| `PUT` | [Update a chart](/developer-docs/api/update-a-chart) | `/api/v1/chart/{pk}` |
+| `GET` | [Compute and cache a screenshot (chart-pk-cache-screenshot)](/developer-docs/api/compute-and-cache-a-screenshot-chart-pk-cache-screenshot) | `/api/v1/chart/{pk}/cache_screenshot/` |
+| `GET` | [Return payload data response for a chart](/developer-docs/api/return-payload-data-response-for-a-chart) | `/api/v1/chart/{pk}/data/` |
+| `DELETE` | [Remove the chart from the user favorite list](/developer-docs/api/remove-the-chart-from-the-user-favorite-list) | `/api/v1/chart/{pk}/favorites/` |
+| `POST` | [Mark the chart as favorite for the current user](/developer-docs/api/mark-the-chart-as-favorite-for-the-current-user) | `/api/v1/chart/{pk}/favorites/` |
+| `GET` | [Get a computed screenshot from cache (chart-pk-screenshot-digest)](/developer-docs/api/get-a-computed-screenshot-from-cache-chart-pk-screenshot-digest) | `/api/v1/chart/{pk}/screenshot/{digest}/` |
+| `GET` | [Get chart thumbnail](/developer-docs/api/get-chart-thumbnail) | `/api/v1/chart/{pk}/thumbnail/{digest}/` |
+| `POST` | [Return payload data response for the given query (chart-data)](/developer-docs/api/return-payload-data-response-for-the-given-query-chart-data) | `/api/v1/chart/data` |
+| `GET` | [Return payload data response for the given query (chart-data-cache-key)](/developer-docs/api/return-payload-data-response-for-the-given-query-chart-data-cache-key) | `/api/v1/chart/data/{cache_key}` |
+| `GET` | [Download multiple charts as YAML files](/developer-docs/api/download-multiple-charts-as-yaml-files) | `/api/v1/chart/export/` |
+| `GET` | [Check favorited charts for current user](/developer-docs/api/check-favorited-charts-for-current-user) | `/api/v1/chart/favorite_status/` |
+| `POST` | [Import chart(s) with associated datasets and databases](/developer-docs/api/import-chart-s-with-associated-datasets-and-databases) | `/api/v1/chart/import/` |
+| `GET` | [Get related fields data (chart-related-column-name)](/developer-docs/api/get-related-fields-data-chart-related-column-name) | `/api/v1/chart/related/{column_name}` |
+| `PUT` | [Warm up the cache for the chart](/developer-docs/api/warm-up-the-cache-for-the-chart) | `/api/v1/chart/warm_up_cache` |
 
 </details>
 
 <details>
-<summary><strong>Datasets</strong> (18 endpoints) — Manage datasets (tables) used for building charts.</summary>
+<summary><strong>Datasets</strong> (19 endpoints) — Manage datasets (tables) used for building charts.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete datasets](./api/bulk-delete-datasets) | `/api/v1/dataset/` |
-| `GET` | [Get a list of datasets](./api/get-a-list-of-datasets) | `/api/v1/dataset/` |
-| `POST` | [Create a new dataset](./api/create-a-new-dataset) | `/api/v1/dataset/` |
-| `GET` | [Get metadata information about this API resource (dataset--info)](./api/get-metadata-information-about-this-api-resource-dataset-info) | `/api/v1/dataset/_info` |
-| `DELETE` | [Delete a dataset](./api/delete-a-dataset) | `/api/v1/dataset/{pk}` |
-| `GET` | [Get a dataset](./api/get-a-dataset) | `/api/v1/dataset/{pk}` |
-| `PUT` | [Update a dataset](./api/update-a-dataset) | `/api/v1/dataset/{pk}` |
-| `DELETE` | [Delete a dataset column](./api/delete-a-dataset-column) | `/api/v1/dataset/{pk}/column/{column_id}` |
-| `DELETE` | [Delete a dataset metric](./api/delete-a-dataset-metric) | `/api/v1/dataset/{pk}/metric/{metric_id}` |
-| `PUT` | [Refresh and update columns of a dataset](./api/refresh-and-update-columns-of-a-dataset) | `/api/v1/dataset/{pk}/refresh` |
-| `GET` | [Get charts and dashboards count associated to a dataset](./api/get-charts-and-dashboards-count-associated-to-a-dataset) | `/api/v1/dataset/{pk}/related_objects` |
-| `GET` | [Get distinct values from field data (dataset-distinct-column-name)](./api/get-distinct-values-from-field-data-dataset-distinct-column-name) | `/api/v1/dataset/distinct/{column_name}` |
-| `POST` | [Duplicate a dataset](./api/duplicate-a-dataset) | `/api/v1/dataset/duplicate` |
-| `GET` | [Download multiple datasets as YAML files](./api/download-multiple-datasets-as-yaml-files) | `/api/v1/dataset/export/` |
-| `POST` | [Retrieve a table by name, or create it if it does not exist](./api/retrieve-a-table-by-name-or-create-it-if-it-does-not-exist) | `/api/v1/dataset/get_or_create/` |
-| `POST` | [Import dataset(s) with associated databases](./api/import-dataset-s-with-associated-databases) | `/api/v1/dataset/import/` |
-| `GET` | [Get related fields data (dataset-related-column-name)](./api/get-related-fields-data-dataset-related-column-name) | `/api/v1/dataset/related/{column_name}` |
-| `PUT` | [Warm up the cache for each chart powered by the given table](./api/warm-up-the-cache-for-each-chart-powered-by-the-given-table) | `/api/v1/dataset/warm_up_cache` |
+| `DELETE` | [Bulk delete datasets](/developer-docs/api/bulk-delete-datasets) | `/api/v1/dataset/` |
+| `GET` | [Get a list of datasets](/developer-docs/api/get-a-list-of-datasets) | `/api/v1/dataset/` |
+| `POST` | [Create a new dataset](/developer-docs/api/create-a-new-dataset) | `/api/v1/dataset/` |
+| `GET` | [Get metadata information about this API resource (dataset--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-dataset-info) | `/api/v1/dataset/_info` |
+| `GET` | [Get a dataset](/developer-docs/api/get-a-dataset) | `/api/v1/dataset/{id_or_uuid}` |
+| `GET` | [Get charts and dashboards count associated to a dataset](/developer-docs/api/get-charts-and-dashboards-count-associated-to-a-dataset) | `/api/v1/dataset/{id_or_uuid}/related_objects` |
+| `DELETE` | [Delete a dataset](/developer-docs/api/delete-a-dataset) | `/api/v1/dataset/{pk}` |
+| `PUT` | [Update a dataset](/developer-docs/api/update-a-dataset) | `/api/v1/dataset/{pk}` |
+| `DELETE` | [Delete a dataset column](/developer-docs/api/delete-a-dataset-column) | `/api/v1/dataset/{pk}/column/{column_id}` |
+| `GET` | [Get dataset drill info](/developer-docs/api/get-dataset-drill-info) | `/api/v1/dataset/{pk}/drill_info/` |
+| `DELETE` | [Delete a dataset metric](/developer-docs/api/delete-a-dataset-metric) | `/api/v1/dataset/{pk}/metric/{metric_id}` |
+| `PUT` | [Refresh and update columns of a dataset](/developer-docs/api/refresh-and-update-columns-of-a-dataset) | `/api/v1/dataset/{pk}/refresh` |
+| `GET` | [Get distinct values from field data (dataset-distinct-column-name)](/developer-docs/api/get-distinct-values-from-field-data-dataset-distinct-column-name) | `/api/v1/dataset/distinct/{column_name}` |
+| `POST` | [Duplicate a dataset](/developer-docs/api/duplicate-a-dataset) | `/api/v1/dataset/duplicate` |
+| `GET` | [Download multiple datasets as YAML files](/developer-docs/api/download-multiple-datasets-as-yaml-files) | `/api/v1/dataset/export/` |
+| `POST` | [Retrieve a table by name, or create it if it does not exist](/developer-docs/api/retrieve-a-table-by-name-or-create-it-if-it-does-not-exist) | `/api/v1/dataset/get_or_create/` |
+| `POST` | [Import dataset(s) with associated databases](/developer-docs/api/import-dataset-s-with-associated-databases) | `/api/v1/dataset/import/` |
+| `GET` | [Get related fields data (dataset-related-column-name)](/developer-docs/api/get-related-fields-data-dataset-related-column-name) | `/api/v1/dataset/related/{column_name}` |
+| `PUT` | [Warm up the cache for each chart powered by the given table](/developer-docs/api/warm-up-the-cache-for-each-chart-powered-by-the-given-table) | `/api/v1/dataset/warm_up_cache` |
 
 </details>
 
 <details>
-<summary><strong>Database</strong> (31 endpoints) — Manage database connections and metadata.</summary>
+<summary><strong>Database</strong> (30 endpoints) — Manage database connections and metadata.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get a list of databases](./api/get-a-list-of-databases) | `/api/v1/database/` |
-| `POST` | [Create a new database](./api/create-a-new-database) | `/api/v1/database/` |
-| `GET` | [Get metadata information about this API resource (database--info)](./api/get-metadata-information-about-this-api-resource-database-info) | `/api/v1/database/_info` |
-| `DELETE` | [Delete a database](./api/delete-a-database) | `/api/v1/database/{pk}` |
-| `GET` | [Get a database](./api/get-a-database) | `/api/v1/database/{pk}` |
-| `PUT` | [Change a database](./api/change-a-database) | `/api/v1/database/{pk}` |
-| `GET` | [Get all catalogs from a database](./api/get-all-catalogs-from-a-database) | `/api/v1/database/{pk}/catalogs/` |
-| `GET` | [Get a database connection info](./api/get-a-database-connection-info) | `/api/v1/database/{pk}/connection` |
-| `GET` | [Get function names supported by a database](./api/get-function-names-supported-by-a-database) | `/api/v1/database/{pk}/function_names/` |
-| `GET` | [Get charts and dashboards count associated to a database](./api/get-charts-and-dashboards-count-associated-to-a-database) | `/api/v1/database/{pk}/related_objects/` |
-| `GET` | [The list of the database schemas where to upload information](./api/the-list-of-the-database-schemas-where-to-upload-information) | `/api/v1/database/{pk}/schemas_access_for_file_upload/` |
-| `GET` | [Get all schemas from a database](./api/get-all-schemas-from-a-database) | `/api/v1/database/{pk}/schemas/` |
-| `GET` | [Get database select star for table (database-pk-select-star-table-name)](./api/get-database-select-star-for-table-database-pk-select-star-table-name) | `/api/v1/database/{pk}/select_star/{table_name}/` |
-| `GET` | [Get database select star for table (database-pk-select-star-table-name-schema-name)](./api/get-database-select-star-for-table-database-pk-select-star-table-name-schema-name) | `/api/v1/database/{pk}/select_star/{table_name}/{schema_name}/` |
-| `DELETE` | [Delete a SSH tunnel](./api/delete-a-ssh-tunnel) | `/api/v1/database/{pk}/ssh_tunnel/` |
-| `POST` | [Re-sync all permissions for a database connection](./api/re-sync-all-permissions-for-a-database-connection) | `/api/v1/database/{pk}/sync_permissions/` |
-| `GET` | [Get table extra metadata (database-pk-table-extra-table-name-schema-name)](./api/get-table-extra-metadata-database-pk-table-extra-table-name-schema-name) | `/api/v1/database/{pk}/table_extra/{table_name}/{schema_name}/` |
-| `GET` | [Get table metadata](./api/get-table-metadata) | `/api/v1/database/{pk}/table_metadata/` |
-| `GET` | [Get table extra metadata (database-pk-table-metadata-extra)](./api/get-table-extra-metadata-database-pk-table-metadata-extra) | `/api/v1/database/{pk}/table_metadata/extra/` |
-| `GET` | [Get database table metadata](./api/get-database-table-metadata) | `/api/v1/database/{pk}/table/{table_name}/{schema_name}/` |
-| `GET` | [Get a list of tables for given database](./api/get-a-list-of-tables-for-given-database) | `/api/v1/database/{pk}/tables/` |
-| `POST` | [Upload a file to a database table](./api/upload-a-file-to-a-database-table) | `/api/v1/database/{pk}/upload/` |
-| `POST` | [Validate arbitrary SQL](./api/validate-arbitrary-sql) | `/api/v1/database/{pk}/validate_sql/` |
-| `GET` | [Get names of databases currently available](./api/get-names-of-databases-currently-available) | `/api/v1/database/available/` |
-| `GET` | [Download database(s) and associated dataset(s) as a zip file](./api/download-database-s-and-associated-dataset-s-as-a-zip-file) | `/api/v1/database/export/` |
-| `POST` | [Import database(s) with associated datasets](./api/import-database-s-with-associated-datasets) | `/api/v1/database/import/` |
-| `GET` | [Receive personal access tokens from OAuth2](./api/receive-personal-access-tokens-from-oauth2) | `/api/v1/database/oauth2/` |
-| `GET` | [Get related fields data (database-related-column-name)](./api/get-related-fields-data-database-related-column-name) | `/api/v1/database/related/{column_name}` |
-| `POST` | [Test a database connection](./api/test-a-database-connection) | `/api/v1/database/test_connection/` |
-| `POST` | [Upload a file and returns file metadata](./api/upload-a-file-and-returns-file-metadata) | `/api/v1/database/upload_metadata/` |
-| `POST` | [Validate database connection parameters](./api/validate-database-connection-parameters) | `/api/v1/database/validate_parameters/` |
+| `GET` | [Get a list of databases](/developer-docs/api/get-a-list-of-databases) | `/api/v1/database/` |
+| `POST` | [Create a new database](/developer-docs/api/create-a-new-database) | `/api/v1/database/` |
+| `GET` | [Get metadata information about this API resource (database--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-database-info) | `/api/v1/database/_info` |
+| `DELETE` | [Delete a database](/developer-docs/api/delete-a-database) | `/api/v1/database/{pk}` |
+| `GET` | [Get a database](/developer-docs/api/get-a-database) | `/api/v1/database/{pk}` |
+| `PUT` | [Change a database](/developer-docs/api/change-a-database) | `/api/v1/database/{pk}` |
+| `GET` | [Get all catalogs from a database](/developer-docs/api/get-all-catalogs-from-a-database) | `/api/v1/database/{pk}/catalogs/` |
+| `GET` | [Get a database connection info](/developer-docs/api/get-a-database-connection-info) | `/api/v1/database/{pk}/connection` |
+| `GET` | [Get function names supported by a database](/developer-docs/api/get-function-names-supported-by-a-database) | `/api/v1/database/{pk}/function_names/` |
+| `GET` | [Get charts and dashboards count associated to a database](/developer-docs/api/get-charts-and-dashboards-count-associated-to-a-database) | `/api/v1/database/{pk}/related_objects/` |
+| `GET` | [The list of the database schemas where to upload information](/developer-docs/api/the-list-of-the-database-schemas-where-to-upload-information) | `/api/v1/database/{pk}/schemas_access_for_file_upload/` |
+| `GET` | [Get all schemas from a database](/developer-docs/api/get-all-schemas-from-a-database) | `/api/v1/database/{pk}/schemas/` |
+| `GET` | [Get database select star for table (database-pk-select-star-table-name)](/developer-docs/api/get-database-select-star-for-table-database-pk-select-star-table-name) | `/api/v1/database/{pk}/select_star/{table_name}/` |
+| `GET` | [Get database select star for table (database-pk-select-star-table-name-schema-name)](/developer-docs/api/get-database-select-star-for-table-database-pk-select-star-table-name-schema-name) | `/api/v1/database/{pk}/select_star/{table_name}/{schema_name}/` |
+| `POST` | [Re-sync all permissions for a database connection](/developer-docs/api/re-sync-all-permissions-for-a-database-connection) | `/api/v1/database/{pk}/sync_permissions/` |
+| `GET` | [Get table extra metadata (database-pk-table-extra-table-name-schema-name)](/developer-docs/api/get-table-extra-metadata-database-pk-table-extra-table-name-schema-name) | `/api/v1/database/{pk}/table_extra/{table_name}/{schema_name}/` |
+| `GET` | [Get table metadata](/developer-docs/api/get-table-metadata) | `/api/v1/database/{pk}/table_metadata/` |
+| `GET` | [Get table extra metadata (database-pk-table-metadata-extra)](/developer-docs/api/get-table-extra-metadata-database-pk-table-metadata-extra) | `/api/v1/database/{pk}/table_metadata/extra/` |
+| `GET` | [Get database table metadata](/developer-docs/api/get-database-table-metadata) | `/api/v1/database/{pk}/table/{table_name}/{schema_name}/` |
+| `GET` | [Get a list of tables for given database](/developer-docs/api/get-a-list-of-tables-for-given-database) | `/api/v1/database/{pk}/tables/` |
+| `POST` | [Upload a file to a database table](/developer-docs/api/upload-a-file-to-a-database-table) | `/api/v1/database/{pk}/upload/` |
+| `POST` | [Validate arbitrary SQL](/developer-docs/api/validate-arbitrary-sql) | `/api/v1/database/{pk}/validate_sql/` |
+| `GET` | [Get names of databases currently available](/developer-docs/api/get-names-of-databases-currently-available) | `/api/v1/database/available/` |
+| `GET` | [Download database(s) and associated dataset(s) as a zip file](/developer-docs/api/download-database-s-and-associated-dataset-s-as-a-zip-file) | `/api/v1/database/export/` |
+| `POST` | [Import database(s) with associated datasets](/developer-docs/api/import-database-s-with-associated-datasets) | `/api/v1/database/import/` |
+| `GET` | [Receive personal access tokens from OAuth2](/developer-docs/api/receive-personal-access-tokens-from-o-auth-2) | `/api/v1/database/oauth2/` |
+| `GET` | [Get related fields data (database-related-column-name)](/developer-docs/api/get-related-fields-data-database-related-column-name) | `/api/v1/database/related/{column_name}` |
+| `POST` | [Test a database connection](/developer-docs/api/test-a-database-connection) | `/api/v1/database/test_connection/` |
+| `POST` | [Upload a file and returns file metadata](/developer-docs/api/upload-a-file-and-returns-file-metadata) | `/api/v1/database/upload_metadata/` |
+| `POST` | [Validate database connection parameters](/developer-docs/api/validate-database-connection-parameters) | `/api/v1/database/validate_parameters/` |
 
 </details>
 
@@ -192,21 +194,22 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Assemble Explore related information in a single endpoint](./api/assemble-explore-related-information-in-a-single-endpoint) | `/api/v1/explore/` |
+| `GET` | [Assemble Explore related information in a single endpoint](/developer-docs/api/assemble-explore-related-information-in-a-single-endpoint) | `/api/v1/explore/` |
 
 </details>
 
 <details>
-<summary><strong>SQL Lab</strong> (6 endpoints) — Execute SQL queries and manage SQL Lab sessions.</summary>
+<summary><strong>SQL Lab</strong> (7 endpoints) — Execute SQL queries and manage SQL Lab sessions.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get the bootstrap data for SqlLab page](./api/get-the-bootstrap-data-for-sqllab-page) | `/api/v1/sqllab/` |
-| `POST` | [Estimate the SQL query execution cost](./api/estimate-the-sql-query-execution-cost) | `/api/v1/sqllab/estimate/` |
-| `POST` | [Execute a SQL query](./api/execute-a-sql-query) | `/api/v1/sqllab/execute/` |
-| `GET` | [Export the SQL query results to a CSV](./api/export-the-sql-query-results-to-a-csv) | `/api/v1/sqllab/export/{client_id}/` |
-| `POST` | [Format SQL code](./api/format-sql-code) | `/api/v1/sqllab/format_sql/` |
-| `GET` | [Get the result of a SQL query execution](./api/get-the-result-of-a-sql-query-execution) | `/api/v1/sqllab/results/` |
+| `GET` | [Get the bootstrap data for SqlLab page](/developer-docs/api/get-the-bootstrap-data-for-sql-lab-page) | `/api/v1/sqllab/` |
+| `POST` | [Estimate the SQL query execution cost](/developer-docs/api/estimate-the-sql-query-execution-cost) | `/api/v1/sqllab/estimate/` |
+| `POST` | [Execute a SQL query](/developer-docs/api/execute-a-sql-query) | `/api/v1/sqllab/execute/` |
+| `POST` | [Export SQL query results to CSV with streaming](/developer-docs/api/export-sql-query-results-to-csv-with-streaming) | `/api/v1/sqllab/export_streaming/` |
+| `GET` | [Export the SQL query results to a CSV](/developer-docs/api/export-the-sql-query-results-to-a-csv) | `/api/v1/sqllab/export/{client_id}/` |
+| `POST` | [Format SQL code](/developer-docs/api/format-sql-code) | `/api/v1/sqllab/format_sql/` |
+| `GET` | [Get the result of a SQL query execution](/developer-docs/api/get-the-result-of-a-sql-query-execution) | `/api/v1/sqllab/results/` |
 
 </details>
 
@@ -215,42 +218,43 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get a list of queries](./api/get-a-list-of-queries) | `/api/v1/query/` |
-| `GET` | [Get query detail information](./api/get-query-detail-information) | `/api/v1/query/{pk}` |
-| `GET` | [Get distinct values from field data (query-distinct-column-name)](./api/get-distinct-values-from-field-data-query-distinct-column-name) | `/api/v1/query/distinct/{column_name}` |
-| `GET` | [Get related fields data (query-related-column-name)](./api/get-related-fields-data-query-related-column-name) | `/api/v1/query/related/{column_name}` |
-| `POST` | [Manually stop a query with client_id](./api/manually-stop-a-query-with-client-id) | `/api/v1/query/stop` |
-| `GET` | [Get a list of queries that changed after last_updated_ms](./api/get-a-list-of-queries-that-changed-after-last-updated-ms) | `/api/v1/query/updated_since` |
-| `DELETE` | [Bulk delete saved queries](./api/bulk-delete-saved-queries) | `/api/v1/saved_query/` |
-| `GET` | [Get a list of saved queries](./api/get-a-list-of-saved-queries) | `/api/v1/saved_query/` |
-| `POST` | [Create a saved query](./api/create-a-saved-query) | `/api/v1/saved_query/` |
-| `GET` | [Get metadata information about this API resource (saved-query--info)](./api/get-metadata-information-about-this-api-resource-saved-query-info) | `/api/v1/saved_query/_info` |
-| `DELETE` | [Delete a saved query](./api/delete-a-saved-query) | `/api/v1/saved_query/{pk}` |
-| `GET` | [Get a saved query](./api/get-a-saved-query) | `/api/v1/saved_query/{pk}` |
-| `PUT` | [Update a saved query](./api/update-a-saved-query) | `/api/v1/saved_query/{pk}` |
-| `GET` | [Get distinct values from field data (saved-query-distinct-column-name)](./api/get-distinct-values-from-field-data-saved-query-distinct-column-name) | `/api/v1/saved_query/distinct/{column_name}` |
-| `GET` | [Download multiple saved queries as YAML files](./api/download-multiple-saved-queries-as-yaml-files) | `/api/v1/saved_query/export/` |
-| `POST` | [Import saved queries with associated databases](./api/import-saved-queries-with-associated-databases) | `/api/v1/saved_query/import/` |
-| `GET` | [Get related fields data (saved-query-related-column-name)](./api/get-related-fields-data-saved-query-related-column-name) | `/api/v1/saved_query/related/{column_name}` |
+| `GET` | [Get a list of queries](/developer-docs/api/get-a-list-of-queries) | `/api/v1/query/` |
+| `GET` | [Get query detail information](/developer-docs/api/get-query-detail-information) | `/api/v1/query/{pk}` |
+| `GET` | [Get distinct values from field data (query-distinct-column-name)](/developer-docs/api/get-distinct-values-from-field-data-query-distinct-column-name) | `/api/v1/query/distinct/{column_name}` |
+| `GET` | [Get related fields data (query-related-column-name)](/developer-docs/api/get-related-fields-data-query-related-column-name) | `/api/v1/query/related/{column_name}` |
+| `POST` | [Manually stop a query with client_id](/developer-docs/api/manually-stop-a-query-with-client-id) | `/api/v1/query/stop` |
+| `GET` | [Get a list of queries that changed after last_updated_ms](/developer-docs/api/get-a-list-of-queries-that-changed-after-last-updated-ms) | `/api/v1/query/updated_since` |
+| `DELETE` | [Bulk delete saved queries](/developer-docs/api/bulk-delete-saved-queries) | `/api/v1/saved_query/` |
+| `GET` | [Get a list of saved queries](/developer-docs/api/get-a-list-of-saved-queries) | `/api/v1/saved_query/` |
+| `POST` | [Create a saved query](/developer-docs/api/create-a-saved-query) | `/api/v1/saved_query/` |
+| `GET` | [Get metadata information about this API resource (saved-query--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-saved-query-info) | `/api/v1/saved_query/_info` |
+| `DELETE` | [Delete a saved query](/developer-docs/api/delete-a-saved-query) | `/api/v1/saved_query/{pk}` |
+| `GET` | [Get a saved query](/developer-docs/api/get-a-saved-query) | `/api/v1/saved_query/{pk}` |
+| `PUT` | [Update a saved query](/developer-docs/api/update-a-saved-query) | `/api/v1/saved_query/{pk}` |
+| `GET` | [Get distinct values from field data (saved-query-distinct-column-name)](/developer-docs/api/get-distinct-values-from-field-data-saved-query-distinct-column-name) | `/api/v1/saved_query/distinct/{column_name}` |
+| `GET` | [Download multiple saved queries as YAML files](/developer-docs/api/download-multiple-saved-queries-as-yaml-files) | `/api/v1/saved_query/export/` |
+| `POST` | [Import saved queries with associated databases](/developer-docs/api/import-saved-queries-with-associated-databases) | `/api/v1/saved_query/import/` |
+| `GET` | [Get related fields data (saved-query-related-column-name)](/developer-docs/api/get-related-fields-data-saved-query-related-column-name) | `/api/v1/saved_query/related/{column_name}` |
 
 </details>
 
 <details>
-<summary><strong>Datasources</strong> (1 endpoints) — Query datasource metadata and column values.</summary>
+<summary><strong>Datasources</strong> (2 endpoints) — Query datasource metadata and column values.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get possible values for a datasource column](./api/get-possible-values-for-a-datasource-column) | `/api/v1/datasource/{datasource_type}/{datasource_id}/column/{column_name}/values/` |
+| `GET` | [Get possible values for a datasource column](/developer-docs/api/get-possible-values-for-a-datasource-column) | `/api/v1/datasource/{datasource_type}/{datasource_id}/column/{column_name}/values/` |
+| `POST` | [Validate a SQL expression against a datasource](/developer-docs/api/validate-a-sql-expression-against-a-datasource) | `/api/v1/datasource/{datasource_type}/{datasource_id}/validate_expression/` |
 
 </details>
 
 <details>
-<summary><strong>Advanced Data Type</strong> (2 endpoints) — Endpoints for advanced data type operations and conversions.</summary>
+<summary><strong>Advanced Data Type</strong> (2 endpoints) — Advanced data type operations and conversions.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Return an AdvancedDataTypeResponse](./api/return-an-advanceddatatyperesponse) | `/api/v1/advanced_data_type/convert` |
-| `GET` | [Return a list of available advanced data types](./api/return-a-list-of-available-advanced-data-types) | `/api/v1/advanced_data_type/types` |
+| `GET` | [Return an AdvancedDataTypeResponse](/developer-docs/api/return-an-advanced-data-type-response) | `/api/v1/advanced_data_type/convert` |
+| `GET` | [Return a list of available advanced data types](/developer-docs/api/return-a-list-of-available-advanced-data-types) | `/api/v1/advanced_data_type/types` |
 
 </details>
 
@@ -261,21 +265,21 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete tags](./api/bulk-delete-tags) | `/api/v1/tag/` |
-| `GET` | [Get a list of tags](./api/get-a-list-of-tags) | `/api/v1/tag/` |
-| `POST` | [Create a tag](./api/create-a-tag) | `/api/v1/tag/` |
-| `GET` | [Get metadata information about tag API endpoints](./api/get-metadata-information-about-tag-api-endpoints) | `/api/v1/tag/_info` |
-| `POST` | [Add tags to an object](./api/add-tags-to-an-object) | `/api/v1/tag/{object_type}/{object_id}/` |
-| `DELETE` | [Delete a tagged object](./api/delete-a-tagged-object) | `/api/v1/tag/{object_type}/{object_id}/{tag}/` |
-| `DELETE` | [Delete a tag](./api/delete-a-tag) | `/api/v1/tag/{pk}` |
-| `GET` | [Get a tag detail information](./api/get-a-tag-detail-information) | `/api/v1/tag/{pk}` |
-| `PUT` | [Update a tag](./api/update-a-tag) | `/api/v1/tag/{pk}` |
-| `DELETE` | [Delete tag by pk favorites](./api/delete-tag-by-pk-favorites) | `/api/v1/tag/{pk}/favorites/` |
-| `POST` | [Create tag by pk favorites](./api/create-tag-by-pk-favorites) | `/api/v1/tag/{pk}/favorites/` |
-| `POST` | [Bulk create tags and tagged objects](./api/bulk-create-tags-and-tagged-objects) | `/api/v1/tag/bulk_create` |
-| `GET` | [Get tag favorite status](./api/get-tag-favorite-status) | `/api/v1/tag/favorite_status/` |
-| `GET` | [Get all objects associated with a tag](./api/get-all-objects-associated-with-a-tag) | `/api/v1/tag/get_objects/` |
-| `GET` | [Get related fields data (tag-related-column-name)](./api/get-related-fields-data-tag-related-column-name) | `/api/v1/tag/related/{column_name}` |
+| `DELETE` | [Bulk delete tags](/developer-docs/api/bulk-delete-tags) | `/api/v1/tag/` |
+| `GET` | [Get a list of tags](/developer-docs/api/get-a-list-of-tags) | `/api/v1/tag/` |
+| `POST` | [Create a tag](/developer-docs/api/create-a-tag) | `/api/v1/tag/` |
+| `GET` | [Get metadata information about tag API endpoints](/developer-docs/api/get-metadata-information-about-tag-api-endpoints) | `/api/v1/tag/_info` |
+| `POST` | [Add tags to an object](/developer-docs/api/add-tags-to-an-object) | `/api/v1/tag/{object_type}/{object_id}/` |
+| `DELETE` | [Delete a tagged object](/developer-docs/api/delete-a-tagged-object) | `/api/v1/tag/{object_type}/{object_id}/{tag}/` |
+| `DELETE` | [Delete a tag](/developer-docs/api/delete-a-tag) | `/api/v1/tag/{pk}` |
+| `GET` | [Get a tag detail information](/developer-docs/api/get-a-tag-detail-information) | `/api/v1/tag/{pk}` |
+| `PUT` | [Update a tag](/developer-docs/api/update-a-tag) | `/api/v1/tag/{pk}` |
+| `DELETE` | [Delete tag by pk favorites](/developer-docs/api/delete-tag-by-pk-favorites) | `/api/v1/tag/{pk}/favorites/` |
+| `POST` | [Create tag by pk favorites](/developer-docs/api/create-tag-by-pk-favorites) | `/api/v1/tag/{pk}/favorites/` |
+| `POST` | [Bulk create tags and tagged objects](/developer-docs/api/bulk-create-tags-and-tagged-objects) | `/api/v1/tag/bulk_create` |
+| `GET` | [Get tag favorite status](/developer-docs/api/get-tag-favorite-status) | `/api/v1/tag/favorite_status/` |
+| `GET` | [Get all objects associated with a tag](/developer-docs/api/get-all-objects-associated-with-a-tag) | `/api/v1/tag/get_objects/` |
+| `GET` | [Get related fields data (tag-related-column-name)](/developer-docs/api/get-related-fields-data-tag-related-column-name) | `/api/v1/tag/related/{column_name}` |
 
 </details>
 
@@ -284,20 +288,20 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Delete multiple annotation layers in a bulk operation](./api/delete-multiple-annotation-layers-in-a-bulk-operation) | `/api/v1/annotation_layer/` |
-| `GET` | [Get a list of annotation layers (annotation-layer)](./api/get-a-list-of-annotation-layers-annotation-layer) | `/api/v1/annotation_layer/` |
-| `POST` | [Create an annotation layer (annotation-layer)](./api/create-an-annotation-layer-annotation-layer) | `/api/v1/annotation_layer/` |
-| `GET` | [Get metadata information about this API resource (annotation-layer--info)](./api/get-metadata-information-about-this-api-resource-annotation-layer-info) | `/api/v1/annotation_layer/_info` |
-| `DELETE` | [Delete annotation layer (annotation-layer-pk)](./api/delete-annotation-layer-annotation-layer-pk) | `/api/v1/annotation_layer/{pk}` |
-| `GET` | [Get an annotation layer (annotation-layer-pk)](./api/get-an-annotation-layer-annotation-layer-pk) | `/api/v1/annotation_layer/{pk}` |
-| `PUT` | [Update an annotation layer (annotation-layer-pk)](./api/update-an-annotation-layer-annotation-layer-pk) | `/api/v1/annotation_layer/{pk}` |
-| `DELETE` | [Bulk delete annotation layers](./api/bulk-delete-annotation-layers) | `/api/v1/annotation_layer/{pk}/annotation/` |
-| `GET` | [Get a list of annotation layers (annotation-layer-pk-annotation)](./api/get-a-list-of-annotation-layers-annotation-layer-pk-annotation) | `/api/v1/annotation_layer/{pk}/annotation/` |
-| `POST` | [Create an annotation layer (annotation-layer-pk-annotation)](./api/create-an-annotation-layer-annotation-layer-pk-annotation) | `/api/v1/annotation_layer/{pk}/annotation/` |
-| `DELETE` | [Delete annotation layer (annotation-layer-pk-annotation-annotation-id)](./api/delete-annotation-layer-annotation-layer-pk-annotation-annotation-id) | `/api/v1/annotation_layer/{pk}/annotation/{annotation_id}` |
-| `GET` | [Get an annotation layer (annotation-layer-pk-annotation-annotation-id)](./api/get-an-annotation-layer-annotation-layer-pk-annotation-annotation-id) | `/api/v1/annotation_layer/{pk}/annotation/{annotation_id}` |
-| `PUT` | [Update an annotation layer (annotation-layer-pk-annotation-annotation-id)](./api/update-an-annotation-layer-annotation-layer-pk-annotation-annotation-id) | `/api/v1/annotation_layer/{pk}/annotation/{annotation_id}` |
-| `GET` | [Get related fields data (annotation-layer-related-column-name)](./api/get-related-fields-data-annotation-layer-related-column-name) | `/api/v1/annotation_layer/related/{column_name}` |
+| `DELETE` | [Delete multiple annotation layers in a bulk operation](/developer-docs/api/delete-multiple-annotation-layers-in-a-bulk-operation) | `/api/v1/annotation_layer/` |
+| `GET` | [Get a list of annotation layers (annotation-layer)](/developer-docs/api/get-a-list-of-annotation-layers-annotation-layer) | `/api/v1/annotation_layer/` |
+| `POST` | [Create an annotation layer (annotation-layer)](/developer-docs/api/create-an-annotation-layer-annotation-layer) | `/api/v1/annotation_layer/` |
+| `GET` | [Get metadata information about this API resource (annotation-layer--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-annotation-layer-info) | `/api/v1/annotation_layer/_info` |
+| `DELETE` | [Delete annotation layer (annotation-layer-pk)](/developer-docs/api/delete-annotation-layer-annotation-layer-pk) | `/api/v1/annotation_layer/{pk}` |
+| `GET` | [Get an annotation layer (annotation-layer-pk)](/developer-docs/api/get-an-annotation-layer-annotation-layer-pk) | `/api/v1/annotation_layer/{pk}` |
+| `PUT` | [Update an annotation layer (annotation-layer-pk)](/developer-docs/api/update-an-annotation-layer-annotation-layer-pk) | `/api/v1/annotation_layer/{pk}` |
+| `DELETE` | [Bulk delete annotation layers](/developer-docs/api/bulk-delete-annotation-layers) | `/api/v1/annotation_layer/{pk}/annotation/` |
+| `GET` | [Get a list of annotation layers (annotation-layer-pk-annotation)](/developer-docs/api/get-a-list-of-annotation-layers-annotation-layer-pk-annotation) | `/api/v1/annotation_layer/{pk}/annotation/` |
+| `POST` | [Create an annotation layer (annotation-layer-pk-annotation)](/developer-docs/api/create-an-annotation-layer-annotation-layer-pk-annotation) | `/api/v1/annotation_layer/{pk}/annotation/` |
+| `DELETE` | [Delete annotation layer (annotation-layer-pk-annotation-annotation-id)](/developer-docs/api/delete-annotation-layer-annotation-layer-pk-annotation-annotation-id) | `/api/v1/annotation_layer/{pk}/annotation/{annotation_id}` |
+| `GET` | [Get an annotation layer (annotation-layer-pk-annotation-annotation-id)](/developer-docs/api/get-an-annotation-layer-annotation-layer-pk-annotation-annotation-id) | `/api/v1/annotation_layer/{pk}/annotation/{annotation_id}` |
+| `PUT` | [Update an annotation layer (annotation-layer-pk-annotation-annotation-id)](/developer-docs/api/update-an-annotation-layer-annotation-layer-pk-annotation-annotation-id) | `/api/v1/annotation_layer/{pk}/annotation/{annotation_id}` |
+| `GET` | [Get related fields data (annotation-layer-related-column-name)](/developer-docs/api/get-related-fields-data-annotation-layer-related-column-name) | `/api/v1/annotation_layer/related/{column_name}` |
 
 </details>
 
@@ -306,46 +310,46 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete CSS templates](./api/bulk-delete-css-templates) | `/api/v1/css_template/` |
-| `GET` | [Get a list of CSS templates](./api/get-a-list-of-css-templates) | `/api/v1/css_template/` |
-| `POST` | [Create a CSS template](./api/create-a-css-template) | `/api/v1/css_template/` |
-| `GET` | [Get metadata information about this API resource (css-template--info)](./api/get-metadata-information-about-this-api-resource-css-template-info) | `/api/v1/css_template/_info` |
-| `DELETE` | [Delete a CSS template](./api/delete-a-css-template) | `/api/v1/css_template/{pk}` |
-| `GET` | [Get a CSS template](./api/get-a-css-template) | `/api/v1/css_template/{pk}` |
-| `PUT` | [Update a CSS template](./api/update-a-css-template) | `/api/v1/css_template/{pk}` |
-| `GET` | [Get related fields data (css-template-related-column-name)](./api/get-related-fields-data-css-template-related-column-name) | `/api/v1/css_template/related/{column_name}` |
+| `DELETE` | [Bulk delete CSS templates](/developer-docs/api/bulk-delete-css-templates) | `/api/v1/css_template/` |
+| `GET` | [Get a list of CSS templates](/developer-docs/api/get-a-list-of-css-templates) | `/api/v1/css_template/` |
+| `POST` | [Create a CSS template](/developer-docs/api/create-a-css-template) | `/api/v1/css_template/` |
+| `GET` | [Get metadata information about this API resource (css-template--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-css-template-info) | `/api/v1/css_template/_info` |
+| `DELETE` | [Delete a CSS template](/developer-docs/api/delete-a-css-template) | `/api/v1/css_template/{pk}` |
+| `GET` | [Get a CSS template](/developer-docs/api/get-a-css-template) | `/api/v1/css_template/{pk}` |
+| `PUT` | [Update a CSS template](/developer-docs/api/update-a-css-template) | `/api/v1/css_template/{pk}` |
+| `GET` | [Get related fields data (css-template-related-column-name)](/developer-docs/api/get-related-fields-data-css-template-related-column-name) | `/api/v1/css_template/related/{column_name}` |
 
 </details>
 
 #### Sharing & Embedding
 
 <details>
-<summary><strong>Dashboard Permanent Link</strong> (2 endpoints) — Create and retrieve permanent links to dashboard states.</summary>
+<summary><strong>Dashboard Permanent Link</strong> (2 endpoints) — Permanent links to dashboard states.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a new dashboard's permanent link](./api/create-a-new-dashboard-s-permanent-link) | `/api/v1/dashboard/{pk}/permalink` |
-| `GET` | [Get dashboard's permanent link state](./api/get-dashboard-s-permanent-link-state) | `/api/v1/dashboard/permalink/{key}` |
+| `POST` | [Create a new dashboard's permanent link](/developer-docs/api/create-a-new-dashboards-permanent-link) | `/api/v1/dashboard/{pk}/permalink` |
+| `GET` | [Get dashboard's permanent link state](/developer-docs/api/get-dashboards-permanent-link-state) | `/api/v1/dashboard/permalink/{key}` |
 
 </details>
 
 <details>
-<summary><strong>Explore Permanent Link</strong> (2 endpoints) — Create and retrieve permanent links to chart explore states.</summary>
+<summary><strong>Explore Permanent Link</strong> (2 endpoints) — Permanent links to chart explore states.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a new permanent link (explore-permalink)](./api/create-a-new-permanent-link-explore-permalink) | `/api/v1/explore/permalink` |
-| `GET` | [Get chart's permanent link state](./api/get-chart-s-permanent-link-state) | `/api/v1/explore/permalink/{key}` |
+| `POST` | [Create a new permanent link (explore-permalink)](/developer-docs/api/create-a-new-permanent-link-explore-permalink) | `/api/v1/explore/permalink` |
+| `GET` | [Get chart's permanent link state](/developer-docs/api/get-charts-permanent-link-state) | `/api/v1/explore/permalink/{key}` |
 
 </details>
 
 <details>
-<summary><strong>SQL Lab Permanent Link</strong> (2 endpoints) — Create and retrieve permanent links to SQL Lab states.</summary>
+<summary><strong>SQL Lab Permanent Link</strong> (2 endpoints) — Permanent links to SQL Lab states.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a new permanent link (sqllab-permalink)](./api/create-a-new-permanent-link-sqllab-permalink) | `/api/v1/sqllab/permalink` |
-| `GET` | [Get permanent link state for SQLLab editor.](./api/get-permanent-link-state-for-sqllab-editor) | `/api/v1/sqllab/permalink/{key}` |
+| `POST` | [Create a new permanent link (sqllab-permalink)](/developer-docs/api/create-a-new-permanent-link-sqllab-permalink) | `/api/v1/sqllab/permalink` |
+| `GET` | [Get permanent link state for SQLLab editor.](/developer-docs/api/get-permanent-link-state-for-sql-lab-editor) | `/api/v1/sqllab/permalink/{key}` |
 
 </details>
 
@@ -354,7 +358,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get a report schedule log (embedded-dashboard-uuid)](./api/get-a-report-schedule-log-embedded-dashboard-uuid) | `/api/v1/embedded_dashboard/{uuid}` |
+| `GET` | [Get a report schedule log (embedded-dashboard-uuid)](/developer-docs/api/get-a-report-schedule-log-embedded-dashboard-uuid) | `/api/v1/embedded_dashboard/{uuid}` |
 
 </details>
 
@@ -363,10 +367,10 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a dashboard's filter state](./api/create-a-dashboard-s-filter-state) | `/api/v1/dashboard/{pk}/filter_state` |
-| `DELETE` | [Delete a dashboard's filter state value](./api/delete-a-dashboard-s-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
-| `GET` | [Get a dashboard's filter state value](./api/get-a-dashboard-s-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
-| `PUT` | [Update a dashboard's filter state value](./api/update-a-dashboard-s-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
+| `POST` | [Create a dashboard's filter state](/developer-docs/api/create-a-dashboards-filter-state) | `/api/v1/dashboard/{pk}/filter_state` |
+| `DELETE` | [Delete a dashboard's filter state value](/developer-docs/api/delete-a-dashboards-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
+| `GET` | [Get a dashboard's filter state value](/developer-docs/api/get-a-dashboards-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
+| `PUT` | [Update a dashboard's filter state value](/developer-docs/api/update-a-dashboards-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
 
 </details>
 
@@ -375,10 +379,10 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a new form_data](./api/create-a-new-form-data) | `/api/v1/explore/form_data` |
-| `DELETE` | [Delete a form_data](./api/delete-a-form-data) | `/api/v1/explore/form_data/{key}` |
-| `GET` | [Get a form_data](./api/get-a-form-data) | `/api/v1/explore/form_data/{key}` |
-| `PUT` | [Update an existing form_data](./api/update-an-existing-form-data) | `/api/v1/explore/form_data/{key}` |
+| `POST` | [Create a new form_data](/developer-docs/api/create-a-new-form-data) | `/api/v1/explore/form_data` |
+| `DELETE` | [Delete a form_data](/developer-docs/api/delete-a-form-data) | `/api/v1/explore/form_data/{key}` |
+| `GET` | [Get a form_data](/developer-docs/api/get-a-form-data) | `/api/v1/explore/form_data/{key}` |
+| `PUT` | [Update an existing form_data](/developer-docs/api/update-an-existing-form-data) | `/api/v1/explore/form_data/{key}` |
 
 </details>
 
@@ -389,37 +393,38 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete report schedules](./api/bulk-delete-report-schedules) | `/api/v1/report/` |
-| `GET` | [Get a list of report schedules](./api/get-a-list-of-report-schedules) | `/api/v1/report/` |
-| `POST` | [Create a report schedule](./api/create-a-report-schedule) | `/api/v1/report/` |
-| `GET` | [Get metadata information about this API resource (report--info)](./api/get-metadata-information-about-this-api-resource-report-info) | `/api/v1/report/_info` |
-| `DELETE` | [Delete a report schedule](./api/delete-a-report-schedule) | `/api/v1/report/{pk}` |
-| `GET` | [Get a report schedule](./api/get-a-report-schedule) | `/api/v1/report/{pk}` |
-| `PUT` | [Update a report schedule](./api/update-a-report-schedule) | `/api/v1/report/{pk}` |
-| `GET` | [Get a list of report schedule logs](./api/get-a-list-of-report-schedule-logs) | `/api/v1/report/{pk}/log/` |
-| `GET` | [Get a report schedule log (report-pk-log-log-id)](./api/get-a-report-schedule-log-report-pk-log-log-id) | `/api/v1/report/{pk}/log/{log_id}` |
-| `GET` | [Get related fields data (report-related-column-name)](./api/get-related-fields-data-report-related-column-name) | `/api/v1/report/related/{column_name}` |
-| `GET` | [Get slack channels](./api/get-slack-channels) | `/api/v1/report/slack_channels/` |
+| `DELETE` | [Bulk delete report schedules](/developer-docs/api/bulk-delete-report-schedules) | `/api/v1/report/` |
+| `GET` | [Get a list of report schedules](/developer-docs/api/get-a-list-of-report-schedules) | `/api/v1/report/` |
+| `POST` | [Create a report schedule](/developer-docs/api/create-a-report-schedule) | `/api/v1/report/` |
+| `GET` | [Get metadata information about this API resource (report--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-report-info) | `/api/v1/report/_info` |
+| `DELETE` | [Delete a report schedule](/developer-docs/api/delete-a-report-schedule) | `/api/v1/report/{pk}` |
+| `GET` | [Get a report schedule](/developer-docs/api/get-a-report-schedule) | `/api/v1/report/{pk}` |
+| `PUT` | [Update a report schedule](/developer-docs/api/update-a-report-schedule) | `/api/v1/report/{pk}` |
+| `GET` | [Get a list of report schedule logs](/developer-docs/api/get-a-list-of-report-schedule-logs) | `/api/v1/report/{pk}/log/` |
+| `GET` | [Get a report schedule log (report-pk-log-log-id)](/developer-docs/api/get-a-report-schedule-log-report-pk-log-log-id) | `/api/v1/report/{pk}/log/{log_id}` |
+| `GET` | [Get related fields data (report-related-column-name)](/developer-docs/api/get-related-fields-data-report-related-column-name) | `/api/v1/report/related/{column_name}` |
+| `GET` | [Get slack channels](/developer-docs/api/get-slack-channels) | `/api/v1/report/slack_channels/` |
 
 </details>
 
 #### Security & Access Control
 
 <details>
-<summary><strong>Security Roles</strong> (10 endpoints) — Manage security roles and their permissions.</summary>
+<summary><strong>Security Roles</strong> (11 endpoints) — Manage security roles and their permissions.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get security roles](./api/get-security-roles) | `/api/v1/security/roles/` |
-| `POST` | [Create security roles](./api/create-security-roles) | `/api/v1/security/roles/` |
-| `GET` | [Get security roles  info](./api/get-security-roles-info) | `/api/v1/security/roles/_info` |
-| `DELETE` | [Delete security roles by pk](./api/delete-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
-| `GET` | [Get security roles by pk](./api/get-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
-| `PUT` | [Update security roles by pk](./api/update-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
-| `POST` | [Create security roles by role_id permissions](./api/create-security-roles-by-role-id-permissions) | `/api/v1/security/roles/{role_id}/permissions` |
-| `GET` | [Get security roles by role_id permissions](./api/get-security-roles-by-role-id-permissions) | `/api/v1/security/roles/{role_id}/permissions/` |
-| `PUT` | [Update security roles by role_id users](./api/update-security-roles-by-role-id-users) | `/api/v1/security/roles/{role_id}/users` |
-| `GET` | [List roles](./api/list-roles) | `/api/v1/security/roles/search/` |
+| `GET` | [Get security roles](/developer-docs/api/get-security-roles) | `/api/v1/security/roles/` |
+| `POST` | [Create security roles](/developer-docs/api/create-security-roles) | `/api/v1/security/roles/` |
+| `GET` | [Get security roles  info](/developer-docs/api/get-security-roles-info) | `/api/v1/security/roles/_info` |
+| `DELETE` | [Delete security roles by pk](/developer-docs/api/delete-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
+| `GET` | [Get security roles by pk](/developer-docs/api/get-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
+| `PUT` | [Update security roles by pk](/developer-docs/api/update-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
+| `PUT` | [Update security roles by role_id groups](/developer-docs/api/update-security-roles-by-role-id-groups) | `/api/v1/security/roles/{role_id}/groups` |
+| `POST` | [Create security roles by role_id permissions](/developer-docs/api/create-security-roles-by-role-id-permissions) | `/api/v1/security/roles/{role_id}/permissions` |
+| `GET` | [Get security roles by role_id permissions](/developer-docs/api/get-security-roles-by-role-id-permissions) | `/api/v1/security/roles/{role_id}/permissions/` |
+| `PUT` | [Update security roles by role_id users](/developer-docs/api/update-security-roles-by-role-id-users) | `/api/v1/security/roles/{role_id}/users` |
+| `GET` | [List roles](/developer-docs/api/list-roles) | `/api/v1/security/roles/search/` |
 
 </details>
 
@@ -428,12 +433,12 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get security users](./api/get-security-users) | `/api/v1/security/users/` |
-| `POST` | [Create security users](./api/create-security-users) | `/api/v1/security/users/` |
-| `GET` | [Get security users  info](./api/get-security-users-info) | `/api/v1/security/users/_info` |
-| `DELETE` | [Delete security users by pk](./api/delete-security-users-by-pk) | `/api/v1/security/users/{pk}` |
-| `GET` | [Get security users by pk](./api/get-security-users-by-pk) | `/api/v1/security/users/{pk}` |
-| `PUT` | [Update security users by pk](./api/update-security-users-by-pk) | `/api/v1/security/users/{pk}` |
+| `GET` | [Get security users](/developer-docs/api/get-security-users) | `/api/v1/security/users/` |
+| `POST` | [Create security users](/developer-docs/api/create-security-users) | `/api/v1/security/users/` |
+| `GET` | [Get security users  info](/developer-docs/api/get-security-users-info) | `/api/v1/security/users/_info` |
+| `DELETE` | [Delete security users by pk](/developer-docs/api/delete-security-users-by-pk) | `/api/v1/security/users/{pk}` |
+| `GET` | [Get security users by pk](/developer-docs/api/get-security-users-by-pk) | `/api/v1/security/users/{pk}` |
+| `PUT` | [Update security users by pk](/developer-docs/api/update-security-users-by-pk) | `/api/v1/security/users/{pk}` |
 
 </details>
 
@@ -442,9 +447,9 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get security permissions](./api/get-security-permissions) | `/api/v1/security/permissions/` |
-| `GET` | [Get security permissions  info](./api/get-security-permissions-info) | `/api/v1/security/permissions/_info` |
-| `GET` | [Get security permissions by pk](./api/get-security-permissions-by-pk) | `/api/v1/security/permissions/{pk}` |
+| `GET` | [Get security permissions](/developer-docs/api/get-security-permissions) | `/api/v1/security/permissions/` |
+| `GET` | [Get security permissions  info](/developer-docs/api/get-security-permissions-info) | `/api/v1/security/permissions/_info` |
+| `GET` | [Get security permissions by pk](/developer-docs/api/get-security-permissions-by-pk) | `/api/v1/security/permissions/{pk}` |
 
 </details>
 
@@ -453,54 +458,54 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get security resources](./api/get-security-resources) | `/api/v1/security/resources/` |
-| `POST` | [Create security resources](./api/create-security-resources) | `/api/v1/security/resources/` |
-| `GET` | [Get security resources  info](./api/get-security-resources-info) | `/api/v1/security/resources/_info` |
-| `DELETE` | [Delete security resources by pk](./api/delete-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
-| `GET` | [Get security resources by pk](./api/get-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
-| `PUT` | [Update security resources by pk](./api/update-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
+| `GET` | [Get security resources](/developer-docs/api/get-security-resources) | `/api/v1/security/resources/` |
+| `POST` | [Create security resources](/developer-docs/api/create-security-resources) | `/api/v1/security/resources/` |
+| `GET` | [Get security resources  info](/developer-docs/api/get-security-resources-info) | `/api/v1/security/resources/_info` |
+| `DELETE` | [Delete security resources by pk](/developer-docs/api/delete-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
+| `GET` | [Get security resources by pk](/developer-docs/api/get-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
+| `PUT` | [Update security resources by pk](/developer-docs/api/update-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
 
 </details>
 
 <details>
-<summary><strong>Security Permissions on Resources (View Menus)</strong> (6 endpoints) — Manage permission-resource mappings.</summary>
+<summary><strong>Security Permissions on Resources (View Menus)</strong> (6 endpoints) — Permission-resource mappings.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get security permissions resources](./api/get-security-permissions-resources) | `/api/v1/security/permissions-resources/` |
-| `POST` | [Create security permissions resources](./api/create-security-permissions-resources) | `/api/v1/security/permissions-resources/` |
-| `GET` | [Get security permissions resources  info](./api/get-security-permissions-resources-info) | `/api/v1/security/permissions-resources/_info` |
-| `DELETE` | [Delete security permissions resources by pk](./api/delete-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
-| `GET` | [Get security permissions resources by pk](./api/get-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
-| `PUT` | [Update security permissions resources by pk](./api/update-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
+| `GET` | [Get security permissions resources](/developer-docs/api/get-security-permissions-resources) | `/api/v1/security/permissions-resources/` |
+| `POST` | [Create security permissions resources](/developer-docs/api/create-security-permissions-resources) | `/api/v1/security/permissions-resources/` |
+| `GET` | [Get security permissions resources  info](/developer-docs/api/get-security-permissions-resources-info) | `/api/v1/security/permissions-resources/_info` |
+| `DELETE` | [Delete security permissions resources by pk](/developer-docs/api/delete-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
+| `GET` | [Get security permissions resources by pk](/developer-docs/api/get-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
+| `PUT` | [Update security permissions resources by pk](/developer-docs/api/update-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
 
 </details>
 
 <details>
-<summary><strong>Row Level Security</strong> (8 endpoints) — Manage row-level security rules for data access control.</summary>
+<summary><strong>Row Level Security</strong> (8 endpoints) — Manage row-level security rules for data access.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `DELETE` | [Bulk delete RLS rules](./api/bulk-delete-rls-rules) | `/api/v1/rowlevelsecurity/` |
-| `GET` | [Get a list of RLS](./api/get-a-list-of-rls) | `/api/v1/rowlevelsecurity/` |
-| `POST` | [Create a new RLS rule](./api/create-a-new-rls-rule) | `/api/v1/rowlevelsecurity/` |
-| `GET` | [Get metadata information about this API resource (rowlevelsecurity--info)](./api/get-metadata-information-about-this-api-resource-rowlevelsecurity-info) | `/api/v1/rowlevelsecurity/_info` |
-| `DELETE` | [Delete an RLS](./api/delete-an-rls) | `/api/v1/rowlevelsecurity/{pk}` |
-| `GET` | [Get an RLS](./api/get-an-rls) | `/api/v1/rowlevelsecurity/{pk}` |
-| `PUT` | [Update an RLS rule](./api/update-an-rls-rule) | `/api/v1/rowlevelsecurity/{pk}` |
-| `GET` | [Get related fields data (rowlevelsecurity-related-column-name)](./api/get-related-fields-data-rowlevelsecurity-related-column-name) | `/api/v1/rowlevelsecurity/related/{column_name}` |
+| `DELETE` | [Bulk delete RLS rules](/developer-docs/api/bulk-delete-rls-rules) | `/api/v1/rowlevelsecurity/` |
+| `GET` | [Get a list of RLS](/developer-docs/api/get-a-list-of-rls) | `/api/v1/rowlevelsecurity/` |
+| `POST` | [Create a new RLS rule](/developer-docs/api/create-a-new-rls-rule) | `/api/v1/rowlevelsecurity/` |
+| `GET` | [Get metadata information about this API resource (rowlevelsecurity--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-rowlevelsecurity-info) | `/api/v1/rowlevelsecurity/_info` |
+| `DELETE` | [Delete an RLS](/developer-docs/api/delete-an-rls) | `/api/v1/rowlevelsecurity/{pk}` |
+| `GET` | [Get an RLS](/developer-docs/api/get-an-rls) | `/api/v1/rowlevelsecurity/{pk}` |
+| `PUT` | [Update an RLS rule](/developer-docs/api/update-an-rls-rule) | `/api/v1/rowlevelsecurity/{pk}` |
+| `GET` | [Get related fields data (rowlevelsecurity-related-column-name)](/developer-docs/api/get-related-fields-data-rowlevelsecurity-related-column-name) | `/api/v1/rowlevelsecurity/related/{column_name}` |
 
 </details>
 
 #### Import/Export & Administration
 
 <details>
-<summary><strong>Import/export</strong> (2 endpoints) — Import and export Superset assets (dashboards, charts, databases).</summary>
+<summary><strong>Import/export</strong> (2 endpoints) — Import and export Superset assets.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Export all assets](./api/export-all-assets) | `/api/v1/assets/export/` |
-| `POST` | [Import multiple assets](./api/import-multiple-assets) | `/api/v1/assets/import/` |
+| `GET` | [Export all assets](/developer-docs/api/export-all-assets) | `/api/v1/assets/export/` |
+| `POST` | [Import multiple assets](/developer-docs/api/import-multiple-assets) | `/api/v1/assets/import/` |
 
 </details>
 
@@ -509,7 +514,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Invalidate cache records and remove the database records](./api/invalidate-cache-records-and-remove-the-database-records) | `/api/v1/cachekey/invalidate` |
+| `POST` | [Invalidate cache records and remove the database records](/developer-docs/api/invalidate-cache-records-and-remove-the-database-records) | `/api/v1/cachekey/invalidate` |
 
 </details>
 
@@ -518,22 +523,23 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get a list of logs](./api/get-a-list-of-logs) | `/api/v1/log/` |
-| `POST` | [Create log](./api/create-log) | `/api/v1/log/` |
-| `GET` | [Get a log detail information](./api/get-a-log-detail-information) | `/api/v1/log/{pk}` |
-| `GET` | [Get recent activity data for a user](./api/get-recent-activity-data-for-a-user) | `/api/v1/log/recent_activity/` |
+| `GET` | [Get a list of logs](/developer-docs/api/get-a-list-of-logs) | `/api/v1/log/` |
+| `POST` | [Create log](/developer-docs/api/create-log) | `/api/v1/log/` |
+| `GET` | [Get a log detail information](/developer-docs/api/get-a-log-detail-information) | `/api/v1/log/{pk}` |
+| `GET` | [Get recent activity data for a user](/developer-docs/api/get-recent-activity-data-for-a-user) | `/api/v1/log/recent_activity/` |
 
 </details>
 
 #### User & System
 
 <details>
-<summary><strong>Current User</strong> (2 endpoints) — Get information about the currently authenticated user.</summary>
+<summary><strong>Current User</strong> (3 endpoints) — Get information about the authenticated user.</summary>
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get the user object](./api/get-the-user-object) | `/api/v1/me/` |
-| `GET` | [Get the user roles](./api/get-the-user-roles) | `/api/v1/me/roles/` |
+| `GET` | [Get the user object](/developer-docs/api/get-the-user-object) | `/api/v1/me/` |
+| `PUT` | [Update the current user](/developer-docs/api/update-the-current-user) | `/api/v1/me/` |
+| `GET` | [Get the user roles](/developer-docs/api/get-the-user-roles) | `/api/v1/me/roles/` |
 
 </details>
 
@@ -542,7 +548,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get the user avatar](./api/get-the-user-avatar) | `/api/v1/user/{user_id}/avatar.png` |
+| `GET` | [Get the user avatar](/developer-docs/api/get-the-user-avatar) | `/api/v1/user/{user_id}/avatar.png` |
 
 </details>
 
@@ -551,7 +557,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get menu](./api/get-menu) | `/api/v1/menu/` |
+| `GET` | [Get menu](/developer-docs/api/get-menu) | `/api/v1/menu/` |
 
 </details>
 
@@ -560,7 +566,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get all available domains](./api/get-all-available-domains) | `/api/v1/available_domains/` |
+| `GET` | [Get all available domains](/developer-docs/api/get-all-available-domains) | `/api/v1/available_domains/` |
 
 </details>
 
@@ -569,7 +575,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Read off of the Redis events stream](./api/read-off-of-the-redis-events-stream) | `/api/v1/async_event/` |
+| `GET` | [Read off of the Redis events stream](/developer-docs/api/read-off-of-the-redis-events-stream) | `/api/v1/async_event/` |
 
 </details>
 
@@ -578,7 +584,61 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 
 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get api by version  openapi](./api/get-api-by-version-openapi) | `/api/{version}/_openapi` |
+| `GET` | [Get api by version  openapi](/developer-docs/api/get-api-by-version-openapi) | `/api/{version}/_openapi` |
+
+</details>
+
+#### Other
+
+<details>
+<summary><strong>Security Groups</strong> (6 endpoints) — Endpoints related to Security Groups.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get security groups](/developer-docs/api/get-security-groups) | `/api/v1/security/groups/` |
+| `POST` | [Create security groups](/developer-docs/api/create-security-groups) | `/api/v1/security/groups/` |
+| `GET` | [Get security groups  info](/developer-docs/api/get-security-groups-info) | `/api/v1/security/groups/_info` |
+| `DELETE` | [Delete security groups by pk](/developer-docs/api/delete-security-groups-by-pk) | `/api/v1/security/groups/{pk}` |
+| `GET` | [Get security groups by pk](/developer-docs/api/get-security-groups-by-pk) | `/api/v1/security/groups/{pk}` |
+| `PUT` | [Update security groups by pk](/developer-docs/api/update-security-groups-by-pk) | `/api/v1/security/groups/{pk}` |
+
+</details>
+
+<details>
+<summary><strong>Themes</strong> (14 endpoints) — Manage UI themes for customizing Superset's appearance.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `DELETE` | [Bulk delete themes](/developer-docs/api/bulk-delete-themes) | `/api/v1/theme/` |
+| `GET` | [Get a list of themes](/developer-docs/api/get-a-list-of-themes) | `/api/v1/theme/` |
+| `POST` | [Create a theme](/developer-docs/api/create-a-theme) | `/api/v1/theme/` |
+| `GET` | [Get metadata information about this API resource (theme--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-theme-info) | `/api/v1/theme/_info` |
+| `DELETE` | [Delete a theme](/developer-docs/api/delete-a-theme) | `/api/v1/theme/{pk}` |
+| `GET` | [Get a theme](/developer-docs/api/get-a-theme) | `/api/v1/theme/{pk}` |
+| `PUT` | [Update a theme](/developer-docs/api/update-a-theme) | `/api/v1/theme/{pk}` |
+| `PUT` | [Set a theme as the system dark theme](/developer-docs/api/set-a-theme-as-the-system-dark-theme) | `/api/v1/theme/{pk}/set_system_dark` |
+| `PUT` | [Set a theme as the system default theme](/developer-docs/api/set-a-theme-as-the-system-default-theme) | `/api/v1/theme/{pk}/set_system_default` |
+| `GET` | [Download multiple themes as YAML files](/developer-docs/api/download-multiple-themes-as-yaml-files) | `/api/v1/theme/export/` |
+| `POST` | [Import themes from a ZIP file](/developer-docs/api/import-themes-from-a-zip-file) | `/api/v1/theme/import/` |
+| `GET` | [Get related fields data (theme-related-column-name)](/developer-docs/api/get-related-fields-data-theme-related-column-name) | `/api/v1/theme/related/{column_name}` |
+| `DELETE` | [Clear the system dark theme](/developer-docs/api/clear-the-system-dark-theme) | `/api/v1/theme/unset_system_dark` |
+| `DELETE` | [Clear the system default theme](/developer-docs/api/clear-the-system-default-theme) | `/api/v1/theme/unset_system_default` |
+
+</details>
+
+<details>
+<summary><strong>UserRegistrationsRestAPI</strong> (8 endpoints) — Endpoints related to UserRegistrationsRestAPI.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get security user registrations](/developer-docs/api/get-security-user-registrations) | `/api/v1/security/user_registrations/` |
+| `POST` | [Create security user registrations](/developer-docs/api/create-security-user-registrations) | `/api/v1/security/user_registrations/` |
+| `GET` | [Get security user registrations  info](/developer-docs/api/get-security-user-registrations-info) | `/api/v1/security/user_registrations/_info` |
+| `DELETE` | [Delete security user registrations by pk](/developer-docs/api/delete-security-user-registrations-by-pk) | `/api/v1/security/user_registrations/{pk}` |
+| `GET` | [Get security user registrations by pk](/developer-docs/api/get-security-user-registrations-by-pk) | `/api/v1/security/user_registrations/{pk}` |
+| `PUT` | [Update security user registrations by pk](/developer-docs/api/update-security-user-registrations-by-pk) | `/api/v1/security/user_registrations/{pk}` |
+| `GET` | [Get distinct values from field data (security-user-registrations-distinct-column-name)](/developer-docs/api/get-distinct-values-from-field-data-security-user-registrations-distinct-column-name) | `/api/v1/security/user_registrations/distinct/{column_name}` |
+| `GET` | [Get related fields data (security-user-registrations-related-column-name)](/developer-docs/api/get-related-fields-data-security-user-registrations-related-column-name) | `/api/v1/security/user_registrations/related/{column_name}` |
 
 </details>
 

docs/developer_docs/components/design-system/dropdowncontainer.mdx

@@ -156,7 +156,7 @@ function SelectFilters() {
 ## Import
 
 ```tsx
-import { DropdownContainer } from '@superset/components';
+import { DropdownContainer } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/design-system/flex.mdx

@@ -186,7 +186,7 @@ function JustifyAlign() {
 ## Import
 
 ```tsx
-import { Flex } from '@superset/components';
+import { Flex } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/design-system/grid.mdx

@@ -181,7 +181,7 @@ function AlignmentDemo() {
 ## Import
 
 ```tsx
-import Grid from '@superset/components';
+import { Grid } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/design-system/layout.mdx

@@ -128,7 +128,7 @@ function RightSidebar() {
 ## Import
 
 ```tsx
-import { Layout } from '@superset/components';
+import { Layout } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/design-system/metadatabar.mdx

@@ -163,7 +163,7 @@ function FullMetadata() {
 ## Import
 
 ```tsx
-import MetadataBar from '@superset/components';
+import { MetadataBar } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/design-system/space.mdx

@@ -157,7 +157,7 @@ function SpaceSizes() {
 ## Import
 
 ```tsx
-import { Space } from '@superset/components';
+import { Space } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/design-system/table.mdx

@@ -300,7 +300,7 @@ function LoadingTable() {
 ## Import
 
 ```tsx
-import { Table } from '@superset/components';
+import { Table } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/index.mdx

@@ -23,7 +23,16 @@ sidebar_position: 0
     under the License.
 -->
 
-# Superset Design System
+import { ComponentIndex } from '@site/src/components/ui-components';
+import componentData from '@site/static/data/components.json';
+
+# UI Components
+
+<ComponentIndex data={componentData} />
+
+---
+
+## Design System
 
 A design system is a complete set of standards intended to manage design at scale using reusable components and patterns.
 
@@ -35,19 +44,6 @@ The Superset Design System uses [Atomic Design](https://bradfrost.com/blog/post/
 
 <img src="/img/atomic-design.png" alt="Atoms = Foundations, Molecules = Components, Organisms = Patterns, Templates = Templates, Pages / Screens = Features" style={{maxWidth: '100%'}} />
 
----
-
-## Component Library
-
-Interactive documentation for Superset's UI component library. **53 components** documented across 2 categories.
-
-### [Core Components](./ui/)
-46 components — Buttons, inputs, modals, selects, and other fundamental UI elements.
-
-### [Layout Components](./design-system/)
-7 components — Grid, Layout, Table, Flex, Space, and container components for page structure.
-
-
 ## Usage
 
 All components are exported from `@superset-ui/core/components`:

docs/developer_docs/components/ui/autocomplete.mdx

@@ -204,7 +204,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { AutoComplete } from '@superset/components';
+import { AutoComplete } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/avatar.mdx

@@ -129,7 +129,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { Avatar } from '@superset/components';
+import { Avatar } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/badge.mdx

@@ -149,7 +149,7 @@ function ColorGallery() {
 ## Import
 
 ```tsx
-import { Badge } from '@superset/components';
+import { Badge } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/breadcrumb.mdx

@@ -82,7 +82,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { Breadcrumb } from '@superset/components';
+import { Breadcrumb } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/button.mdx

@@ -43,7 +43,7 @@ The Button component from Superset's UI library.
 <StoryWithControls
   component="Button"
   props={{
-  buttonStyle: "default",
+  buttonStyle: "primary",
   buttonSize: "default",
   children: "Button!"
 }}
@@ -111,7 +111,7 @@ Edit the code below to experiment with the component:
 function Demo() {
   return (
     <Button
-      buttonStyle="default"
+      buttonStyle="primary"
       buttonSize="default"
     >
       Button!
@@ -124,14 +124,14 @@ function Demo() {
 
 | Prop | Type | Default | Description |
 |------|------|---------|-------------|
-| `buttonStyle` | `string` | `"default"` | The style variant of the button. |
+| `buttonStyle` | `string` | `"primary"` | The style variant of the button. |
 | `buttonSize` | `string` | `"default"` | The size of the button. |
 | `children` | `string` | `"Button!"` | The button text or content. |
 
 ## Import
 
 ```tsx
-import { Button } from '@superset/components';
+import { Button } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/buttongroup.mdx

@@ -77,7 +77,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { ButtonGroup } from '@superset/components';
+import { ButtonGroup } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/cachedlabel.mdx

@@ -68,7 +68,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { CachedLabel } from '@superset/components';
+import { CachedLabel } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/card.mdx

@@ -131,7 +131,7 @@ function CardStates() {
 ## Import
 
 ```tsx
-import { Card } from '@superset/components';
+import { Card } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/checkbox.mdx

@@ -130,7 +130,7 @@ function SelectAllDemo() {
 ## Import
 
 ```tsx
-import { Checkbox } from '@superset/components';
+import { Checkbox } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/collapse.mdx

@@ -95,7 +95,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { Collapse } from '@superset/components';
+import { Collapse } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/datepicker.mdx

@@ -99,7 +99,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { DatePicker } from '@superset/components';
+import { DatePicker } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/divider.mdx

@@ -133,7 +133,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { Divider } from '@superset/components';
+import { Divider } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/editabletitle.mdx

@@ -161,7 +161,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { EditableTitle } from '@superset/components';
+import { EditableTitle } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/emptystate.mdx

@@ -136,7 +136,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { EmptyState } from '@superset/components';
+import { EmptyState } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/favestar.mdx

@@ -85,7 +85,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { FaveStar } from '@superset/components';
+import { FaveStar } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/iconbutton.mdx

@@ -95,7 +95,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { IconButton } from '@superset/components';
+import { IconButton } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/icons.mdx

@@ -241,7 +241,7 @@ function IconWithText() {
 ## Import
 
 ```tsx
-import { Icons } from '@superset/components';
+import { Icons } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/icontooltip.mdx

@@ -89,7 +89,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { IconTooltip } from '@superset/components';
+import { IconTooltip } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/infotooltip.mdx

@@ -95,7 +95,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { InfoTooltip } from '@superset/components';
+import { InfoTooltip } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/input.mdx

@@ -151,7 +151,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { Input } from '@superset/components';
+import { Input } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/label.mdx

@@ -94,7 +94,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { Label } from '@superset/components';
+import { Label } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/list.mdx

@@ -106,7 +106,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { List } from '@superset/components';
+import { List } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/listviewcard.mdx

@@ -121,7 +121,7 @@ function Demo() {
 ## Import
 
 ```tsx
-import { ListViewCard } from '@superset/components';
+import { ListViewCard } from '@superset-ui/core/components';
 ```
 
 ---

docs/developer_docs/components/ui/loading.mdx

@@ -176,7 +176,7 @@ function ContextualDemo() {
 ## Import
 
 ```tsx
-import { Loading } from '@superset/components';
+import { Loading } from '@superset-ui/core/components';
 ```
 
 ---