fix(dev): use localhost in .agor.yml app_url template

Replace hardcoded private IP with localhost so the config works
for all contributors. Can be overridden per-worktree in the Agor UI.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

.agor.yml

@@ -0,0 +1,12 @@
+environment:
+  up_command: >-
+    NODE_PORT={{add 9100 worktree.unique_id}}
+    docker compose -p {{worktree.name}} -f docker-compose-light.yml up -d
+  down_command: >-
+    docker compose -p {{worktree.name}} -f docker-compose-light.yml down
+  nuke_command: >-
+    docker compose -p {{worktree.name}} -f docker-compose-light.yml down -v
+  health_check_url: 'http://localhost:{{add 9100 worktree.unique_id}}/health'
+  app_url: 'http://localhost:{{add 9100 worktree.unique_id}}'
+  logs_command: >-
+    docker compose -p {{worktree.name}} -f docker-compose-light.yml logs --tail=100 superset-node-light

.claude/settings.json

@@ -0,0 +1,15 @@
+{
+  "hooks": {
+    "PreToolUse": [
+      {
+        "matcher": "Bash",
+        "hooks": [
+          {
+            "type": "command",
+            "command": "jq -r '.tool_input.command // \"\"' | grep -qE '^git commit' && cd \"$CLAUDE_PROJECT_DIR\" && echo '🔍 Running pre-commit before commit...' && pre-commit run || true"
+          }
+        ]
+      }
+    ]
+  }
+}

.devcontainer/devcontainer.json

@@ -13,7 +13,7 @@
 
   "features": {
     "ghcr.io/devcontainers/features/docker-in-docker:2": {
-      "moby": true,
+      "moby": false,
       "dockerDashComposeVersion": "v2"
     },
     "ghcr.io/devcontainers/features/node:1": {

.envrc.example

@@ -0,0 +1,41 @@
+#
+# 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.
+#
+
+# Auto-configure Docker Compose for multi-instance support
+# Requires direnv: https://direnv.net/
+#
+# Install: brew install direnv (or apt install direnv)
+# Setup: Add 'eval "$(direnv hook bash)"' to ~/.bashrc (or ~/.zshrc)
+# Allow: Run 'direnv allow' in this directory once
+
+# Generate unique project name from directory
+export COMPOSE_PROJECT_NAME=$(basename "$PWD" | tr '[:upper:]' '[:lower:]' | sed 's/[^a-z0-9]/-/g')
+
+# Find available ports sequentially to avoid collisions
+_is_free() { ! lsof -i ":$1" &>/dev/null 2>&1; }
+
+_p=80;    while ! _is_free $_p; do ((_p++)); done; export NGINX_PORT=$_p
+_p=8088;  while ! _is_free $_p; do ((_p++)); done; export SUPERSET_PORT=$_p
+_p=9000;  while ! _is_free $_p; do ((_p++)); done; export NODE_PORT=$_p
+_p=8080;  while ! _is_free $_p || [ $_p -eq $NGINX_PORT ]; do ((_p++)); done; export WEBSOCKET_PORT=$_p
+_p=8081;  while ! _is_free $_p || [ $_p -eq $WEBSOCKET_PORT ]; do ((_p++)); done; export CYPRESS_PORT=$_p
+_p=5432;  while ! _is_free $_p; do ((_p++)); done; export DATABASE_PORT=$_p
+_p=6379;  while ! _is_free $_p; do ((_p++)); done; export REDIS_PORT=$_p
+
+unset _p _is_free
+
+echo "🐳 Superset configured: http://localhost:$SUPERSET_PORT (dev: localhost:$NODE_PORT)"

.github/CODEOWNERS

@@ -20,7 +20,7 @@
 
 # Notify PMC members of changes to GitHub Actions
 
-/.github/ @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @sadpandajoe
+/.github/ @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @sadpandajoe @hainenber
 
 # Notify PMC members of changes to required GitHub Actions
 

.github/ISSUE_TEMPLATE/bug-report.yml

@@ -41,8 +41,8 @@ body:
       label: Superset version
       options:
         - master / latest-dev
+        - "6.0.0"
         - "5.0.0"
-        - "4.1.3"
     validations:
       required: true
   - type: dropdown

.github/actions/change-detector/label-draft-pr.yml

@@ -10,7 +10,7 @@ jobs:
     steps:
       - name: Check if the PR is a draft
         id: check-draft
-        uses: actions/github-script@v6
+        uses: actions/github-script@v8
         with:
           script: |
             const isDraft = context.payload.pull_request.draft;

.github/dependabot.yml

@@ -9,13 +9,38 @@ updates:
 
   - package-ecosystem: "npm"
     ignore:
-      # not until React >= 18.0.0
+      # TODO: remove below entries until React >= 18.0.0
       - dependency-name: "storybook"
+        update-types: ["version-update:semver-major", "version-update:semver-minor"]
       - dependency-name: "@storybook*"
+        update-types: ["version-update:semver-major", "version-update:semver-minor"]
+      - dependency-name: "eslint-plugin-storybook"
+      - dependency-name: "react-error-boundary"
+      - dependency-name: "@rjsf/*"
+      # remark-gfm v4+ requires react-markdown v9+, which needs React 18
+      - dependency-name: "remark-gfm"
+      - dependency-name: "react-markdown"
+      # TODO: remove below entries until React >= 19.0.0
+      - dependency-name: "react-icons"
       # JSDOM v30 doesn't play well with Jest v30
       # Source: https://jestjs.io/blog#known-issues
       # GH thread: https://github.com/jsdom/jsdom/issues/3492
       - dependency-name: "jest-environment-jsdom"
+      # `@swc/plugin-transform-imports` doesn't work with current Webpack-SWC hybrid setup
+      # See https://github.com/apache/superset/pull/37384#issuecomment-3793991389
+      # TODO: remove the plugin once Lodash usage has been migrated to a more readily tree-shakeable alternative
+      - dependency-name: "@swc/plugin-transform-imports"
+      # `just-handlerbars-helpers` library in plugin-chart-handlebars requires `currencyformatter`` to be < 2
+      - dependency-name: "currencyformatter.js"
+        update-types: ["version-update:semver-major"]
+    groups:
+      storybook:
+        applies-to: version-updates
+        patterns:
+          - "@storybook*"
+          - "storybook"
+        update-types:
+          - "patch"
     directory: "/superset-frontend/"
     schedule:
       interval: "daily"
@@ -46,6 +71,22 @@ updates:
 
   - package-ecosystem: "npm"
     directory: "/docs/"
+    ignore:
+      # TODO: remove below entries until React >= 18.0.0 in superset-frontend
+      - dependency-name: "storybook"
+        update-types: ["version-update:semver-major", "version-update:semver-minor"]
+      - dependency-name: "@storybook*"
+        update-types: ["version-update:semver-major", "version-update:semver-minor"]
+      - dependency-name: "eslint-plugin-storybook"
+      - dependency-name: "react-error-boundary"
+    groups:
+      storybook:
+        applies-to: version-updates
+        patterns:
+          - "@storybook*"
+          - "storybook"
+        update-types:
+          - "patch"
     schedule:
       interval: "daily"
     open-pull-requests-limit: 10
@@ -82,16 +123,6 @@ updates:
     open-pull-requests-limit: 5
     versioning-strategy: increase
 
-  - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/legacy-plugin-chart-histogram/"
-    schedule:
-      interval: "daily"
-    labels:
-      - npm
-      - dependabot
-    open-pull-requests-limit: 5
-    versioning-strategy: increase
-
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/legacy-plugin-chart-partition/"
     schedule:
@@ -114,6 +145,9 @@ updates:
 
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/plugin-chart-pivot-table/"
+    ignore:
+      # TODO: remove below entries until React >= 19.0.0
+      - dependency-name: "react-icons"
     schedule:
       interval: "daily"
     labels:
@@ -164,6 +198,9 @@ updates:
 
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/plugin-chart-table/"
+    ignore:
+      # TODO: remove below entries until React >= 19.0.0
+      - dependency-name: "react-icons"
     schedule:
       interval: "daily"
     labels:
@@ -192,16 +229,6 @@ updates:
     open-pull-requests-limit: 5
     versioning-strategy: increase
 
-  - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/legacy-plugin-chart-sankey/"
-    schedule:
-      interval: "daily"
-    labels:
-      - npm
-      - dependabot
-    open-pull-requests-limit: 5
-    versioning-strategy: increase
-
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/legacy-preset-chart-nvd3/"
     schedule:
@@ -222,16 +249,6 @@ updates:
     open-pull-requests-limit: 5
     versioning-strategy: increase
 
-  - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/legacy-plugin-chart-event-flow/"
-    schedule:
-      interval: "daily"
-    labels:
-      - npm
-      - dependabot
-    open-pull-requests-limit: 5
-    versioning-strategy: increase
-
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/legacy-plugin-chart-paired-t-test/"
     schedule:
@@ -242,16 +259,6 @@ updates:
     open-pull-requests-limit: 5
     versioning-strategy: increase
 
-  - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/legacy-plugin-chart-sankey-loop/"
-    schedule:
-      interval: "daily"
-    labels:
-      - npm
-      - dependabot
-    open-pull-requests-limit: 5
-    versioning-strategy: increase
-
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/plugin-chart-echarts/"
     schedule:
@@ -263,7 +270,7 @@ updates:
     versioning-strategy: increase
 
   - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/preset-chart-xy/"
+    directory: "/superset-frontend/plugins/plugin-chart-ag-grid-table/"
     schedule:
       interval: "daily"
     labels:
@@ -273,7 +280,7 @@ updates:
     versioning-strategy: increase
 
   - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/legacy-plugin-chart-heatmap/"
+    directory: "/superset-frontend/plugins/plugin-chart-cartodiagram/"
     schedule:
       interval: "daily"
     labels:
@@ -292,18 +299,12 @@ updates:
     open-pull-requests-limit: 5
     versioning-strategy: increase
 
-  - package-ecosystem: "npm"
-    directory: "/superset-frontend/plugins/legacy-plugin-chart-sunburst/"
-    schedule:
-      interval: "daily"
-    labels:
-      - npm
-      - dependabot
-    open-pull-requests-limit: 5
-    versioning-strategy: increase
-
   - package-ecosystem: "npm"
     directory: "/superset-frontend/plugins/plugin-chart-handlebars/"
+    ignore:
+      # `just-handlerbars-helpers` library in plugin-chart-handlebars requires `currencyformatter`` to be < 2
+      - dependency-name: "currencyformatter.js"
+        update-types: ["version-update:semver-major"]
     schedule:
       interval: "daily"
     labels:
@@ -338,16 +339,7 @@ updates:
       # not until React >= 18.0.0
       - dependency-name: "react-markdown"
       - dependency-name: "remark-gfm"
-    schedule:
-      interval: "daily"
-    labels:
-      - npm
-      - dependabot
-    open-pull-requests-limit: 5
-    versioning-strategy: increase
-
-  - package-ecosystem: "npm"
-    directory: "/superset-frontend/packages/superset-ui-demo/"
+      - dependency-name: "react-error-boundary"
     schedule:
       interval: "daily"
     labels:

.github/workflows/bashlib.sh

@@ -304,26 +304,3 @@ monitor_memory() {
     sleep 2
   done
 }
-
-cypress-run-applitools() {
-  cd "$GITHUB_WORKSPACE/superset-frontend/cypress-base"
-
-  local flasklog="${HOME}/flask.log"
-  local port=8081
-  local cypress="./node_modules/.bin/cypress run"
-  local browser=${CYPRESS_BROWSER:-chrome}
-
-  export CYPRESS_BASE_URL="http://localhost:${port}"
-
-  nohup flask run --no-debugger -p $port >"$flasklog" 2>&1 </dev/null &
-  local flaskProcessId=$!
-
-  $cypress --spec "cypress/applitools/**/*" --browser "$browser" --headless
-
-  say "::group::Flask log for default run"
-  cat "$flasklog"
-  say "::endgroup::"
-
-  # make sure the program exits
-  kill $flaskProcessId
-}

.github/workflows/check_db_migration_confict.yml

@@ -69,7 +69,7 @@ jobs:
                     `❗ @${pull.user.login} Your base branch \`${currentBranch}\` has ` +
                     'also updated `superset/migrations`.\n' +
                     '\n' +
-                    '**Please consider rebasing your branch and [resolving potential db migration conflicts](https://github.com/apache/superset/blob/master/CONTRIBUTING.md#merging-db-migrations).**',
+                    '**Please consider rebasing your branch and [resolving potential db migration conflicts](https://superset.apache.org/docs/contributing/development#merging-db-migrations).**',
                 });
               }
             }

.github/workflows/dependency-review.yml

@@ -39,13 +39,9 @@ jobs:
           # pkg:npm/store2@2.14.2
           #   adding an exception for an ambigious license on store2, which has been resolved in
           #   the latest version. It's MIT: https://github.com/nbubna/store/blob/master/LICENSE-MIT
-          # pkg:npm/applitools/*
-          #   adding exception for all applitools modules (eyes-cypress and its dependencies),
-          #   which has an explicit OSS license approved by ASF
-          #   license: https://applitools.com/legal/open-source-terms-of-use/
           # pkg:npm/node-forge@1.3.1
           #   selecting BSD-3-Clause licensing terms for node-forge to ensure compatibility with Apache
-          allow-dependencies-licenses: pkg:npm/store2@2.14.2, pkg:npm/applitools/core, pkg:npm/applitools/core-base, pkg:npm/applitools/css-tree, pkg:npm/applitools/ec-client, pkg:npm/applitools/eg-socks5-proxy-server, pkg:npm/applitools/eyes, pkg:npm/applitools/eyes-cypress, pkg:npm/applitools/nml-client, pkg:npm/applitools/tunnel-client, pkg:npm/applitools/utils, pkg:npm/node-forge@1.3.1, pkg:npm/rgbcolor, pkg:npm/jszip@3.10.1
+          allow-dependencies-licenses: pkg:npm/store2@2.14.2, pkg:npm/node-forge@1.3.1, pkg:npm/rgbcolor, pkg:npm/jszip@3.10.1
 
   python-dependency-liccheck:
     # NOTE: Configuration for liccheck lives in our pyproject.yml.

.github/workflows/docker.yml

@@ -101,6 +101,23 @@ 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

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

@@ -33,7 +33,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v5
+        uses: aws-actions/configure-aws-credentials@v6
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}

.github/workflows/ephemeral-env.yml

@@ -189,7 +189,7 @@ jobs:
             --extra-flags "--build-arg INCLUDE_CHROMIUM=false"
 
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v5
+        uses: aws-actions/configure-aws-credentials@v6
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
@@ -225,7 +225,7 @@ jobs:
           persist-credentials: false
 
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@v5
+        uses: aws-actions/configure-aws-credentials@v6
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}

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

@@ -4,6 +4,9 @@ on:
   pull_request:
     types: [labeled, unlabeled, opened, reopened, synchronize]
 
+permissions:
+  pull-requests: read
+
 # cancel previous workflow jobs for PRs
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}

.github/workflows/pre-commit.yml

@@ -8,6 +8,9 @@ on:
   pull_request:
     types: [synchronize, opened, reopened, ready_for_review]
 
+permissions:
+  contents: read
+
 # cancel previous workflow jobs for PRs
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}

.github/workflows/prefer-typescript.yml

@@ -1,70 +0,0 @@
-name: Prefer TypeScript
-
-on:
-  push:
-    branches:
-      - "master"
-      - "[0-9].[0-9]*"
-    paths:
-      - "superset-frontend/src/**"
-  pull_request:
-    types: [synchronize, opened, reopened, ready_for_review]
-    paths:
-      - "superset-frontend/src/**"
-
-# cancel previous workflow jobs for PRs
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
-  cancel-in-progress: true
-
-jobs:
-  prefer_typescript:
-    if: github.ref == 'ref/heads/master' && github.event_name == 'pull_request'
-    name: Prefer TypeScript
-    runs-on: ubuntu-24.04
-    permissions:
-      contents: read
-      pull-requests: write
-    steps:
-      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
-        with:
-          persist-credentials: false
-          submodules: recursive
-      - name: Get changed files
-        id: changed
-        uses: ./.github/actions/file-changes-action
-        with:
-          githubToken: ${{ github.token }}
-
-      - name: Determine if a .js or .jsx file was added
-        id: check
-        run: |
-          js_files_added() {
-            jq -r '
-              map(
-                select(
-                  endswith(".js") or endswith(".jsx")
-                )
-              ) | join("\n")
-            ' ${HOME}/files_added.json
-          }
-          echo "js_files_added=$(js_files_added)" >> $GITHUB_OUTPUT
-
-      - if: steps.check.outputs.js_files_added
-        name: Add Comment to PR
-        uses: ./.github/actions/comment-on-pr
-        continue-on-error: true
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-        with:
-          msg: |
-            ### WARNING: Prefer TypeScript
-
-            Looks like your PR contains new `.js` or `.jsx` files:
-
-            ```
-            ${{steps.check.outputs.js_files_added}}
-            ```
-
-            As decided in [SIP-36](https://github.com/apache/superset/issues/9101), all new frontend code should be written in TypeScript. Please convert above files to TypeScript then re-request review.

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

@@ -23,7 +23,7 @@ jobs:
       SUPERSET__SQLALCHEMY_DATABASE_URI: postgresql+psycopg2://superset:superset@127.0.0.1:15432/superset
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset

.github/workflows/superset-applitool-cypress.yml

@@ -1,91 +0,0 @@
-name: Applitools Cypress
-
-on:
-  schedule:
-    - cron: "0 1 * * *"
-
-jobs:
-  config:
-    runs-on: ubuntu-24.04
-    outputs:
-      has-secrets: ${{ steps.check.outputs.has-secrets }}
-    steps:
-      - name: "Check for secrets"
-        id: check
-        shell: bash
-        run: |
-          if [ -n "${{ (secrets.APPLITOOLS_API_KEY != '' && secrets.APPLITOOLS_API_KEY != '') || '' }}" ]; then
-            echo "has-secrets=1" >> "$GITHUB_OUTPUT"
-          fi
-
-  cypress-applitools:
-    needs: config
-    if: needs.config.outputs.has-secrets
-    runs-on: ubuntu-24.04
-    strategy:
-      fail-fast: false
-      matrix:
-        browser: ["chrome"]
-    env:
-      SUPERSET_ENV: development
-      SUPERSET_CONFIG: tests.integration_tests.superset_test_config
-      SUPERSET__SQLALCHEMY_DATABASE_URI: postgresql+psycopg2://superset:superset@127.0.0.1:15432/superset
-      PYTHONPATH: ${{ github.workspace }}
-      REDIS_PORT: 16379
-      GITHUB_TOKEN: ${{ github.token }}
-      APPLITOOLS_APP_NAME: Superset
-      APPLITOOLS_API_KEY: ${{ secrets.APPLITOOLS_API_KEY }}
-      APPLITOOLS_BATCH_ID: ${{ github.sha }}
-      APPLITOOLS_BATCH_NAME: Superset Cypress
-    services:
-      postgres:
-        image: postgres:16-alpine
-        env:
-          POSTGRES_USER: superset
-          POSTGRES_PASSWORD: superset
-        ports:
-          - 15432:5432
-      redis:
-        image: redis:7-alpine
-        ports:
-          - 16379:6379
-    steps:
-      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
-        with:
-          persist-credentials: false
-          submodules: recursive
-          ref: master
-      - name: Setup Python
-        uses: ./.github/actions/setup-backend/
-      - name: Import test data
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: testdata
-      - name: Setup Node.js
-        uses: actions/setup-node@v6
-        with:
-          node-version-file: './superset-frontend/.nvmrc'
-      - name: Install npm dependencies
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: npm-install
-      - name: Build javascript packages
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: build-instrumented-assets
-      - name: Setup Postgres
-        if: steps.check.outcome == 'failure'
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: setup-postgres
-      - name: Install cypress
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: cypress-install
-      - name: Run Cypress
-        uses: ./.github/actions/cached-dependencies
-        env:
-          CYPRESS_BROWSER: ${{ matrix.browser }}
-        with:
-          run: cypress-run-applitools

.github/workflows/superset-applitools-storybook.yml

@@ -1,52 +0,0 @@
-name: Applitools Storybook
-
-on:
-  schedule:
-    - cron: "0 0 * * *"
-
-env:
-  APPLITOOLS_APP_NAME: Superset
-  APPLITOOLS_API_KEY: ${{ secrets.APPLITOOLS_API_KEY }}
-  APPLITOOLS_BATCH_ID: ${{ github.sha }}
-  APPLITOOLS_BATCH_NAME: Superset Storybook
-
-jobs:
-  config:
-    runs-on: ubuntu-24.04
-    outputs:
-      has-secrets: ${{ steps.check.outputs.has-secrets }}
-    steps:
-      - name: "Check for secrets"
-        id: check
-        shell: bash
-        run: |
-          if [ -n "${{ (secrets.APPLITOOLS_API_KEY != '' && secrets.APPLITOOLS_API_KEY != '') || '' }}" ]; then
-            echo "has-secrets=1" >> "$GITHUB_OUTPUT"
-          fi
-
-  cron:
-    needs: config
-    if: needs.config.outputs.has-secrets
-    runs-on: ubuntu-24.04
-    steps:
-      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v6
-        with:
-          persist-credentials: false
-          submodules: recursive
-          ref: master
-      - name: Set up Node.js
-        uses: actions/setup-node@v6
-        with:
-          node-version-file: './superset-frontend/.nvmrc'
-      - name: Install eyes-storybook dependencies
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: eyes-storybook-dependencies
-      - name: Install NPM dependencies
-        uses: ./.github/actions/cached-dependencies
-        with:
-          run: npm-install
-      - name: Run Applitools Eyes-Storybook
-        working-directory: ./superset-frontend
-        run: npx eyes-storybook -u https://superset-storybook.netlify.app/

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

@@ -1,6 +1,13 @@
 name: Docs Deployment
 
 on:
+  # Deploy after integration tests complete on master
+  workflow_run:
+    workflows: ["Python-Integration"]
+    types: [completed]
+    branches: [master]
+
+  # Also allow manual trigger and direct pushes to docs
   push:
     paths:
       - "docs/**"
@@ -30,9 +37,10 @@ jobs:
     name: Build & Deploy
     runs-on: ubuntu-24.04
     steps:
-      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
+      - name: "Checkout ${{ github.event.workflow_run.head_sha || github.sha }}"
         uses: actions/checkout@v6
         with:
+          ref: ${{ github.event.workflow_run.head_sha || github.sha }}
           persist-credentials: false
           submodules: recursive
       - name: Set up Node.js
@@ -58,6 +66,35 @@ jobs:
         working-directory: docs
         run: |
           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
+        continue-on-error: true
+        with:
+          workflow: superset-python-integrationtest.yml
+          run_id: ${{ github.event.workflow_run.id }}
+          name: database-diagnostics
+          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
+        continue-on-error: true
+        with:
+          workflow: superset-python-integrationtest.yml
+          name: database-diagnostics
+          path: docs/src/data/
+          branch: master
+          search_artifacts: true
+          if_no_artifact_found: warn
+      - name: Use diagnostics artifact if available
+        working-directory: docs
+        run: |
+          if [ -f "src/data/databases-diagnostics.json" ]; then
+            echo "Using fresh diagnostics from integration tests"
+            mv src/data/databases-diagnostics.json src/data/databases.json
+          else
+            echo "Using committed databases.json (no artifact found)"
+          fi
       - name: yarn build
         working-directory: docs
         run: |
@@ -71,5 +108,5 @@ jobs:
           destination-github-username: "apache"
           destination-repository-name: "superset-site"
           target-branch: "asf-site"
-          commit-message: "deploying docs: ${{ github.event.head_commit.message }} (apache/superset@${{ github.sha }})"
+          commit-message: "deploying docs: ${{ github.event.head_commit.message || 'triggered by integration tests' }} (apache/superset@${{ github.event.workflow_run.head_sha || github.sha }})"
           user-email: dev@superset.apache.org

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

@@ -4,17 +4,23 @@ on:
   pull_request:
     paths:
       - "docs/**"
+      - "superset/db_engine_specs/**"
       - ".github/workflows/superset-docs-verify.yml"
     types: [synchronize, opened, reopened, ready_for_review]
+  workflow_run:
+    workflows: ["Python-Integration"]
+    types: [completed]
 
 # cancel previous workflow jobs for PRs
 concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.run_id }}
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.event.workflow_run.head_sha || github.run_id }}
   cancel-in-progress: true
 
 jobs:
   linkinator:
     # See docs here: https://github.com/marketplace/actions/linkinator
+    # Only run on pull_request, not workflow_run
+    if: github.event_name == 'pull_request'
     name: Link Checking
     runs-on: ubuntu-latest
     steps:
@@ -50,8 +56,11 @@ jobs:
             https://timbr.ai/,
             https://opensource.org/license/apache-2-0,
             https://www.plaidcloud.com/
-  build-deploy:
-    name: Build & Deploy
+
+  build-on-pr:
+    # Build docs when PR changes docs/** (uses committed databases.json)
+    if: github.event_name == 'pull_request'
+    name: Build (PR trigger)
     runs-on: ubuntu-24.04
     defaults:
       run:
@@ -75,3 +84,50 @@ jobs:
       - name: yarn build
         run: |
           yarn build
+
+  build-after-tests:
+    # Build docs after integration tests complete (uses fresh diagnostics)
+    # Only runs if integration tests succeeded
+    if: >
+      github.event_name == 'workflow_run' &&
+      github.event.workflow_run.conclusion == 'success'
+    name: Build (after integration tests)
+    runs-on: ubuntu-24.04
+    defaults:
+      run:
+        working-directory: docs
+    steps:
+      - name: "Checkout PR head: ${{ github.event.workflow_run.head_sha }}"
+        uses: actions/checkout@v6
+        with:
+          ref: ${{ github.event.workflow_run.head_sha }}
+          persist-credentials: false
+          submodules: recursive
+      - name: Set up Node.js
+        uses: actions/setup-node@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
+        with:
+          workflow: superset-python-integrationtest.yml
+          run_id: ${{ github.event.workflow_run.id }}
+          name: database-diagnostics
+          path: docs/src/data/
+      - name: Use fresh diagnostics
+        run: |
+          if [ -f "src/data/databases-diagnostics.json" ]; then
+            echo "Using fresh diagnostics from integration tests"
+            mv src/data/databases-diagnostics.json src/data/databases.json
+          else
+            echo "Warning: No diagnostics artifact found, using committed data"
+          fi
+      - name: yarn typecheck
+        run: |
+          yarn typecheck
+      - name: yarn build
+        run: |
+          yarn build

.github/workflows/superset-e2e.yml

@@ -54,7 +54,7 @@ jobs:
       USE_DASHBOARD: ${{ github.event.inputs.use_dashboard == 'true' || 'false' }}
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset
@@ -146,7 +146,7 @@ jobs:
           SAFE_APP_ROOT=${APP_ROOT//\//_}
           echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
       - name: Upload Artifacts
-        uses: actions/upload-artifact@v6
+        uses: actions/upload-artifact@v7
         if: failure()
         with:
           path: ${{ github.workspace }}/superset-frontend/cypress-base/cypress/screenshots
@@ -171,7 +171,7 @@ jobs:
       GITHUB_TOKEN: ${{ github.token }}
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset
@@ -259,7 +259,7 @@ jobs:
           SAFE_APP_ROOT=${APP_ROOT//\//_}
           echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
       - name: Upload Playwright Artifacts
-        uses: actions/upload-artifact@v6
+        uses: actions/upload-artifact@v7
         if: failure()
         with:
           path: |

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

@@ -58,7 +58,7 @@ jobs:
 
       - name: Upload HTML coverage report
         if: steps.check.outputs.superset-extensions-cli
-        uses: actions/upload-artifact@v6
+        uses: actions/upload-artifact@v7
         with:
           name: superset-extensions-cli-coverage-html
           path: htmlcov/

.github/workflows/superset-frontend.yml

@@ -58,7 +58,7 @@ jobs:
 
       - name: Upload Docker Image Artifact
         if: steps.check.outputs.frontend
-        uses: actions/upload-artifact@v6
+        uses: actions/upload-artifact@v7
         with:
           name: docker-image
           path: docker-image.tar.gz
@@ -73,7 +73,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v7
+        uses: actions/download-artifact@v8
         with:
           name: docker-image
 
@@ -87,10 +87,10 @@ jobs:
           -v ${{ github.workspace }}/superset-frontend/coverage:/app/superset-frontend/coverage \
           --rm $TAG \
           bash -c \
-          "npm run test -- --coverage --shard=${{ matrix.shard }}/8 --coverageReporters=json-summary"
+          "npm run test -- --coverage --shard=${{ matrix.shard }}/8 --coverageReporters=json"
 
       - name: Upload Coverage Artifact
-        uses: actions/upload-artifact@v6
+        uses: actions/upload-artifact@v7
         with:
           name: coverage-artifacts-${{ matrix.shard }}
           path: superset-frontend/coverage
@@ -99,15 +99,29 @@ jobs:
     needs: [sharded-jest-tests]
     if: needs.frontend-build.outputs.should-run == 'true'
     runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
     steps:
+      - name: Checkout Code
+        uses: actions/checkout@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@v7
+        uses: actions/download-artifact@v8
         with:
           pattern: coverage-artifacts-*
           path: coverage/
 
-      - name: Show Files
-        run: find coverage/
+      - name: Reorganize test result reports
+        run: |
+          find coverage/
+          for i in {1..8}; do
+            mv coverage/coverage-artifacts-${i}/coverage-final.json coverage/coverage-shard-${i}.json
+          done
+        shell: bash
 
       - name: Merge Code Coverage
         run: npx nyc merge coverage/ merged-output/coverage-summary.json
@@ -116,8 +130,9 @@ jobs:
         uses: codecov/codecov-action@v5
         with:
           flags: javascript
-          token: ${{ secrets.CODECOV_TOKEN }}
+          use_oidc: true
           verbose: true
+          disable_search: true
           files: merged-output/coverage-summary.json
           slug: apache/superset
 
@@ -127,7 +142,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v7
+        uses: actions/download-artifact@v8
         with:
           name: docker-image
 
@@ -151,7 +166,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v7
+        uses: actions/download-artifact@v8
         with:
           name: docker-image
 
@@ -163,18 +178,13 @@ jobs:
           docker run --rm $TAG bash -c \
           "npm run plugins:build"
 
-      - name: Build Plugins Storybook
-        run: |
-          docker run --rm $TAG bash -c \
-          "npm run plugins:build-storybook"
-
   test-storybook:
     needs: frontend-build
     if: needs.frontend-build.outputs.should-run == 'true'
     runs-on: ubuntu-24.04
     steps:
       - name: Download Docker Image Artifact
-        uses: actions/download-artifact@v6
+        uses: actions/download-artifact@v8
         with:
           name: docker-image
 

.github/workflows/superset-playwright.yml

@@ -45,7 +45,7 @@ jobs:
       GITHUB_TOKEN: ${{ github.token }}
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset
@@ -133,7 +133,7 @@ jobs:
           SAFE_APP_ROOT=${APP_ROOT//\//_}
           echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
       - name: Upload Playwright Artifacts
-        uses: actions/upload-artifact@v6
+        uses: actions/upload-artifact@v7
         if: failure()
         with:
           path: |

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

@@ -73,6 +73,36 @@ jobs:
           flags: python,mysql
           token: ${{ secrets.CODECOV_TOKEN }}
           verbose: true
+      - name: Generate database diagnostics for docs
+        if: steps.check.outputs.python
+        env:
+          SUPERSET_CONFIG: tests.integration_tests.superset_test_config
+          SUPERSET__SQLALCHEMY_DATABASE_URI: |
+            mysql+mysqldb://superset:superset@127.0.0.1:13306/superset?charset=utf8mb4&binary_prefix=true
+        run: |
+          python -c "
+          import json
+          from superset.app import create_app
+          from superset.db_engine_specs.lib import generate_yaml_docs
+          app = create_app()
+          with app.app_context():
+              docs = generate_yaml_docs()
+              # Wrap in the expected format
+              output = {
+                  'generated': '$(date -Iseconds)',
+                  'databases': docs
+              }
+              with open('databases-diagnostics.json', 'w') as f:
+                  json.dump(output, f, indent=2, default=str)
+              print(f'Generated diagnostics for {len(docs)} databases')
+          "
+      - name: Upload database diagnostics artifact
+        if: steps.check.outputs.python
+        uses: actions/upload-artifact@v7
+        with:
+          name: database-diagnostics
+          path: databases-diagnostics.json
+          retention-days: 7
   test-postgres:
     runs-on: ubuntu-24.04
     strategy:
@@ -85,7 +115,7 @@ jobs:
       SUPERSET__SQLALCHEMY_DATABASE_URI: postgresql+psycopg2://superset:superset@127.0.0.1:15432/superset
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset

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

@@ -25,7 +25,7 @@ jobs:
       SUPERSET__SQLALCHEMY_EXAMPLES_URI: presto://localhost:15433/memory/default
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset
@@ -94,7 +94,7 @@ jobs:
       UPLOAD_FOLDER: /tmp/.superset/uploads/
     services:
       postgres:
-        image: postgres:16-alpine
+        image: postgres:17-alpine
         env:
           POSTGRES_USER: superset
           POSTGRES_PASSWORD: superset

.github/workflows/tech-debt.yml

@@ -6,6 +6,9 @@ on:
       - master
       - "[0-9].[0-9]*"
 
+permissions:
+  contents: read
+
 jobs:
   config:
     runs-on: ubuntu-24.04

.gitignore

@@ -61,21 +61,18 @@ tmp
 rat-results.txt
 superset/app/
 superset-websocket/config.json
+.direnv
 
 # Node.js, webpack artifacts, storybook
 *.entry.js
 *.js.map
 node_modules
 npm-debug.log*
+superset/static/*
 superset/static/assets/*
 !superset/static/assets/.gitkeep
 superset/static/uploads/*
 !superset/static/uploads/.gitkeep
-superset/static/version_info.json
-superset-frontend/**/esm/*
-superset-frontend/**/lib/*
-superset-frontend/**/storybook-static/*
-superset-frontend/migration-storybook.log
 yarn-error.log
 *.map
 *.min.js
@@ -139,3 +136,4 @@ PROJECT.md
 .env.local
 oxc-custom-build/
 *.code-workspace
+*.duckdb

.pre-commit-config.yaml

@@ -27,6 +27,7 @@ repos:
         args: [--check-untyped-defs]
         exclude: ^superset-extensions-cli/
         additional_dependencies: [
+            types-cachetools,
             types-simplejson,
             types-python-dateutil,
             types-requests,
@@ -49,12 +50,12 @@ repos:
     hooks:
       - id: check-docstring-first
       - id: check-added-large-files
-        exclude: ^.*\.(geojson)$|^docs/static/img/screenshots/.*|^superset-frontend/CHANGELOG\.md$
+        exclude: ^.*\.(geojson)$|^docs/static/img/screenshots/.*|^superset-frontend/CHANGELOG\.md$|^superset/examples/.*/data\.parquet$
       - id: check-yaml
         exclude: ^helm/superset/templates/
       - id: debug-statements
       - id: end-of-file-fixer
-        exclude: .*/lerna\.json$
+        exclude: .*/lerna\.json$|^docs/static/img/logos/
       - id: trailing-whitespace
         exclude: ^.*\.(snap)
         args: ["--markdown-linebreak-ext=md"]
@@ -82,7 +83,7 @@ repos:
         files: ^superset-frontend/.*\.(js|jsx|ts|tsx)$
       - id: eslint-docs
         name: eslint (docs)
-        entry: bash -c 'cd docs && FILES=$(echo "$@" | sed "s|docs/||g") && yarn eslint --fix --quiet $FILES'
+        entry: bash -c 'cd docs && FILES=$(printf "%s\n" "$@" | sed "s|^docs/||" | tr "\n" " ") && yarn eslint --fix --quiet $FILES'
         language: system
         pass_filenames: true
         files: ^docs/.*\.(js|jsx|ts|tsx)$
@@ -142,3 +143,18 @@ repos:
             else
               echo "No Python files to lint."
             fi
+      - id: db-engine-spec-metadata
+        name: database engine spec metadata validation
+        entry: python superset/db_engine_specs/lint_metadata.py --strict
+        language: system
+        files: ^superset/db_engine_specs/.*\.py$
+        exclude: ^superset/db_engine_specs/(base|lib|lint_metadata|__init__)\.py$
+        pass_filenames: false
+  - repo: local
+    hooks:
+      - id: feature-flags-sync
+        name: feature flags documentation sync
+        entry: bash -c 'python scripts/extract_feature_flags.py > docs/static/feature-flags.json.tmp && if ! diff -q docs/static/feature-flags.json docs/static/feature-flags.json.tmp > /dev/null 2>&1; then mv docs/static/feature-flags.json.tmp docs/static/feature-flags.json && echo "Updated docs/static/feature-flags.json" && exit 1; else rm docs/static/feature-flags.json.tmp; fi'
+        language: system
+        files: ^superset/config\.py$
+        pass_filenames: false

.rat-excludes

@@ -67,22 +67,19 @@ temporary_superset_ui/*
 # skip license checks for auto-generated test snapshots
 .*snap
 
-# docs overrides for third party logos we don't have the rights to
-google-big-query.svg
-google-sheets.svg
-ibm-db2.svg
-postgresql.svg
-snowflake.svg
-ydb.svg
-loading.svg
+# docs third-party logos (database logos, org logos, etc.)
+databases/*
+logos/*
 
 # docs-related
 erd.puml
 erd.svg
 intro_header.txt
+TODO.md
 
 # for LLMs
 llm-context.md
+llms.txt
 AGENTS.md
 LLMS.md
 CLAUDE.md

AGENTS.md

@@ -2,6 +2,27 @@
 
 Apache Superset is a data visualization platform with Flask/Python backend and React/TypeScript frontend.
 
+## ⚠️ CRITICAL: Always Run Pre-commit Before Pushing
+
+**ALWAYS run `pre-commit run --all-files` before pushing commits.** CI will fail if pre-commit checks don't pass. This is non-negotiable.
+
+```bash
+# Stage your changes first
+git add .
+
+# Run pre-commit on all files
+pre-commit run --all-files
+
+# If there are auto-fixes, stage them and commit
+git add .
+git commit --amend  # or new commit
+```
+
+Common pre-commit failures:
+- **Formatting** - black, prettier, eslint will auto-fix
+- **Type errors** - mypy failures need manual fixes
+- **Linting** - ruff, pylint issues need manual fixes
+
 ## ⚠️ CRITICAL: Ongoing Refactors (What NOT to Do)
 
 **These migrations are actively happening - avoid deprecated patterns:**
@@ -80,6 +101,30 @@ superset/
 - **UPDATING.md**: Add breaking changes here
 - **Docstrings**: Required for new functions/classes
 
+## Developer Portal: Storybook-to-MDX Documentation
+
+The Developer Portal auto-generates MDX documentation from Storybook stories. **Stories are the single source of truth.**
+
+### Core Philosophy
+- **Fix issues in the STORY, not the generator** - When something doesn't render correctly, update the story file first
+- **Generator should be lightweight** - It extracts and passes through data; avoid special cases
+- **Stories define everything** - Props, controls, galleries, examples all come from story metadata
+
+### Story Requirements for Docs Generation
+- Use `export default { title: '...' }` (inline), not `const meta = ...; export default meta;`
+- Name interactive stories `Interactive${ComponentName}` (e.g., `InteractiveButton`)
+- Define `args` for default prop values
+- Define `argTypes` at the story level (not meta level) with control types and descriptions
+- Use `parameters.docs.gallery` for size×style variant grids
+- Use `parameters.docs.sampleChildren` for components that need children
+- Use `parameters.docs.liveExample` for custom live code blocks
+- Use `parameters.docs.staticProps` for complex object props that can't be parsed inline
+
+### Generator Location
+- Script: `docs/scripts/generate-superset-components.mjs`
+- Wrapper: `docs/src/components/StorybookWrapper.jsx`
+- Output: `docs/developer_portal/components/`
+
 ## Architecture Patterns
 
 ### Security & Features

CHANGELOG.md

@@ -49,3 +49,4 @@ under the License.
 - [4.1.3](./CHANGELOG/4.1.3.md)
 - [4.1.4](./CHANGELOG/4.1.4.md)
 - [5.0.0](./CHANGELOG/5.0.0.md)
+- [6.0.0](./CHANGELOG/6.0.0.md)

Dockerfile

@@ -26,9 +26,6 @@ ARG BUILDPLATFORM=${BUILDPLATFORM:-amd64}
 # Include translations in the final build
 ARG BUILD_TRANSLATIONS="false"
 
-# Build arg to pre-populate examples DuckDB file
-ARG LOAD_EXAMPLES_DUCKDB="false"
-
 ######################################################################
 # superset-node-ci used as a base for building frontend assets and CI
 ######################################################################
@@ -146,9 +143,6 @@ RUN if [ "${BUILD_TRANSLATIONS}" = "true" ]; then \
 ######################################################################
 FROM python-base AS python-common
 
-# Re-declare build arg to receive it in this stage
-ARG LOAD_EXAMPLES_DUCKDB
-
 ENV SUPERSET_HOME="/app/superset_home" \
     HOME="/app/superset_home" \
     SUPERSET_ENV="production" \
@@ -160,7 +154,7 @@ ENV SUPERSET_HOME="/app/superset_home" \
 COPY --chmod=755 docker/entrypoints /app/docker/entrypoints
 
 WORKDIR /app
-# Set up necessary directories and user
+# Set up necessary directories
 RUN mkdir -p \
       ${PYTHONPATH} \
       superset/static \
@@ -202,17 +196,9 @@ RUN /app/docker/apt-install.sh \
       libecpg-dev \
       libldap2-dev
 
-# Pre-load examples DuckDB file if requested
-RUN if [ "$LOAD_EXAMPLES_DUCKDB" = "true" ]; then \
-        mkdir -p /app/data && \
-        echo "Downloading pre-built examples.duckdb..." && \
-        curl -L -o /app/data/examples.duckdb \
-            "https://raw.githubusercontent.com/apache-superset/examples-data/master/examples.duckdb" && \
-        chown -R superset:superset /app/data; \
-    else \
-        mkdir -p /app/data && \
-        chown -R superset:superset /app/data; \
-    fi
+# Create data directory for DuckDB examples database
+# The database file will be created at runtime when examples are loaded from Parquet files
+RUN mkdir -p /app/data && chown -R superset:superset /app/data
 
 # Copy compiled things from previous stages
 COPY --from=superset-node /app/superset/static/assets superset/static/assets

INSTALL.md

@@ -16,8 +16,20 @@ KIND, either express or implied.  See the License for the
 specific language governing permissions and limitations
 under the License.
 -->
-# INSTALL / BUILD instructions for Apache Superset
+# Installing Apache Superset
 
-At this time, the docker file at RELEASING/Dockerfile.from_local_tarball
-constitutes the recipe on how to get to a working release from a source
-release tarball.
+For comprehensive installation instructions, please see the Apache Superset documentation:
+
+**[📚 Installation Guide →](https://superset.apache.org/docs/installation/installation-methods)**
+
+The documentation covers:
+- [Docker Compose](https://superset.apache.org/docs/installation/docker-compose) (recommended for development)
+- [Kubernetes / Helm](https://superset.apache.org/docs/installation/kubernetes)
+- [PyPI](https://superset.apache.org/docs/installation/pypi)
+- [Docker Builds](https://superset.apache.org/docs/installation/docker-builds)
+- [Architecture Overview](https://superset.apache.org/docs/installation/architecture)
+
+## Building from Source
+
+For building from a source release tarball, see the Dockerfile at:
+`RELEASING/Dockerfile.from_local_tarball`

LINTING_ARCHITECTURE.md

@@ -1,121 +0,0 @@
-<!--
-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.
--->
-
-# Superset Frontend Linting Architecture
-
-## Overview
-We use a hybrid linting approach combining OXC (fast, standard rules) with custom AST-based checks for Superset-specific patterns.
-
-## Components
-
-### 1. Primary Linter: OXC
-- **What**: Oxidation Compiler's linter (oxlint)
-- **Handles**: 95% of linting rules (standard ESLint rules, TypeScript, React, etc.)
-- **Speed**: ~50-100x faster than ESLint
-- **Config**: `oxlint.json`
-
-### 2. Custom Rule Checker
-- **What**: Node.js AST-based script
-- **Handles**: Superset-specific rules:
-  - No literal colors (use theme)
-  - No FontAwesome icons (use Icons component)
-  - No template vars in i18n
-- **Speed**: Fast enough for pre-commit
-- **Script**: `scripts/check-custom-rules.js`
-
-## Developer Workflow
-
-### Local Development
-```bash
-# Fast linting (OXC only)
-npm run lint
-
-# Full linting (OXC + custom rules)
-npm run lint:full
-
-# Auto-fix what's possible
-npm run lint-fix
-```
-
-### Pre-commit
-1. OXC runs first (via `scripts/oxlint.sh`)
-2. Custom rules check runs second (lightweight, AST-based)
-3. Both must pass for commit to succeed
-
-### CI Pipeline
-```yaml
-- name: Lint with OXC
-  run: npm run lint
-
-- name: Check custom rules
-  run: npm run check:custom-rules
-```
-
-## Why This Architecture?
-
-### ✅ Pros
-1. **No binary distribution issues** - ASF compatible
-2. **Fast performance** - OXC for bulk, lightweight script for custom
-3. **Maintainable** - Custom rules in JavaScript, not Rust
-4. **Flexible** - Can evolve as OXC adds plugin support
-5. **Cacheable** - Both OXC and Node.js are standard tools
-
-### ❌ Cons  
-1. **Two tools** - Slightly more complex than single linter
-2. **Duplicate parsing** - Files parsed twice (once by each tool)
-
-### 🔄 Migration Path
-When OXC supports JavaScript plugins:
-1. Convert `check-custom-rules.js` to OXC plugin format
-2. Consolidate back to single tool
-3. Keep same rules and developer experience
-
-## Implementation Checklist
-
-- [x] OXC for standard linting
-- [x] Pre-commit integration  
-- [ ] Custom rules script
-- [ ] Combine in npm scripts
-- [ ] Update CI pipeline
-- [ ] Developer documentation
-
-## Performance Targets
-
-| Operation | Target Time | Current |
-|-----------|------------|---------|
-| Pre-commit (changed files) | <2s | ✅ 1.5s |
-| Full lint (all files) | <10s | ✅ 8s |
-| Custom rules check | <5s | 🔄 TBD |
-
-## Caching Strategy
-
-### Local Development
-- OXC: Built-in incremental checking
-- Custom rules: Use file hash cache (similar to pytest cache)
-
-### CI
-- Cache `node_modules` (includes oxlint binary)
-- Cache custom rules results by commit hash
-- Skip unchanged files using git diff
-
-## Future Improvements
-
-1. **When OXC adds plugin support**: Migrate custom rules to OXC plugins
-2. **Consider Biome**: Another Rust-based linter with plugin support
-3. **AST sharing**: Investigate sharing AST between tools to avoid double parsing

Makefile

@@ -18,7 +18,7 @@
 # Python version installed; we need 3.10-3.11
 PYTHON=`command -v python3.11 || command -v python3.10`
 
-.PHONY: install superset venv pre-commit
+.PHONY: install superset venv pre-commit up down logs ps nuke ports open
 
 install: superset pre-commit
 
@@ -112,3 +112,28 @@ report-celery-beat:
 
 admin-user:
 	superset fab create-admin
+
+# Docker Compose with auto-assigned ports (for running multiple instances)
+up:
+	./scripts/docker-compose-up.sh
+
+up-detached:
+	./scripts/docker-compose-up.sh -d
+
+down:
+	./scripts/docker-compose-up.sh down
+
+logs:
+	./scripts/docker-compose-up.sh logs -f
+
+ps:
+	./scripts/docker-compose-up.sh ps
+
+nuke:
+	./scripts/docker-compose-up.sh nuke
+
+ports:
+	./scripts/docker-compose-up.sh ports
+
+open:
+	./scripts/docker-compose-up.sh open

README.md

@@ -48,14 +48,18 @@ under the License.
 
 A modern, enterprise-ready business intelligence web application.
 
+### Documentation
+
+- **[User Guide](https://superset.apache.org/user-docs/)** — For analysts and business users. Explore data, build charts, create dashboards, and connect databases.
+- **[Administrator Guide](https://superset.apache.org/admin-docs/)** — Install, configure, and operate Superset. Covers security, scaling, and database drivers.
+- **[Developer Guide](https://superset.apache.org/developer-docs/)** — Contribute to Superset or build on its REST API and extension framework.
+
 [**Why Superset?**](#why-superset) |
 [**Supported Databases**](#supported-databases) |
-[**Installation and Configuration**](#installation-and-configuration) |
 [**Release Notes**](https://github.com/apache/superset/blob/master/RELEASING/README.md#release-notes-for-recent-releases) |
 [**Get Involved**](#get-involved) |
-[**Contributor Guide**](#contributor-guide) |
 [**Resources**](#resources) |
-[**Organizations Using Superset**](https://github.com/apache/superset/blob/master/RESOURCES/INTHEWILD.md)
+[**Organizations Using Superset**](https://superset.apache.org/inTheWild)
 
 ## Why Superset?
 
@@ -89,7 +93,7 @@ Superset provides:
 
 **Craft Beautiful, Dynamic Dashboards**
 
-<kbd><img title="View Dashboards" src="https://superset.apache.org/img/screenshots/slack_dash.jpg"/></kbd><br/>
+<kbd><img title="View Dashboards" src="https://superset.apache.org/img/screenshots/dashboard.jpg"/></kbd><br/>
 
 **No-Code Chart Builder**
 
@@ -101,51 +105,77 @@ Superset provides:
 
 ## Supported Databases
 
-Superset can query data from any SQL-speaking datastore or data engine (Presto, Trino, Athena, [and more](https://superset.apache.org/docs/configuration/databases)) that has a Python DB-API driver and a SQLAlchemy dialect.
+Superset can query data from any SQL-speaking datastore or data engine (Presto, Trino, Athena, [and more](https://superset.apache.org/docs/databases)) that has a Python DB-API driver and a SQLAlchemy dialect.
 
 Here are some of the major database solutions that are supported:
 
+<!-- SUPPORTED_DATABASES_START -->
 <p align="center">
-  <img src="https://superset.apache.org/img/databases/redshift.png" alt="redshift" border="0" width="200"/>
-  <img src="https://superset.apache.org/img/databases/google-biquery.png" alt="google-bigquery" border="0" width="200"/>
-  <img src="https://superset.apache.org/img/databases/snowflake.png" alt="snowflake" border="0" width="200"/>
-  <img src="https://superset.apache.org/img/databases/trino.png" alt="trino" border="0" width="150" />
-  <img src="https://superset.apache.org/img/databases/presto.png" alt="presto" border="0" width="200"/>
-  <img src="https://superset.apache.org/img/databases/databricks.png" alt="databricks" border="0" width="160" />
-  <img src="https://superset.apache.org/img/databases/druid.png" alt="druid" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/firebolt.png" alt="firebolt" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/timescale.png" alt="timescale" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/postgresql.png" alt="postgresql" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/mysql.png" alt="mysql" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/mssql-server.png" alt="mssql-server" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/ibm-db2.svg" alt="db2" border="0" width="220" />
-  <img src="https://superset.apache.org/img/databases/sqlite.png" alt="sqlite" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/sybase.png" alt="sybase" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/mariadb.png" alt="mariadb" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/vertica.png" alt="vertica" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/oracle.png" alt="oracle" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/firebird.png" alt="firebird" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/greenplum.png" alt="greenplum" border="0" width="200"  />
-  <img src="https://superset.apache.org/img/databases/clickhouse.png" alt="clickhouse" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/exasol.png" alt="exasol" border="0" width="160" />
-  <img src="https://superset.apache.org/img/databases/monet-db.png" alt="monet-db" border="0" width="200"  />
-  <img src="https://superset.apache.org/img/databases/apache-kylin.png" alt="apache-kylin" border="0" width="80"/>
-  <img src="https://superset.apache.org/img/databases/hologres.png" alt="hologres" border="0" width="80"/>
-  <img src="https://superset.apache.org/img/databases/netezza.png" alt="netezza" border="0" width="80"/>
-  <img src="https://superset.apache.org/img/databases/pinot.png" alt="pinot" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/teradata.png" alt="teradata" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/yugabyte.png" alt="yugabyte" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/databend.png" alt="databend" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/starrocks.png" alt="starrocks" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/doris.png" alt="doris" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/oceanbase.svg" alt="oceanbase" border="0" width="220" />
-  <img src="https://superset.apache.org/img/databases/sap-hana.png" alt="sap-hana" border="0" width="220" />
-  <img src="https://superset.apache.org/img/databases/denodo.png" alt="denodo" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/ydb.svg" alt="ydb" border="0" width="200" />
-  <img src="https://superset.apache.org/img/databases/tdengine.png" alt="TDengine" border="0" width="200" />
+  <a href="https://superset.apache.org/docs/databases/supported/amazon-athena" title="Amazon Athena"><img src="docs/static/img/databases/amazon-athena.jpg" alt="Amazon Athena" width="76" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/amazon-dynamodb" title="Amazon DynamoDB"><img src="docs/static/img/databases/aws.png" alt="Amazon DynamoDB" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/amazon-redshift" title="Amazon Redshift"><img src="docs/static/img/databases/redshift.png" alt="Amazon Redshift" width="100" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-doris" title="Apache Doris"><img src="docs/static/img/databases/doris.png" alt="Apache Doris" width="103" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-drill" title="Apache Drill"><img src="docs/static/img/databases/apache-drill.png" alt="Apache Drill" width="81" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-druid" title="Apache Druid"><img src="docs/static/img/databases/druid.png" alt="Apache Druid" width="117" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-hive" title="Apache Hive"><img src="docs/static/img/databases/apache-hive.svg" alt="Apache Hive" width="44" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-impala" title="Apache Impala"><img src="docs/static/img/databases/apache-impala.png" alt="Apache Impala" width="21" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-kylin" title="Apache Kylin"><img src="docs/static/img/databases/apache-kylin.png" alt="Apache Kylin" width="44" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-pinot" title="Apache Pinot"><img src="docs/static/img/databases/apache-pinot.svg" alt="Apache Pinot" width="76" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-solr" title="Apache Solr"><img src="docs/static/img/databases/apache-solr.png" alt="Apache Solr" width="79" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/apache-spark-sql" title="Apache Spark SQL"><img src="docs/static/img/databases/apache-spark.png" alt="Apache Spark SQL" width="75" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/ascend" title="Ascend"><img src="docs/static/img/databases/ascend.webp" alt="Ascend" width="117" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/aurora-mysql-data-api" title="Aurora MySQL (Data API)"><img src="docs/static/img/databases/mysql.png" alt="Aurora MySQL (Data API)" width="77" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/aurora-postgresql-data-api" title="Aurora PostgreSQL (Data API)"><img src="docs/static/img/databases/postgresql.svg" alt="Aurora PostgreSQL (Data API)" width="76" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/azure-data-explorer" title="Azure Data Explorer"><img src="docs/static/img/databases/kusto.png" alt="Azure Data Explorer" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/azure-synapse" title="Azure Synapse"><img src="docs/static/img/databases/azure.svg" alt="Azure Synapse" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/clickhouse" title="ClickHouse"><img src="docs/static/img/databases/clickhouse.png" alt="ClickHouse" width="150" height="37" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/cloudflare-d1" title="Cloudflare D1"><img src="docs/static/img/databases/cloudflare.png" alt="Cloudflare D1" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/cockroachdb" title="CockroachDB"><img src="docs/static/img/databases/cockroachdb.png" alt="CockroachDB" width="150" height="24" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/couchbase" title="Couchbase"><img src="docs/static/img/databases/couchbase.svg" alt="Couchbase" width="150" height="35" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/cratedb" title="CrateDB"><img src="docs/static/img/databases/cratedb.svg" alt="CrateDB" width="180" height="24" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/databend" title="Databend"><img src="docs/static/img/databases/databend.png" alt="Databend" width="100" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/databricks" title="Databricks"><img src="docs/static/img/databases/databricks.png" alt="Databricks" width="152" height="24" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/denodo" title="Denodo"><img src="docs/static/img/databases/denodo.png" alt="Denodo" width="138" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/dremio" title="Dremio"><img src="docs/static/img/databases/dremio.png" alt="Dremio" width="126" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/duckdb" title="DuckDB"><img src="docs/static/img/databases/duckdb.png" alt="DuckDB" width="52" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/elasticsearch" title="Elasticsearch"><img src="docs/static/img/databases/elasticsearch.png" alt="Elasticsearch" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/exasol" title="Exasol"><img src="docs/static/img/databases/exasol.png" alt="Exasol" width="72" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/firebird" title="Firebird"><img src="docs/static/img/databases/firebird.png" alt="Firebird" width="100" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/firebolt" title="Firebolt"><img src="docs/static/img/databases/firebolt.png" alt="Firebolt" width="100" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/google-bigquery" title="Google BigQuery"><img src="docs/static/img/databases/google-big-query.svg" alt="Google BigQuery" width="76" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/google-sheets" title="Google Sheets"><img src="docs/static/img/databases/google-sheets.svg" alt="Google Sheets" width="76" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/greenplum" title="Greenplum"><img src="docs/static/img/databases/greenplum.png" alt="Greenplum" width="124" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/hologres" title="Hologres"><img src="docs/static/img/databases/hologres.png" alt="Hologres" width="44" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/ibm-db2" title="IBM Db2"><img src="docs/static/img/databases/ibm-db2.svg" alt="IBM Db2" width="91" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/ibm-netezza-performance-server" title="IBM Netezza Performance Server"><img src="docs/static/img/databases/netezza.png" alt="IBM Netezza Performance Server" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/mariadb" title="MariaDB"><img src="docs/static/img/databases/mariadb.png" alt="MariaDB" width="150" height="37" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/microsoft-sql-server" title="Microsoft SQL Server"><img src="docs/static/img/databases/msql.png" alt="Microsoft SQL Server" width="50" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/monetdb" title="MonetDB"><img src="docs/static/img/databases/monet-db.png" alt="MonetDB" width="100" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/mongodb" title="MongoDB"><img src="docs/static/img/databases/mongodb.png" alt="MongoDB" width="150" height="38" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/motherduck" title="MotherDuck"><img src="docs/static/img/databases/motherduck.png" alt="MotherDuck" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/oceanbase" title="OceanBase"><img src="docs/static/img/databases/oceanbase.svg" alt="OceanBase" width="175" height="24" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/oracle" title="Oracle"><img src="docs/static/img/databases/oraclelogo.png" alt="Oracle" width="111" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/presto" title="Presto"><img src="docs/static/img/databases/presto-og.png" alt="Presto" width="127" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/risingwave" title="RisingWave"><img src="docs/static/img/databases/risingwave.svg" alt="RisingWave" width="147" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/sap-hana" title="SAP HANA"><img src="docs/static/img/databases/sap-hana.png" alt="SAP HANA" width="137" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/sap-sybase" title="SAP Sybase"><img src="docs/static/img/databases/sybase.png" alt="SAP Sybase" width="100" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/shillelagh" title="Shillelagh"><img src="docs/static/img/databases/shillelagh.png" alt="Shillelagh" width="40" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/singlestore" title="SingleStore"><img src="docs/static/img/databases/singlestore.png" alt="SingleStore" width="150" height="31" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/snowflake" title="Snowflake"><img src="docs/static/img/databases/snowflake.svg" alt="Snowflake" width="76" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/sqlite" title="SQLite"><img src="docs/static/img/databases/sqlite.png" alt="SQLite" width="84" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/starrocks" title="StarRocks"><img src="docs/static/img/databases/starrocks.png" alt="StarRocks" width="149" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/superset-meta-database" title="Superset meta database"><img src="docs/static/img/databases/superset.svg" alt="Superset meta database" width="150" height="39" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/tdengine" title="TDengine"><img src="docs/static/img/databases/tdengine.png" alt="TDengine" width="140" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/teradata" title="Teradata"><img src="docs/static/img/databases/teradata.png" alt="Teradata" width="124" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/timescaledb" title="TimescaleDB"><img src="docs/static/img/databases/timescale.png" alt="TimescaleDB" width="150" height="36" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/trino" title="Trino"><img src="docs/static/img/databases/trino.png" alt="Trino" width="89" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/vertica" title="Vertica"><img src="docs/static/img/databases/vertica.png" alt="Vertica" width="128" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/ydb" title="YDB"><img src="docs/static/img/databases/ydb.svg" alt="YDB" width="110" height="40" /></a> &nbsp;
+  <a href="https://superset.apache.org/docs/databases/supported/yugabytedb" title="YugabyteDB"><img src="docs/static/img/databases/yugabyte.png" alt="YugabyteDB" width="150" height="26" /></a>
 </p>
+<!-- SUPPORTED_DATABASES_END -->
 
-**A more comprehensive list of supported databases** along with the configuration instructions can be found [here](https://superset.apache.org/docs/configuration/databases).
+**A more comprehensive list of supported databases** along with the configuration instructions can be found [here](https://superset.apache.org/docs/databases).
 
 Want to add support for your datastore or data engine? Read more [here](https://superset.apache.org/docs/frequently-asked-questions#does-superset-work-with-insert-database-engine-here) about the technical requirements.
 
@@ -165,14 +195,14 @@ Try out Superset's [quickstart](https://superset.apache.org/docs/quickstart/) gu
 ## Contributor Guide
 
 Interested in contributing? Check out our
-[CONTRIBUTING.md](https://github.com/apache/superset/blob/master/CONTRIBUTING.md)
+[Developer Guide](https://superset.apache.org/developer-docs/)
 to find resources around contributing along with a detailed guide on
 how to set up a development environment.
 
 ## Resources
 
-- [Superset "In the Wild"](https://github.com/apache/superset/blob/master/RESOURCES/INTHEWILD.md) - open a PR to add your org to the list!
-- [Feature Flags](https://github.com/apache/superset/blob/master/RESOURCES/FEATURE_FLAGS.md) - the status of Superset's Feature Flags.
+- [Superset "In the Wild"](https://superset.apache.org/inTheWild) - see who's using Superset, and [add your organization](https://github.com/apache/superset/edit/master/RESOURCES/INTHEWILD.yaml) to the list!
+- [Feature Flags](https://superset.apache.org/docs/configuration/feature-flags) - the status of Superset's Feature Flags.
 - [Standard Roles](https://github.com/apache/superset/blob/master/RESOURCES/STANDARD_ROLES.md) - How RBAC permissions map to roles.
 - [Superset Wiki](https://github.com/apache/superset/wiki) - Tons of additional community resources: best practices, community content and other information.
 - [Superset SIPs](https://github.com/orgs/apache/projects/170) - The status of Superset's SIPs (Superset Improvement Proposals) for both consensus and implementation status.

RELEASING/release-notes-1-0/README.md

@@ -92,7 +92,7 @@ Some of the new features in this release are disabled by default. Each has a fea
 
 | Feature | Feature Flag | Dependencies | Documentation
 | --- | --- | --- | --- |
-| Global Async Queries | `GLOBAL_ASYNC_QUERIES: True` | Redis 5.0+, celery workers configured and running | [Extra documentation](https://github.com/apache/superset/blob/master/CONTRIBUTING.md#async-chart-queries )
+| Global Async Queries | `GLOBAL_ASYNC_QUERIES: True` | Redis 5.0+, celery workers configured and running | [Extra documentation](https://superset.apache.org/docs/contributing/misc#async-chart-queries)
 | Dashboard Native Filters | `DASHBOARD_NATIVE_FILTERS: True` | |
 | Alerts & Reporting | `ALERT_REPORTS: True` | [Celery workers configured & celery beat process](https://superset.apache.org/docs/installation/async-queries-celery) |
 | Homescreen Thumbnails | `THUMBNAILS: TRUE, THUMBNAIL_CACHE_CONFIG: CacheConfig = { "CACHE_TYPE": "null", "CACHE_NO_NULL_WARNING": True}`| selenium, pillow 7, celery |

RESOURCES/FEATURE_FLAGS.md

@@ -1,103 +0,0 @@
-<!--
-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.
--->
-
-# Superset Feature Flags
-
-This is a list of the current Superset optional features. See config.py for default values. These features can be turned on/off by setting your preferred values in superset_config.py to True/False respectively
-
-## In Development
-
-These features are considered **unfinished** and should only be used on development environments.
-
-[//]: # "PLEASE KEEP THE LIST SORTED ALPHABETICALLY"
-
-- ALERT_REPORT_TABS
-- DATE_RANGE_TIMESHIFTS_ENABLED
-- ENABLE_ADVANCED_DATA_TYPES
-- PRESTO_EXPAND_DATA
-- SHARE_QUERIES_VIA_KV_STORE
-- TAGGING_SYSTEM
-- CHART_PLUGINS_EXPERIMENTAL
-
-## In Testing
-
-These features are **finished** but currently being tested. They are usable, but may still contain some bugs.
-
-[//]: # "PLEASE KEEP THE LIST SORTED ALPHABETICALLY"
-
-- ALERT_REPORTS: [(docs)](https://superset.apache.org/docs/configuration/alerts-reports)
-- ALLOW_FULL_CSV_EXPORT
-- CACHE_IMPERSONATION
-- CONFIRM_DASHBOARD_DIFF
-- DYNAMIC_PLUGINS
-- DATE_FORMAT_IN_EMAIL_SUBJECT: [(docs)](https://superset.apache.org/docs/configuration/alerts-reports#commons)
-- ENABLE_SUPERSET_META_DB: [(docs)](https://superset.apache.org/docs/configuration/databases/#querying-across-databases)
-- ESTIMATE_QUERY_COST
-- GLOBAL_ASYNC_QUERIES [(docs)](https://github.com/apache/superset/blob/master/CONTRIBUTING.md#async-chart-queries)
-- IMPERSONATE_WITH_EMAIL_PREFIX
-- PLAYWRIGHT_REPORTS_AND_THUMBNAILS
-- RLS_IN_SQLLAB
-- SSH_TUNNELING [(docs)](https://superset.apache.org/docs/configuration/setup-ssh-tunneling)
-- USE_ANALAGOUS_COLORS
-
-## Stable
-
-These features flags are **safe for production**. They have been tested and will be supported for the at least the current major version cycle.
-
-[//]: # "PLEASE KEEP THESE LISTS SORTED ALPHABETICALLY"
-
-### Flags on the path to feature launch and flag deprecation/removal
-
-- DASHBOARD_VIRTUALIZATION
-
-### Flags retained for runtime configuration
-
-Currently some of our feature flags act as dynamic configurations that can change
-on the fly. This acts in contradiction with the typical ephemeral feature flag use case,
-where the flag is used to mature a feature, and eventually deprecated once the feature is
-solid. Eventually we'll likely refactor these under a more formal "dynamic configurations" managed
-independently. This new framework will also allow for non-boolean configurations.
-
-- ALERTS_ATTACH_REPORTS
-- ALLOW_ADHOC_SUBQUERY
-- DASHBOARD_RBAC [(docs)](https://superset.apache.org/docs/using-superset/creating-your-first-dashboard#manage-access-to-dashboards)
-- DATAPANEL_CLOSED_BY_DEFAULT
-- DRILL_BY
-- DRUID_JOINS
-- EMBEDDABLE_CHARTS
-- EMBEDDED_SUPERSET
-- ENABLE_TEMPLATE_PROCESSING
-- ESCAPE_MARKDOWN_HTML
-- LISTVIEWS_DEFAULT_CARD_VIEW
-- SCHEDULED_QUERIES [(docs)](https://superset.apache.org/docs/configuration/alerts-reports)
-- SLACK_ENABLE_AVATARS (see `superset/config.py` for more information)
-- SQLLAB_BACKEND_PERSISTENCE
-- SQL_VALIDATORS_BY_ENGINE [(docs)](https://superset.apache.org/docs/configuration/sql-templating)
-- THUMBNAILS [(docs)](https://superset.apache.org/docs/configuration/cache)
-
-## Deprecated Flags
-
-These features flags currently default to True and **will be removed in a future major release**. For this current release you can turn them off by setting your config to False, but it is advised to remove or set these flags in your local configuration to **True** so that you do not experience any unexpected changes in a future release.
-
-[//]: # "PLEASE KEEP THE LIST SORTED ALPHABETICALLY"
-
-- AVOID_COLORS_COLLISION
-- DRILL_TO_DETAIL
-- ENABLE_JAVASCRIPT_CONTROLS
-- KV_STORE

RESOURCES/INTHEWILD.md

@@ -1,226 +0,0 @@
-<!--
-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.
--->
-
-## Superset Users in the Wild
-
-Here's a list of organizations, broken down into broad industry categories, that have taken the time to send a PR to let
-the world know they are using Apache Superset. If you are a user and want to be recognized,
-all you have to do is file a simple PR [like this one](https://github.com/apache/superset/pull/10122) — [just click here](https://github.com/apache/superset/edit/master/RESOURCES/INTHEWILD.md) to do so. If you think
-the categorization is inaccurate, please file a PR with your correction as well.
-Join our growing community!
-
-### Sharing Economy
-
-- [Airbnb](https://github.com/airbnb)
-- [Faasos](https://faasos.com/) [@shashanksingh]
-- [Free2Move](https://www.free2move.com/) [@PaoloTerzi]
-- [Hostnfly](https://www.hostnfly.com/) [@alexisrosuel]
-- [Lime](https://www.li.me/) [@cxmcc]
-- [Lyft](https://www.lyft.com/)
-- [Ontruck](https://www.ontruck.com/)
-
-### Financial Services
-
-- [Aktia Bank plc](https://www.aktia.com)
-- [American Express](https://www.americanexpress.com) [@TheLastSultan]
-- [bumper](https://www.bumper.co/) [@vasu-ram, @JamiePercival]
-- [Cape Crypto](https://capecrypto.com)
-- [Capital Service S.A.](https://capitalservice.pl) [@pkonarzewski]
-- [Clark.de](https://clark.de/)
-- [Europace](https://europace.de)
-- [KarrotPay](https://www.daangnpay.com/)
-- [Remita](https://remita.net) [@mujibishola]
-- [Taveo](https://www.taveo.com) [@codek]
-- [Unit](https://www.unit.co/about-us) [@amitmiran137]
-- [Wise](https://wise.com) [@koszti]
-- [Xendit](https://xendit.co/) [@LieAlbertTriAdrian]
-- [Cover Genius](https://covergenius.com/)
-
-### Gaming
-
-- [Popoko VM Games Studio](https://popoko.live)
-
-### E-Commerce
-
-- [AiHello](https://www.aihello.com) [@ganeshkrishnan1]
-- [Bazaar Technologies](https://www.bazaartech.com) [@umair-abro]
-- [Dragonpass](https://www.dragonpass.com.cn/) [@zhxjdwh]
-- [Dropit Shopping](https://www.dropit.shop/) [@dropit-dev]
-- [Fanatics](https://www.fanatics.com/) [@coderfender]
-- [Fordeal](https://www.fordeal.com) [@Renkai]
-- [Fynd](https://www.fynd.com/) [@darpanjain07]
-- [GFG - Global Fashion Group](https://global-fashion-group.com) [@ksaagariconic]
-- [GoTo/Gojek](https://www.gojek.io/) [@gwthm-in]
-- [HuiShouBao](https://www.huishoubao.com/) [@Yukinoshita-Yukino]
-- [Now](https://www.now.vn/) [@davidkohcw]
-- [Qunar](https://www.qunar.com/) [@flametest]
-- [Rakuten Viki](https://www.viki.com)
-- [Shopee](https://shopee.sg) [@xiaohanyu]
-- [Shopkick](https://www.shopkick.com) [@LAlbertalli]
-- [ShopUp](https://www.shopup.org/) [@gwthm-in]
-- [Tails.com](https://tails.com/gb/) [@alanmcruickshank]
-- [THE ICONIC](https://theiconic.com.au/) [@ksaagariconic]
-- [Utair](https://www.utair.ru) [@utair-digital]
-- [VkusVill](https://vkusvill.ru/) [@ETselikov]
-- [Zalando](https://www.zalando.com) [@dmigo]
-- [Zalora](https://www.zalora.com) [@ksaagariconic]
-- [Zepto](https://www.zeptonow.com/) [@gwthm-in]
-
-### Enterprise Technology
-
-- [A3Data](https://a3data.com.br) [@neylsoncrepalde]
-- [Analytics Aura](https://analyticsaura.com/) [@Analytics-Aura]
-- [Apollo GraphQL](https://www.apollographql.com/) [@evans]
-- [Astronomer](https://www.astronomer.io) [@ryw]
-- [Avesta Technologies](https://avestatechnologies.com/) [@TheRum]
-- [Caizin](https://caizin.com/) [@tejaskatariya]
-- [Canonical](https://canonical.com)
-- [Careem](https://www.careem.com/) [@samraHanif0340]
-- [Cloudsmith](https://cloudsmith.io) [@alancarson]
-- [Cyberhaven](https://www.cyberhaven.com/) [@toliver-ch]
-- [Deepomatic](https://deepomatic.com/) [@Zanoellia]
-- [Dial Once](https://www.dial-once.com/)
-- [Dremio](https://dremio.com) [@narendrans]
-- [EFinance](https://www.efinance.com.eg) [@habeeb556]
-- [Elestio](https://elest.io/) [@kaiwalyakoparkar]
-- [ELMO Cloud HR & Payroll](https://elmosoftware.com.au/)
-- [Endress+Hauser](https://www.endress.com/) [@rumbin]
-- [FBK - ICT center](https://ict.fbk.eu)
-- [Formbricks](https://formbricks.com)
-- [Gavagai](https://gavagai.io) [@gavagai-corp]
-- [GfK Data Lab](https://www.gfk.com/home) [@mherr]
-- [HPE](https://www.hpe.com/in/en/home.html) [@anmol-hpe]
-- [Hydrolix](https://www.hydrolix.io/)
-- [Intercom](https://www.intercom.com/) [@kate-gallo]
-- [jampp](https://jampp.com/)
-- [Konfío](https://konfio.mx) [@uis-rodriguez]
-- [Mainstrat](https://mainstrat.com/)
-- [mishmash io](https://mishmash.io/) [@mishmash-io]
-- [Myra Labs](https://www.myralabs.com/) [@viksit]
-- [Nielsen](https://www.nielsen.com/) [@amitNielsen]
-- [Ona](https://ona.io) [@pld]
-- [Orange](https://www.orange.com) [@icsu]
-- [Oslandia](https://oslandia.com)
-- [Oxylabs](https://oxylabs.io/) [@rytis-ulys]
-- [Peak AI](https://www.peak.ai/) [@azhar22k]
-- [PeopleDoc](https://www.people-doc.com) [@rodo]
-- [PlaidCloud](https://www.plaidcloud.com)
-- [Preset, Inc.](https://preset.io)
-- [PubNub](https://pubnub.com) [@jzucker2]
-- [ReadyTech](https://www.readytech.io)
-- [Reward Gateway](https://www.rewardgateway.com)
-- [RIADVICE](https://riadvice.tn) [@riadvice]
-- [ScopeAI](https://www.getscopeai.com) [@iloveluce]
-- [shipmnts](https://shipmnts.com)
-- [Showmax](https://showmax.com) [@bobek]
-- [SingleStore](https://www.singlestore.com/)
-- [TechAudit](https://www.techaudit.info) [@ETselikov]
-- [Tenable](https://www.tenable.com) [@dflionis]
-- [Tentacle](https://www.linkedin.com/company/tentacle-cmi/) [@jdclarke5]
-- [timbr.ai](https://timbr.ai/) [@semantiDan]
-- [Tobii](https://www.tobii.com/) [@dwa]
-- [Tooploox](https://www.tooploox.com/) [@jakubczaplicki]
-- [Unvired](https://unvired.com) [@srinisubramanian]
-- [Virtuoso QA](https://www.virtuosoqa.com)
-- [Whale](https://whale.im)
-- [Windsor.ai](https://www.windsor.ai/) [@octaviancorlade]
-- [WinWin Network马上赢](https://brandct.cn/) [@wenbinye]
-- [Zeta](https://www.zeta.tech/) [@shaikidris]
-
-### Media & Entertainment
-
-- [6play](https://www.6play.fr) [@CoryChaplin]
-- [bilibili](https://www.bilibili.com) [@Moinheart]
-- [BurdaForward](https://www.burda-forward.de/en/)
-- [Douban](https://www.douban.com/) [@luchuan]
-- [Kuaishou](https://www.kuaishou.com/) [@zhaoyu89730105]
-- [Netflix](https://www.netflix.com/)
-- [Prensa Iberica](https://www.prensaiberica.es/) [@zamar-roura]
-- [TME QQMUSIC/WESING](https://www.tencentmusic.com/) [@shenyuanli,@marklaw]
-- [Xite](https://xite.com/) [@shashankkoppar]
-- [Zaihang](https://www.zaih.com/)
-
-### Education
-
-- [Aveti Learning](https://avetilearning.com/) [@TheShubhendra]
-- [Brilliant.org](https://brilliant.org/)
-- [Open edX](https://openedx.org/)
-- [Platzi.com](https://platzi.com/)
-- [Sunbird](https://www.sunbird.org/) [@eksteporg]
-- [The GRAPH Network](https://thegraphnetwork.org/) [@fccoelho]
-- [Udemy](https://www.udemy.com/) [@sungjuly]
-- [VIPKID](https://www.vipkid.com.cn/) [@illpanda]
-- [WikiMedia Foundation](https://wikimediafoundation.org) [@vg]
-
-### Energy
-
-- [Airboxlab](https://foobot.io) [@antoine-galataud]
-- [DouroECI](https://www.douroeci.com/) [@nunohelibeires]
-- [Safaricom](https://www.safaricom.co.ke/) [@mmutiso]
-- [Scoot](https://scoot.co/) [@haaspt]
-- [Wattbewerb](https://wattbewerb.de/) [@wattbewerb]
-
-### Healthcare
-
-- [Amino](https://amino.com) [@shkr]
-- [Bluesquare](https://www.bluesquarehub.com/) [@madewulf]
-- [Care](https://www.getcare.io/) [@alandao2021]
-- [Living Goods](https://www.livinggoods.org) [@chelule]
-- [Maieutical Labs](https://maieuticallabs.it) [@xrmx]
-- [Medic](https://medic.org) [@1yuv]
-- [REDCap Cloud](https://www.redcapcloud.com/)
-- [TrustMedis](https://trustmedis.com/) [@famasya]
-- [WeSure](https://www.wesure.cn/)
-- [2070Health](https://2070health.com/)
-
-### HR / Staffing
-
-- [Swile](https://www.swile.co/) [@PaoloTerzi]
-- [Symmetrics](https://www.symmetrics.fyi)
-- [bluquist](https://bluquist.com/)
-
-### Government
-
-- [City of Ann Arbor, MI](https://www.a2gov.org/) [@sfirke]
-- [RIS3 Strategy of CZ, MIT CR](https://www.ris3.cz/) [@RIS3CZ]
-- [NRLM - Sarathi, India](https://pib.gov.in/PressReleasePage.aspx?PRID=1999586)
-
-### Travel
-
-- [Agoda](https://www.agoda.com/) [@lostseaway, @maiake, @obombayo]
-- [HomeToGo](https://hometogo.com/) [@pedromartinsteenstrup]
-- [Skyscanner](https://www.skyscanner.net/) [@cleslie, @stanhoucke]
-
-### Others
-
-- [10Web](https://10web.io/)
-- [AI inside](https://inside.ai/en/)
-- [Automattic](https://automattic.com/) [@Khrol, @Usiel]
-- [Dropbox](https://www.dropbox.com/) [@bkyryliuk]
-- [Flowbird](https://flowbird.com) [@EmmanuelCbd]
-- [GEOTAB](https://www.geotab.com) [@JZ6]
-- [Grassroot](https://www.grassrootinstitute.org/)
-- [Increff](https://www.increff.com/) [@ishansinghania]
-- [komoot](https://www.komoot.com/) [@christophlingg]
-- [Let's Roam](https://www.letsroam.com/)
-- [Machrent SA](https://www.machrent.com/)
-- [Onebeat](https://1beat.com/) [@GuyAttia]
-- [X](https://x.com/)
-- [VLMedia](https://www.vlmedia.com.tr/) [@ibotheperfect]
-- [Yahoo!](https://yahoo.com/)

RESOURCES/INTHEWILD.yaml

@@ -0,0 +1,691 @@
+# 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.
+
+# Apache Superset Users in the Wild
+#
+# To add your organization:
+# 1. Find the appropriate category (or add a new one)
+# 2. Add an entry with your organization details
+# 3. Optionally add a logo file to docs/static/img/logos/
+#
+# Required fields:
+#   - name: Your organization name
+#   - url: Link to your organization's website
+#
+# Optional fields:
+#   - logo: Filename of logo in docs/static/img/logos/ (e.g., "mycompany.svg")
+#   - contributors: List of GitHub usernames who contributed (e.g., ["@username"])
+
+categories:
+  Sharing Economy:
+    - name: Airbnb
+      url: https://github.com/airbnb
+
+    - name: Faasos
+      url: https://faasos.com/
+      contributors: ["@shashanksingh"]
+
+    - name: Free2Move
+      url: https://www.free2move.com/
+      contributors: ["@PaoloTerzi"]
+
+    - name: Hostnfly
+      url: https://www.hostnfly.com/
+      contributors: ["@alexisrosuel"]
+
+    - name: Lime
+      url: https://www.li.me/
+      contributors: ["@cxmcc"]
+
+    - name: Lyft
+      url: https://www.lyft.com/
+
+    - name: Ontruck
+      url: https://www.ontruck.com/
+
+  Financial Services:
+    - name: Aktia Bank plc
+      url: https://www.aktia.com
+
+    - name: American Express
+      url: https://www.americanexpress.com
+      contributors: ["@TheLastSultan"]
+
+    - name: bumper
+      url: https://www.bumper.co/
+      contributors: ["@vasu-ram", "@JamiePercival"]
+
+    - name: Cape Crypto
+      url: https://capecrypto.com
+
+    - name: Capital Service S.A.
+      url: https://capitalservice.pl
+      contributors: ["@pkonarzewski"]
+
+    - name: Clark.de
+      url: https://clark.de/
+
+    - name: EnquiryLabs
+      url: https://www.enquirylabs.co.uk
+
+    - name: Europace
+      url: https://europace.de
+
+    - name: KarrotPay
+      url: https://www.daangnpay.com/
+
+    - name: Remita
+      url: https://remita.net
+      contributors: ["@mujibishola"]
+
+    - name: Taveo
+      url: https://www.taveo.com
+      contributors: ["@codek"]
+
+    - name: Unit
+      url: https://www.unit.co/about-us
+      contributors: ["@amitmiran137"]
+
+    - name: Wise
+      url: https://wise.com
+      contributors: ["@koszti"]
+
+    - name: Xendit
+      url: https://xendit.co/
+      contributors: ["@LieAlbertTriAdrian"]
+
+    - name: Cover Genius
+      url: https://covergenius.com/
+
+  Gaming:
+    - name: Popoko VM Games Studio
+      url: https://popoko.live
+
+  E-Commerce:
+    - name: AiHello
+      url: https://www.aihello.com
+      contributors: ["@ganeshkrishnan1"]
+
+    - name: Bazaar Technologies
+      url: https://www.bazaartech.com
+      contributors: ["@umair-abro"]
+
+    - name: Blinkit
+      url: https://www.blinkit.com/
+      contributors: ["@amsharm2"]
+
+    - name: Dragonpass
+      url: https://www.dragonpass.com.cn/
+      contributors: ["@zhxjdwh"]
+
+    - name: Dropit Shopping
+      url: https://www.dropit.shop/
+      contributors: ["@dropit-dev"]
+
+    - name: Fordeal
+      url: https://www.fordeal.com
+      contributors: ["@Renkai"]
+
+    - name: Fynd
+      url: https://www.fynd.com/
+      contributors: ["@darpanjain07"]
+
+    - name: GFG - Global Fashion Group
+      url: https://global-fashion-group.com
+      contributors: ["@ksaagariconic"]
+
+    - name: GoTo/Gojek
+      url: https://www.gojek.io/
+      contributors: ["@gwthm-in"]
+
+    - name: HuiShouBao
+      url: https://www.huishoubao.com/
+      contributors: ["@Yukinoshita-Yukino"]
+
+    - name: Now
+      url: https://www.now.vn/
+      contributors: ["@davidkohcw"]
+
+    - name: Qunar
+      url: https://www.qunar.com/
+      contributors: ["@flametest"]
+
+    - name: Rakuten Viki
+      url: https://www.viki.com
+
+    - name: Shopee
+      url: https://shopee.sg
+      contributors: ["@xiaohanyu"]
+
+    - name: Shopkick
+      url: https://www.shopkick.com
+      contributors: ["@LAlbertalli"]
+
+    - name: ShopUp
+      url: https://www.shopup.org/
+      contributors: ["@gwthm-in"]
+
+    - name: Tails.com
+      url: https://tails.com/gb/
+      contributors: ["@alanmcruickshank"]
+
+    - name: THE ICONIC
+      url: https://theiconic.com.au/
+      contributors: ["@ksaagariconic"]
+
+    - name: Utair
+      url: https://www.utair.ru
+      contributors: ["@utair-digital"]
+
+    - name: VkusVill
+      url: https://vkusvill.ru/
+      contributors: ["@ETselikov"]
+
+    - name: Zalando
+      url: https://www.zalando.com
+      contributors: ["@dmigo"]
+
+    - name: Zalora
+      url: https://www.zalora.com
+      contributors: ["@ksaagariconic"]
+
+    - name: Zepto
+      url: https://www.zeptonow.com/
+      contributors: ["@gwthm-in"]
+
+  Enterprise Technology:
+    - name: A3Data
+      url: https://a3data.com.br
+      contributors: ["@neylsoncrepalde"]
+
+    - name: Analytics Aura
+      url: https://analyticsaura.com/
+      contributors: ["@Analytics-Aura"]
+
+    - name: Apollo GraphQL
+      url: https://www.apollographql.com/
+      contributors: ["@evans"]
+
+    - name: Astronomer
+      url: https://www.astronomer.io
+      contributors: ["@ryw"]
+
+    - name: Avesta Technologies
+      url: https://avestatechnologies.com/
+      contributors: ["@TheRum"]
+
+    - name: Caizin
+      url: https://caizin.com/
+      contributors: ["@tejaskatariya"]
+
+    - name: Canonical
+      url: https://canonical.com
+
+    - name: Careem
+      url: https://www.careem.com/
+      contributors: ["@samraHanif0340"]
+
+    - name: Cloudsmith
+      url: https://cloudsmith.io
+      contributors: ["@alancarson"]
+
+    - name: Cyberhaven
+      url: https://www.cyberhaven.com/
+      contributors: ["@toliver-ch"]
+
+    - name: Deepomatic
+      url: https://deepomatic.com/
+      contributors: ["@Zanoellia"]
+
+    - name: Dial Once
+      url: https://www.dial-once.com/
+
+    - name: Dremio
+      url: https://dremio.com
+      contributors: ["@narendrans"]
+
+    - name: EFinance
+      url: https://www.efinance.com.eg
+      contributors: ["@habeeb556"]
+
+    - name: Elestio
+      url: https://elest.io/
+      contributors: ["@kaiwalyakoparkar"]
+
+    - name: ELMO Cloud HR & Payroll
+      url: https://elmosoftware.com.au/
+
+    - name: Endress+Hauser
+      url: https://www.endress.com/
+      contributors: ["@rumbin"]
+
+    - name: FBK - ICT center
+      url: https://ict.fbk.eu
+
+    - name: Formbricks
+      url: https://formbricks.com
+
+    - name: Gavagai
+      url: https://gavagai.io
+      contributors: ["@gavagai-corp"]
+
+    - name: GfK Data Lab
+      url: https://www.gfk.com/home
+      contributors: ["@mherr"]
+
+    # Logo approved by @anmol-hpe on behalf of HPE
+    - name: HPE
+      url: https://www.hpe.com/in/en/home.html
+      logo: hpe.png
+      contributors: ["@anmol-hpe"]
+
+    - name: Hydrolix
+      url: https://www.hydrolix.io/
+
+    - name: Intercom
+      url: https://www.intercom.com/
+      contributors: ["@kate-gallo"]
+
+    - name: jampp
+      url: https://jampp.com/
+
+    - name: Konfío
+      url: https://konfio.mx
+      contributors: ["@uis-rodriguez"]
+
+    - name: Mainstrat
+      url: https://mainstrat.com/
+
+    - name: mishmash io
+      url: https://mishmash.io/
+      contributors: ["@mishmash-io"]
+
+    - name: Myra Labs
+      url: https://www.myralabs.com/
+      contributors: ["@viksit"]
+
+    - name: Nielsen
+      url: https://www.nielsen.com/
+      contributors: ["@amitNielsen"]
+
+    - name: Ona
+      url: https://ona.io
+      contributors: ["@pld"]
+
+    - name: Orange
+      url: https://www.orange.com
+      contributors: ["@icsu"]
+
+    - name: Oslandia
+      url: https://oslandia.com
+
+    - name: Oxylabs
+      url: https://oxylabs.io/
+      contributors: ["@rytis-ulys"]
+
+    - name: Peak AI
+      url: https://www.peak.ai/
+      contributors: ["@azhar22k"]
+
+    - name: PeopleDoc
+      url: https://www.people-doc.com
+      contributors: ["@rodo"]
+
+    - name: PlaidCloud
+      url: https://plaidcloud.com
+      logo: plaidcloud.svg
+      contributors: ["@rad-pat"]
+
+    - name: Preset, Inc.
+      url: https://preset.io
+      logo: preset.svg
+      contributors: ["@mistercrunch", "@betodealmeida", "@dpgaspar", "@rusackas", "@sadpandajoe", "@Vitor-Avila", "@kgabryje", "@geido", "@eschutho", "@Antonio-RiveroMartnez", "@yousoph"]
+
+    - name: PubNub
+      url: https://pubnub.com
+      contributors: ["@jzucker2"]
+
+    - name: ReadyTech
+      url: https://www.readytech.io
+
+    - name: Reward Gateway
+      url: https://www.rewardgateway.com
+
+    - name: RIADVICE
+      url: https://riadvice.tn
+      contributors: ["@riadvice"]
+
+    - name: ScopeAI
+      url: https://www.getscopeai.com
+      contributors: ["@iloveluce"]
+
+    - name: shipmnts
+      url: https://shipmnts.com
+
+    - name: Showmax
+      url: https://showmax.com
+      contributors: ["@bobek"]
+
+    - name: SingleStore
+      url: https://www.singlestore.com/
+
+    - name: TechAudit
+      url: https://www.techaudit.info
+      contributors: ["@ETselikov"]
+
+    - name: Tenable
+      url: https://www.tenable.com
+      contributors: ["@dflionis"]
+
+    - name: Tentacle
+      url: https://www.linkedin.com/company/tentacle-cmi/
+      contributors: ["@jdclarke5"]
+
+    - name: timbr.ai
+      url: https://timbr.ai/
+      contributors: ["@semantiDan"]
+
+    - name: Tobii
+      url: https://www.tobii.com/
+      contributors: ["@dwa"]
+
+    - name: Tooploox
+      url: https://www.tooploox.com/
+      contributors: ["@jakubczaplicki"]
+
+    - name: Unvired
+      url: https://unvired.com
+      contributors: ["@srinisubramanian"]
+
+    - name: UserGuiding
+      url: https://userguiding.com/
+      logo: userguiding.svg
+      contributors: ["@tzercin"]
+
+    - name: Virtuoso QA
+      url: https://www.virtuosoqa.com
+
+    - name: Whale
+      url: https://whale.im
+
+    - name: Windsor.ai
+      url: https://www.windsor.ai/
+      contributors: ["@octaviancorlade"]
+
+    - name: WinWin Network马上赢
+      url: https://brandct.cn/
+      contributors: ["@wenbinye"]
+
+    - name: XNET
+      url: https://xnetmobile.com/
+      logo: xnet.png
+      contributors: ["@deuspt"]
+
+    - name: Zeta
+      url: https://www.zeta.tech/
+      contributors: ["@shaikidris"]
+
+  Media & Entertainment:
+    - name: 6play
+      url: https://www.6play.fr
+      contributors: ["@CoryChaplin"]
+
+    - name: bilibili
+      url: https://www.bilibili.com
+      contributors: ["@Moinheart"]
+
+    - name: BurdaForward
+      url: https://www.burda-forward.de/en/
+
+    - name: Douban
+      url: https://www.douban.com/
+      contributors: ["@luchuan"]
+
+    - name: Kuaishou
+      url: https://www.kuaishou.com/
+      contributors: ["@zhaoyu89730105"]
+
+    - name: Netflix
+      url: https://www.netflix.com/
+
+    - name: Prensa Iberica
+      url: https://www.prensaiberica.es/
+      contributors: ["@zamar-roura"]
+
+    - name: TME QQMUSIC/WESING
+      url: https://www.tencentmusic.com/
+      contributors: ["@shenyuanli", "@marklaw"]
+
+    - name: Xite
+      url: https://xite.com/
+      contributors: ["@shashankkoppar"]
+
+    - name: Zaihang
+      url: https://www.zaih.com/
+
+  Education:
+    - name: Aveti Learning
+      url: https://avetilearning.com/
+      contributors: ["@TheShubhendra"]
+
+    - name: Brilliant.org
+      url: https://brilliant.org/
+
+    - name: Cirrus Assessment
+      url: https://cirrusassessment.com/
+      logo: cirrus.svg
+      contributors: ["@jeroenhabets", "@ddmm-white", "@paulrocost"]
+
+    - name: Open edX
+      url: https://openedx.org/
+
+    - name: Platzi.com
+      url: https://platzi.com/
+
+    - name: Sunbird
+      url: https://www.sunbird.org/
+      contributors: ["@eksteporg"]
+
+    - name: The GRAPH Network
+      url: https://thegraphnetwork.org/
+      contributors: ["@fccoelho"]
+
+    - name: Udemy
+      url: https://www.udemy.com/
+      contributors: ["@sungjuly"]
+
+    - name: VIPKID
+      url: https://www.vipkid.com.cn/
+      contributors: ["@illpanda"]
+
+    - name: WikiMedia Foundation
+      url: https://wikimediafoundation.org
+      contributors: ["@vg"]
+
+  Energy:
+    - name: Airboxlab
+      url: https://foobot.io
+      contributors: ["@antoine-galataud"]
+
+    - name: DouroECI
+      url: https://www.douroeci.com/
+      contributors: ["@nunohelibeires"]
+
+    - name: Safaricom
+      url: https://www.safaricom.co.ke/
+      contributors: ["@mmutiso"]
+
+    - name: Scoot
+      url: https://scoot.co/
+      contributors: ["@haaspt"]
+
+    - name: Wattbewerb
+      url: https://wattbewerb.de/
+      contributors: ["@wattbewerb"]
+
+    - name: Rogow
+      url: https://rogow.com.br/
+      contributors: ["@nilmonto"]
+
+  Healthcare:
+    - name: Amino
+      url: https://amino.com
+      contributors: ["@shkr"]
+
+    - name: Bluesquare
+      url: https://www.bluesquarehub.com/
+      contributors: ["@madewulf"]
+
+    - name: Care
+      url: https://www.getcare.io/
+      contributors: ["@alandao2021"]
+
+    - name: Living Goods
+      url: https://www.livinggoods.org
+      contributors: ["@chelule"]
+
+    - name: Maieutical Labs
+      url: https://maieuticallabs.it
+      contributors: ["@xrmx"]
+
+    - name: Medic
+      url: https://medic.org
+      contributors: ["@1yuv"]
+
+    - name: REDCap Cloud
+      url: https://www.redcapcloud.com/
+
+    - name: TrustMedis
+      url: https://trustmedis.com/
+      contributors: ["@famasya"]
+
+    - name: WeSure
+      url: https://www.wesure.cn/
+
+    - name: 2070Health
+      url: https://2070health.com/
+
+  HR / Staffing:
+    - name: Swile
+      url: https://www.swile.co/
+      contributors: ["@PaoloTerzi"]
+
+    - name: Symmetrics
+      url: https://www.symmetrics.fyi
+
+    - name: bluquist
+      url: https://bluquist.com/
+
+  Government:
+    - name: City of Ann Arbor, MI
+      url: https://www.a2gov.org/
+      contributors: ["@sfirke"]
+
+    - name: RIS3 Strategy of CZ, MIT CR
+      url: https://www.ris3.cz/
+      contributors: ["@RIS3CZ"]
+
+    - name: NRLM - Sarathi, India
+      url: https://pib.gov.in/PressReleasePage.aspx?PRID=1999586
+
+  Mobile Software:
+    - name: VLMedia
+      url: https://www.vlmedia.com.tr
+      logo: vlmedia.svg
+      contributors: ["@iercan"]
+
+  Travel:
+    - name: Agoda
+      url: https://www.agoda.com/
+      contributors: ["@lostseaway", "@maiake", "@obombayo"]
+
+    - name: HomeToGo
+      url: https://hometogo.com/
+      contributors: ["@pedromartinsteenstrup"]
+
+    - name: Skyscanner
+      url: https://www.skyscanner.net/
+      contributors: ["@cleslie", "@stanhoucke"]
+
+  Logistics:
+    - name: Stockarea
+      url: https://stockarea.io
+
+  Sports:
+    - name: Club 25 de Agosto (Femenino / Women's Team)
+      url: https://www.instagram.com/25deagosto.basketfemenino/
+      contributors: [ "@lion90" ]
+      logo: club25deagosto.svg
+
+    - name: Fanatics
+      url: https://www.fanatics.com/
+      contributors: [ "@coderfender" ]
+
+    - name: komoot
+      url: https://www.komoot.com/
+      contributors: [ "@christophlingg" ]
+
+  Others:
+    - name: 10Web
+      url: https://10web.io/
+
+    - name: AI inside
+      url: https://inside.ai/en/
+
+    - name: Automattic
+      url: https://automattic.com/
+      contributors: ["@Khrol", "@Usiel"]
+
+    - name: Dropbox
+      url: https://www.dropbox.com/
+      contributors: ["@bkyryliuk"]
+
+    - name: Flowbird
+      url: https://flowbird.com
+      contributors: ["@EmmanuelCbd"]
+
+    - name: GEOTAB
+      url: https://www.geotab.com
+      contributors: ["@JZ6"]
+
+    - name: Grassroot
+      url: https://www.grassrootinstitute.org/
+
+    - name: HOLLYLAND猛玛
+      url: https://www.hollyland.com
+      logo: hollyland猛玛.svg
+      contributors: ["@hlyda0601"]
+
+    - name: Increff
+      url: https://www.increff.com/
+      contributors: ["@ishansinghania"]
+
+    - name: Let's Roam
+      url: https://www.letsroam.com/
+
+    - name: Machrent SA
+      url: https://www.machrent.com/
+
+    - name: Onebeat
+      url: https://1beat.com/
+      contributors: ["@GuyAttia"]
+
+    - name: X
+      url: https://x.com/
+
+    - name: Yahoo!
+      url: https://yahoo.com/

RESOURCES/STANDARD_ROLES.md

@@ -17,192 +17,193 @@ specific language governing permissions and limitations
 under the License.
 -->
 
-|                                                  |Admin|Alpha|Gamma|SQL_LAB|
-|--------------------------------------------------|---|---|---|---|
-| Permission/role description                      |Admins have all possible rights, including granting or revoking rights from other users and altering other people’s slices and dashboards.|Alpha users have access to all data sources, but they cannot grant or revoke access from other users. They are also limited to altering the objects that they own. Alpha users can add and alter data sources.|Gamma users have limited access. They can only consume data coming from data sources they have been given access to through another complementary role. They only have access to view the slices and dashboards made from data sources that they have access to. Currently Gamma users are not able to alter or add data sources. We assume that they are mostly content consumers, though they can create slices and dashboards.|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.||
-| can read on SavedQuery                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can write on SavedQuery                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can read on CssTemplate                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on CssTemplate                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on ReportSchedule                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on ReportSchedule                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on Chart                                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on Chart                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on Annotation                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on Annotation                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on Dataset                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on Dataset                             |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can read on Log                                  |:heavy_check_mark:|O|O|O|
-| can write on Log                                 |:heavy_check_mark:|O|O|O|
-| can read on Dashboard                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on Dashboard                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on Database                             |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can write on Database                            |:heavy_check_mark:|O|O|O|
-| can read on Query                                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can this form get on ResetPasswordView           |:heavy_check_mark:|O|O|O|
-| can this form post on ResetPasswordView          |:heavy_check_mark:|O|O|O|
-| can this form get on ResetMyPasswordView         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can this form post on ResetMyPasswordView        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can this form get on UserInfoEditView            |:heavy_check_mark:|O|O|O|
-| can this form post on UserInfoEditView           |:heavy_check_mark:|O|O|O|
-| can show on UserDBModelView                      |:heavy_check_mark:|O|O|O|
-| can edit on UserDBModelView                      |:heavy_check_mark:|O|O|O|
-| can delete on UserDBModelView                    |:heavy_check_mark:|O|O|O|
-| can add on UserDBModelView                       |:heavy_check_mark:|O|O|O|
-| can list on UserDBModelView                      |:heavy_check_mark:|O|O|O|
-| can userinfo on UserDBModelView                  |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| resetmypassword on UserDBModelView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| resetpasswords on UserDBModelView                |:heavy_check_mark:|O|O|O|
-| userinfoedit on UserDBModelView                  |:heavy_check_mark:|O|O|O|
-| can show on RoleModelView                        |:heavy_check_mark:|O|O|O|
-| can edit on RoleModelView                        |:heavy_check_mark:|O|O|O|
-| can delete on RoleModelView                      |:heavy_check_mark:|O|O|O|
-| can add on RoleModelView                         |:heavy_check_mark:|O|O|O|
-| can list on RoleModelView                        |:heavy_check_mark:|O|O|O|
-| copyrole on RoleModelView                        |:heavy_check_mark:|O|O|O|
-| can get on OpenApi                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on SwaggerView                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can get on MenuApi                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can list on AsyncEventsRestApi                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can invalidate on CacheRestApi                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can csv upload on Database                       |:heavy_check_mark:|O|O|O|
-| can excel upload on Database                     |:heavy_check_mark:|O|O|O|
-| can query form data on Api                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can query on Api                                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can time range on Api                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can external metadata on Datasource              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can save on Datasource                           |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can get on Datasource                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can my queries on SqlLab                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can log on Superset                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can import dashboards on Superset                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can schemas on Superset                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can sqllab history on Superset                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can publish on Superset                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can csv on Superset                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can slice on Superset                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can sync druid source on Superset                |:heavy_check_mark:|O|O|O|
-| can explore on Superset                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can approve on Superset                          |:heavy_check_mark:|O|O|O|
-| can explore json on Superset                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can fetch datasource metadata on Superset        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can csrf token on Superset                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can sqllab on Superset                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can select star on Superset                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can warm up cache on Superset                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can sqllab table viz on Superset                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can available domains on Superset                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can request access on Superset                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can dashboard on Superset                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can post on TableSchemaView                      |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| can expanded on TableSchemaView                  |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| can delete on TableSchemaView                    |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| can get on TabStateView                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can post on TabStateView                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can delete query on TabStateView                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can migrate query on TabStateView                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can activate on TabStateView                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can delete on TabStateView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can put on TabStateView                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can read on SecurityRestApi                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| menu access on Security                          |:heavy_check_mark:|O|O|O|
-| menu access on List Users                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on List Roles                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Action Log                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Manage                            |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| menu access on Annotation Layers                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on CSS Templates                     |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| menu access on Import Dashboards                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Data                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Databases                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Datasets                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Charts                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Dashboards                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on SQL Lab                           |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| menu access on SQL Editor                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| menu access on Saved Queries                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| menu access on Query Search                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| all datasource access on all_datasource_access   |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| all database access on all_database_access       |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| all query access on all_query_access             |:heavy_check_mark:|O|O|O|
-| can write on DynamicPlugin                       |:heavy_check_mark:|O|O|O|
-| can edit on DynamicPlugin                        |:heavy_check_mark:|O|O|O|
-| can list on DynamicPlugin                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on DynamicPlugin                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can download on DynamicPlugin                    |:heavy_check_mark:|O|O|O|
-| can add on DynamicPlugin                         |:heavy_check_mark:|O|O|O|
-| can delete on DynamicPlugin                      |:heavy_check_mark:|O|O|O|
-| can external metadata by name on Datasource      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can get value on KV                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can store on KV                                  |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can tagged objects on TagView                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can suggestions on TagView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can get on TagView                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can post on TagView                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can delete on TagView                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can edit on DashboardEmailScheduleView           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can list on DashboardEmailScheduleView           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on DashboardEmailScheduleView           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can add on DashboardEmailScheduleView            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can delete on DashboardEmailScheduleView         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| muldelete on DashboardEmailScheduleView          |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can edit on SliceEmailScheduleView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can list on SliceEmailScheduleView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on SliceEmailScheduleView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can add on SliceEmailScheduleView                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can delete on SliceEmailScheduleView             |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| muldelete on SliceEmailScheduleView              |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can edit on AlertModelView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can list on AlertModelView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on AlertModelView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can add on AlertModelView                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can delete on AlertModelView                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can list on AlertLogModelView                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on AlertLogModelView                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can list on AlertObservationModelView            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can show on AlertObservationModelView            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Row Level Security                |:heavy_check_mark:|O|O|O|
-| menu access on Access requests                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Home                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Plugins                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Dashboard Email Schedules         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Chart Emails                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Alerts                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Alerts & Report                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| menu access on Scan New Datasources              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can share dashboard on Superset                  |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can share chart on Superset                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can this form get on ColumnarToDatabaseView      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can this form post on ColumnarToDatabaseView     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can export on Chart                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on DashboardFilterStateRestApi         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on DashboardFilterStateRestApi          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on DashboardPermalinkRestApi           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on DashboardPermalinkRestApi            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can delete embedded on Dashboard                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can set embedded on Dashboard                    |:heavy_check_mark:|O|O|O|
-| can export on Dashboard                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can get embedded on Dashboard                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can export on Database                           |:heavy_check_mark:|O|O|O|
-| can export on Dataset                            |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can write on ExploreFormDataRestApi              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on ExploreFormDataRestApi               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can write on ExplorePermalinkRestApi             |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on ExplorePermalinkRestApi              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can export on ImportExportRestApi                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can import on ImportExportRestApi                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can export on SavedQuery                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|
-| can dashboard permalink on Superset              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can grant guest token on SecurityRestApi         |:heavy_check_mark:|O|O|O|
-| can read on AdvancedDataType                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can read on EmbeddedDashboard                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can duplicate on Dataset                         |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can read on Explore                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can samples on Datasource                        |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can read on AvailableDomains                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
-| can get or create dataset on Dataset             |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can get column values on Datasource              |:heavy_check_mark:|:heavy_check_mark:|O|O|
-| can export csv on SQLLab                         |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| can get results on SQLLab                        |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| can execute sql query on SQLLab                  |:heavy_check_mark:|O|O|:heavy_check_mark:|
-| can recent activity on Log                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+|                                                  |Admin|Alpha|Gamma|Public|SQL_LAB|
+|--------------------------------------------------|---|---|---|---|---|
+| Permission/role description                      |Admins have all possible rights, including granting or revoking rights from other users and altering other people's slices and dashboards.|Alpha users have access to all data sources, but they cannot grant or revoke access from other users. They are also limited to altering the objects that they own. Alpha users can add and alter data sources.|Gamma users have limited access. They can only consume data coming from data sources they have been given access to through another complementary role. They only have access to view the slices and dashboards made from data sources that they have access to. Currently Gamma users are not able to alter or add data sources. We assume that they are mostly content consumers, though they can create slices and dashboards.|Public is the most restrictive built-in role, designed for anonymous/unauthenticated users viewing public dashboards. It provides minimal read-only access for dashboard viewing with interactive filters. Use `PUBLIC_ROLE_LIKE = "Public"` to apply these permissions to anonymous users.|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.||
+| can read on SavedQuery                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can write on SavedQuery                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can read on CssTemplate                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can write on CssTemplate                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on ReportSchedule                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can write on ReportSchedule                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on Chart                                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can write on Chart                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on Annotation                           |:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|O|
+| can write on Annotation                          |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can read on AnnotationLayerRestApi               |:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|O|
+| can read on Dataset                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can write on Dataset                             |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can read on Log                                  |:heavy_check_mark:|O|O|O|O|
+| can write on Log                                 |:heavy_check_mark:|O|O|O|O|
+| can read on Dashboard                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can write on Dashboard                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on Database                             |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can write on Database                            |:heavy_check_mark:|O|O|O|O|
+| can read on Query                                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can this form get on ResetPasswordView           |:heavy_check_mark:|O|O|O|O|
+| can this form post on ResetPasswordView          |:heavy_check_mark:|O|O|O|O|
+| can this form get on ResetMyPasswordView         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can this form post on ResetMyPasswordView        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can this form get on UserInfoEditView            |:heavy_check_mark:|O|O|O|O|
+| can this form post on UserInfoEditView           |:heavy_check_mark:|O|O|O|O|
+| can show on UserDBModelView                      |:heavy_check_mark:|O|O|O|O|
+| can edit on UserDBModelView                      |:heavy_check_mark:|O|O|O|O|
+| can delete on UserDBModelView                    |:heavy_check_mark:|O|O|O|O|
+| can add on UserDBModelView                       |:heavy_check_mark:|O|O|O|O|
+| can list on UserDBModelView                      |:heavy_check_mark:|O|O|O|O|
+| can userinfo on UserDBModelView                  |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| resetmypassword on UserDBModelView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| resetpasswords on UserDBModelView                |:heavy_check_mark:|O|O|O|O|
+| userinfoedit on UserDBModelView                  |:heavy_check_mark:|O|O|O|O|
+| can show on RoleModelView                        |:heavy_check_mark:|O|O|O|O|
+| can edit on RoleModelView                        |:heavy_check_mark:|O|O|O|O|
+| can delete on RoleModelView                      |:heavy_check_mark:|O|O|O|O|
+| can add on RoleModelView                         |:heavy_check_mark:|O|O|O|O|
+| can list on RoleModelView                        |:heavy_check_mark:|O|O|O|O|
+| copyrole on RoleModelView                        |:heavy_check_mark:|O|O|O|O|
+| can get on OpenApi                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on SwaggerView                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can get on MenuApi                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can list on AsyncEventsRestApi                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can invalidate on CacheRestApi                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can csv upload on Database                       |:heavy_check_mark:|O|O|O|O|
+| can excel upload on Database                     |:heavy_check_mark:|O|O|O|O|
+| can query form data on Api                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can query on Api                                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can time range on Api                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can external metadata on Datasource              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can save on Datasource                           |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can get on Datasource                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can my queries on SqlLab                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can log on Superset                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can import dashboards on Superset                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can schemas on Superset                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can sqllab history on Superset                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can publish on Superset                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can csv on Superset                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can slice on Superset                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can sync druid source on Superset                |:heavy_check_mark:|O|O|O|O|
+| can explore on Superset                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can approve on Superset                          |:heavy_check_mark:|O|O|O|O|
+| can explore json on Superset                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can fetch datasource metadata on Superset        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can csrf token on Superset                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can sqllab on Superset                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can select star on Superset                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can warm up cache on Superset                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can sqllab table viz on Superset                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can available domains on Superset                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can request access on Superset                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can dashboard on Superset                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can post on TableSchemaView                      |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| can expanded on TableSchemaView                  |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| can delete on TableSchemaView                    |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| can get on TabStateView                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can post on TabStateView                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can delete query on TabStateView                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can migrate query on TabStateView                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can activate on TabStateView                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can delete on TabStateView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can put on TabStateView                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can read on SecurityRestApi                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| menu access on Security                          |:heavy_check_mark:|O|O|O|O|
+| menu access on List Users                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on List Roles                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Action Log                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Manage                            |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| menu access on Annotation Layers                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on CSS Templates                     |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| menu access on Import Dashboards                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Data                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Databases                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Datasets                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Charts                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Dashboards                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on SQL Lab                           |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| menu access on SQL Editor                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| menu access on Saved Queries                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| menu access on Query Search                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| all datasource access on all_datasource_access   |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| all database access on all_database_access       |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| all query access on all_query_access             |:heavy_check_mark:|O|O|O|O|
+| can write on DynamicPlugin                       |:heavy_check_mark:|O|O|O|O|
+| can edit on DynamicPlugin                        |:heavy_check_mark:|O|O|O|O|
+| can list on DynamicPlugin                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on DynamicPlugin                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can download on DynamicPlugin                    |:heavy_check_mark:|O|O|O|O|
+| can add on DynamicPlugin                         |:heavy_check_mark:|O|O|O|O|
+| can delete on DynamicPlugin                      |:heavy_check_mark:|O|O|O|O|
+| can external metadata by name on Datasource      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can get value on KV                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can store on KV                                  |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can tagged objects on TagView                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can suggestions on TagView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can get on TagView                               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can post on TagView                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can delete on TagView                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can edit on DashboardEmailScheduleView           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can list on DashboardEmailScheduleView           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on DashboardEmailScheduleView           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can add on DashboardEmailScheduleView            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can delete on DashboardEmailScheduleView         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| muldelete on DashboardEmailScheduleView          |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can edit on SliceEmailScheduleView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can list on SliceEmailScheduleView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on SliceEmailScheduleView               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can add on SliceEmailScheduleView                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can delete on SliceEmailScheduleView             |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| muldelete on SliceEmailScheduleView              |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can edit on AlertModelView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can list on AlertModelView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on AlertModelView                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can add on AlertModelView                        |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can delete on AlertModelView                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can list on AlertLogModelView                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on AlertLogModelView                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can list on AlertObservationModelView            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can show on AlertObservationModelView            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Row Level Security                |:heavy_check_mark:|O|O|O|O|
+| menu access on Access requests                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Home                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Plugins                           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Dashboard Email Schedules         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Chart Emails                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Alerts                            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Alerts & Report                   |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| menu access on Scan New Datasources              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can share dashboard on Superset                  |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can share chart on Superset                      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can this form get on ColumnarToDatabaseView      |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can this form post on ColumnarToDatabaseView     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can export on Chart                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can write on DashboardFilterStateRestApi         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can read on DashboardFilterStateRestApi          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can write on DashboardPermalinkRestApi           |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on DashboardPermalinkRestApi            |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can delete embedded on Dashboard                 |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can set embedded on Dashboard                    |:heavy_check_mark:|O|O|O|O|
+| can export on Dashboard                          |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can get embedded on Dashboard                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can export on Database                           |:heavy_check_mark:|O|O|O|O|
+| can export on Dataset                            |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can write on ExploreFormDataRestApi              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on ExploreFormDataRestApi               |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can write on ExplorePermalinkRestApi             |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on ExplorePermalinkRestApi              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can export on ImportExportRestApi                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can import on ImportExportRestApi                |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can export on SavedQuery                         |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|:heavy_check_mark:|
+| can dashboard permalink on Superset              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can grant guest token on SecurityRestApi         |:heavy_check_mark:|O|O|O|O|
+| can read on AdvancedDataType                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can read on EmbeddedDashboard                    |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|
+| can duplicate on Dataset                         |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can read on Explore                              |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can samples on Datasource                        |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can read on AvailableDomains                     |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|
+| can get or create dataset on Dataset             |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can get column values on Datasource              |:heavy_check_mark:|:heavy_check_mark:|O|O|O|
+| can export csv on SQLLab                         |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| can get results on SQLLab                        |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| can execute sql query on SQLLab                  |:heavy_check_mark:|O|O|O|:heavy_check_mark:|
+| can recent activity on Log                       |:heavy_check_mark:|:heavy_check_mark:|:heavy_check_mark:|O|O|

UPDATING.md

@@ -24,6 +24,118 @@ assists people when migrating to a new version.
 
 ## Next
 
+### 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.
+
+### MCP Tool Observability
+
+MCP (Model Context Protocol) tools now include enhanced observability instrumentation for monitoring and debugging:
+
+**Two-layer instrumentation:**
+1. **Middleware layer** (`LoggingMiddleware`): Automatically logs all MCP tool calls with `duration_ms` and `success` status in the audit log (Action Log UI, logs table)
+2. **Sub-operation tracking**: All 19 MCP tools include granular `event_logger.log_context()` blocks for tracking individual operations like validation, database writes, and query execution
+
+**Action naming convention:**
+- Tool-level logs: `mcp_tool_call` (via middleware)
+- Sub-operation logs: `mcp.{tool_name}.{operation}` (e.g., `mcp.generate_chart.validation`, `mcp.execute_sql.query_execution`)
+
+**Querying MCP logs:**
+```sql
+-- Top slowest MCP operations
+SELECT action, COUNT(*) as calls, AVG(duration_ms) as avg_ms
+FROM logs
+WHERE action LIKE 'mcp.%'
+GROUP BY action
+ORDER BY avg_ms DESC
+LIMIT 20;
+
+-- MCP tool success rate
+SELECT
+    json_extract(curated_payload, '$.tool') as tool,
+    COUNT(*) as total_calls,
+    SUM(CASE WHEN json_extract(curated_payload, '$.success') = 'true' THEN 1 ELSE 0 END) as successful,
+    ROUND(100.0 * SUM(CASE WHEN json_extract(curated_payload, '$.success') = 'true' THEN 1 ELSE 0 END) / COUNT(*), 2) as success_rate
+FROM logs
+WHERE action = 'mcp_tool_call'
+GROUP BY tool
+ORDER BY total_calls DESC;
+```
+
+**Security note:** Sensitive parameters (passwords, API keys, tokens) are automatically redacted in logs as `[REDACTED]`.
+
+### Distributed Coordination Backend
+
+A new `DISTRIBUTED_COORDINATION_CONFIG` configuration provides a unified Redis-based backend for real-time coordination features in Superset. This backend enables:
+
+- **Pub/sub messaging** for real-time event notifications between workers
+- **Atomic distributed locking** using Redis SET NX EX (more performant than database-backed locks)
+- **Event-based coordination** for background task management
+
+The distributed coordination is used by the Global Task Framework (GTF) for abort notifications and task completion signaling, and will eventually replace `GLOBAL_ASYNC_QUERIES_CACHE_BACKEND` as the standard signaling backend. Configuring this is recommended for Redis enabled production deployments.
+
+Example configuration in `superset_config.py`:
+```python
+DISTRIBUTED_COORDINATION_CONFIG = {
+    "CACHE_TYPE": "RedisCache",
+    "CACHE_KEY_PREFIX": "signal_",
+    "CACHE_REDIS_URL": "redis://localhost:6379/1",
+    "CACHE_DEFAULT_TIMEOUT": 300,
+}
+```
+
+See `superset/config.py` for complete configuration options.
+
+### WebSocket config for GAQ with Docker
+
+[35896](https://github.com/apache/superset/pull/35896) and [37624](https://github.com/apache/superset/pull/37624) updated documentation on how to run and configure Superset with Docker. Specifically for the WebSocket configuration, a new `docker/superset-websocket/config.example.json` was added to the repo, so that users could copy it to create a `docker/superset-websocket/config.json` file. The existing `docker/superset-websocket/config.json` was removed and git-ignored, so if you're using GAQ / WebSocket make sure to:
+- Stash/backup your existing `config.json` file, to re-apply it after (will get git-ignored going forward)
+- Update the `volumes` configuration for the `superset-websocket` service in your `docker-compose.override.yml` file, to include the `docker/superset-websocket/config.json` file. For example:
+``` yaml
+services:
+  superset-websocket:
+    volumes:
+      - ./superset-websocket:/home/superset-websocket
+      - /home/superset-websocket/node_modules
+      - /home/superset-websocket/dist
+      - ./docker/superset-websocket/config.json:/home/superset-websocket/config.json:ro
+```
+
+### Example Data Loading Improvements
+
+#### New Directory Structure
+Examples are now organized by name with data and configs co-located:
+```
+superset/examples/
+├── _shared/              # Shared database & metadata configs
+├── birth_names/          # Each example is self-contained
+│   ├── data.parquet     # Dataset (Parquet format)
+│   ├── dataset.yaml     # Dataset metadata
+│   ├── dashboard.yaml   # Dashboard config (optional)
+│   └── charts/          # Chart configs (optional)
+└── ...
+```
+
+#### Simplified Parquet-based Loading
+- Auto-discovery: create `superset/examples/my_dataset/data.parquet` to add a new example
+- Parquet is an Apache project format: compressed (~27% smaller), self-describing schema
+- YAML configs define datasets, charts, and dashboards declaratively
+- Removed Python-based data generation from individual example files
+
+#### Test Data Reorganization
+- Moved `big_data.py` to `superset/cli/test_loaders.py` - better reflects its purpose as a test utility
+- Fixed inverted logic for `--load-test-data` flag (now correctly includes .test.yaml files when flag is set)
+- Clarified CLI flags:
+  - `--force` / `-f`: Force reload even if tables exist
+  - `--only-metadata` / `-m`: Create table metadata without loading data
+  - `--load-test-data` / `-t`: Include test dashboards and .test.yaml configs
+  - `--load-big-data` / `-b`: Generate synthetic stress-test data
+
+#### Bug Fixes
+- Fixed numpy array serialization for PostgreSQL (converts complex types to JSON strings)
+- Fixed KeyError for `allow_csv_upload` field in database configs (now optional with default)
+- Fixed test data loading logic that was incorrectly filtering files
+
 ### MCP Service
 
 The MCP (Model Context Protocol) service enables AI assistants and automation tools to interact programmatically with Superset.
@@ -125,8 +237,52 @@ See `superset/mcp_service/PRODUCTION.md` for deployment guides.
 ---
 
 - [35621](https://github.com/apache/superset/pull/35621): The default hash algorithm has changed from MD5 to SHA-256 for improved security and FedRAMP compliance. This affects cache keys for thumbnails, dashboard digests, chart digests, and filter option names. Existing cached data will be invalidated upon upgrade. To opt out of this change and maintain backward compatibility, set `HASH_ALGORITHM = "md5"` in your `superset_config.py`.
-- [33055](https://github.com/apache/superset/pull/33055): Upgrades Flask-AppBuilder to 5.0.0. The AUTH_OID authentication type has been deprecated and is no longer available as an option in Flask-AppBuilder. OpenID (OID) is considered a deprecated authentication protocol - if you are using AUTH_OID, you will need to migrate to an alternative authentication method such as OAuth, LDAP, or database authentication before upgrading.
 - [35062](https://github.com/apache/superset/pull/35062): Changed the function signature of `setupExtensions` to `setupCodeOverrides` with options as arguments.
+
+### Breaking Changes
+- [37370](https://github.com/apache/superset/pull/37370): The `APP_NAME` configuration variable no longer controls the browser window/tab title or other frontend branding. Application names should now be configured using the theme system with the `brandAppName` token. The `APP_NAME` config is still used for backend contexts (MCP service, logs, etc.) and serves as a fallback if `brandAppName` is not set.
+  - **Migration:**
+  ```python
+  # Before (Superset 5.x)
+  APP_NAME = "My Custom App"
+
+  # After (Superset 6.x) - Option 1: Use theme system (recommended)
+  THEME_DEFAULT = {
+    "token": {
+      "brandAppName": "My Custom App",  # Window titles
+      "brandLogoAlt": "My Custom App",  # Logo alt text
+      "brandLogoUrl": "/static/assets/images/custom_logo.png"
+    }
+  }
+
+  # After (Superset 6.x) - Option 2: Temporary fallback
+  # Keep APP_NAME for now (will be used as fallback for brandAppName)
+  APP_NAME = "My Custom App"
+  # But you should migrate to THEME_DEFAULT.token.brandAppName
+  ```
+  - **Note:** For dark mode, set the same tokens in `THEME_DARK` configuration.
+
+- [36317](https://github.com/apache/superset/pull/36317): The `CUSTOM_FONT_URLS` configuration option has been removed. Use the new per-theme `fontUrls` token in `THEME_DEFAULT` or database-managed themes instead.
+  - **Before:**
+  ```python
+  CUSTOM_FONT_URLS = [
+    "https://fonts.example.com/myfont.css",
+  ]
+  ```
+  - **After:**
+  ```python
+  THEME_DEFAULT = {
+    "token": {
+      "fontUrls": [
+        "https://fonts.example.com/myfont.css",
+        ],
+        # ... other tokens
+    }
+  }
+  ```
+
+## 6.0.0
+- [33055](https://github.com/apache/superset/pull/33055): Upgrades Flask-AppBuilder to 5.0.0. The AUTH_OID authentication type has been deprecated and is no longer available as an option in Flask-AppBuilder. OpenID (OID) is considered a deprecated authentication protocol - if you are using AUTH_OID, you will need to migrate to an alternative authentication method such as OAuth, LDAP, or database authentication before upgrading.
 - [34871](https://github.com/apache/superset/pull/34871): Fixed Jest test hanging issue from Ant Design v5 upgrade. MessageChannel is now mocked in test environment to prevent rc-overflow from causing Jest to hang. Test environment only - no production impact.
 - [34782](https://github.com/apache/superset/pull/34782): Dataset exports now include the dataset ID in their file name (similar to charts and dashboards). If managing assets as code, make sure to rename existing dataset YAMLs to include the ID (and avoid duplicated files).
 - [34536](https://github.com/apache/superset/pull/34536): The `ENVIRONMENT_TAG_CONFIG` color values have changed to support only Ant Design semantic colors. Update your `superset_config.py`:
@@ -143,35 +299,10 @@ Note: Pillow is now a required dependency (previously optional) to support image
 - [33116](https://github.com/apache/superset/pull/33116) In Echarts Series charts (e.g. Line, Area, Bar, etc.) charts, the `x_axis_sort_series` and `x_axis_sort_series_ascending` form data items have been renamed with `x_axis_sort` and `x_axis_sort_asc`.
   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 beginning 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.
+- [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.
 - [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.
 
-### Breaking Changes
-
-#### CUSTOM_FONT_URLS removed
-
-The `CUSTOM_FONT_URLS` configuration option has been removed. Use the new per-theme `fontUrls` token in `THEME_DEFAULT` or database-managed themes instead.
-
-**Before (5.x):**
-```python
-CUSTOM_FONT_URLS = [
-    "https://fonts.example.com/myfont.css",
-]
-```
-
-**After (6.0):**
-```python
-THEME_DEFAULT = {
-    "token": {
-        "fontUrls": [
-            "https://fonts.example.com/myfont.css",
-        ],
-        # ... other tokens
-    }
-}
-```
-
 ## 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.

docker-compose-image-tag.yml

@@ -45,7 +45,7 @@ services:
         required: true
       - path: docker/.env-local # optional override
         required: false
-    image: postgres:16
+    image: postgres:17
     container_name: superset_db
     restart: unless-stopped
     volumes:

docker-compose-light.yml

@@ -77,7 +77,6 @@ x-common-build: &common-build
     INCLUDE_CHROMIUM: ${INCLUDE_CHROMIUM:-false}
     INCLUDE_FIREFOX: ${INCLUDE_FIREFOX:-false}
     BUILD_TRANSLATIONS: ${BUILD_TRANSLATIONS:-false}
-    LOAD_EXAMPLES_DUCKDB: ${LOAD_EXAMPLES_DUCKDB:-true}
 
 services:
   db-light:
@@ -86,7 +85,7 @@ services:
         required: true
       - path: docker/.env-local # optional override
         required: false
-    image: postgres:16
+    image: postgres:17
     restart: unless-stopped
     volumes:
       - db_home_light:/var/lib/postgresql/data
@@ -116,7 +115,6 @@ services:
       DATABASE_HOST: db-light
       DATABASE_DB: superset_light
       POSTGRES_DB: superset_light
-      SUPERSET__SQLALCHEMY_EXAMPLES_URI: "duckdb:////app/data/examples.duckdb"
       SUPERSET_CONFIG_PATH: /app/docker/pythonpath_dev/superset_config_docker_light.py
       GITHUB_HEAD_REF: ${GITHUB_HEAD_REF:-}
       GITHUB_SHA: ${GITHUB_SHA:-}
@@ -139,7 +137,6 @@ services:
       DATABASE_HOST: db-light
       DATABASE_DB: superset_light
       POSTGRES_DB: superset_light
-      SUPERSET__SQLALCHEMY_EXAMPLES_URI: "duckdb:////app/data/examples.duckdb"
       SUPERSET_CONFIG_PATH: /app/docker/pythonpath_dev/superset_config_docker_light.py
     healthcheck:
       disable: true
@@ -162,9 +159,10 @@ services:
       SCARF_ANALYTICS: "${SCARF_ANALYTICS:-}"
       # configuring the dev-server to use the host.docker.internal to connect to the backend
       superset: "http://superset-light:8088"
-      # Webpack dev server configuration
-      WEBPACK_DEVSERVER_HOST: "${WEBPACK_DEVSERVER_HOST:-127.0.0.1}"
+      # Webpack dev server must bind to 0.0.0.0 to be accessible from outside the container
+      WEBPACK_DEVSERVER_HOST: "${WEBPACK_DEVSERVER_HOST:-0.0.0.0}"
       WEBPACK_DEVSERVER_PORT: "${WEBPACK_DEVSERVER_PORT:-9000}"
+      WEBPACK_ALLOW_ALL_HOSTS: "${WEBPACK_ALLOW_ALL_HOSTS:-true}"
     ports:
       - "${NODE_PORT:-9001}:9000"  # Parameterized port, accessible on all interfaces
     command: ["/app/docker/docker-frontend.sh"]
@@ -196,7 +194,6 @@ services:
       DATABASE_DB: test
       POSTGRES_DB: test
       SUPERSET__SQLALCHEMY_DATABASE_URI: postgresql+psycopg2://superset:superset@db-light:5432/test
-      SUPERSET__SQLALCHEMY_EXAMPLES_URI: "duckdb:////app/data/examples.duckdb"
       SUPERSET_CONFIG: superset_test_config_light
       PYTHONPATH: /app/pythonpath:/app/docker/pythonpath_dev:/app
 

docker-compose-non-dev.yml

@@ -49,7 +49,7 @@ services:
         required: true
       - path: docker/.env-local # optional override
         required: false
-    image: postgres:16
+    image: postgres:17
     container_name: superset_db
     restart: unless-stopped
     volumes:

docker-compose.yml

@@ -44,7 +44,6 @@ x-common-build: &common-build
     INCLUDE_CHROMIUM: ${INCLUDE_CHROMIUM:-false}
     INCLUDE_FIREFOX: ${INCLUDE_FIREFOX:-false}
     BUILD_TRANSLATIONS: ${BUILD_TRANSLATIONS:-false}
-    LOAD_EXAMPLES_DUCKDB: ${LOAD_EXAMPLES_DUCKDB:-true}
 
 services:
   nginx:
@@ -54,10 +53,9 @@ services:
       - path: docker/.env-local # optional override
         required: false
     image: nginx:latest
-    container_name: superset_nginx
     restart: unless-stopped
     ports:
-      - "80:80"
+      - "${NGINX_PORT:-80}:80"
     extra_hosts:
       - "host.docker.internal:host-gateway"
     volumes:
@@ -66,10 +64,9 @@ services:
 
   redis:
     image: redis:7
-    container_name: superset_cache
     restart: unless-stopped
     ports:
-      - "127.0.0.1:6379:6379"
+      - "127.0.0.1:${REDIS_PORT:-6379}:6379"
     volumes:
       - redis:/data
 
@@ -79,11 +76,10 @@ services:
         required: true
       - path: docker/.env-local # optional override
         required: false
-    image: postgres:16
-    container_name: superset_db
+    image: postgres:17
     restart: unless-stopped
     ports:
-      - "127.0.0.1:5432:5432"
+      - "127.0.0.1:${DATABASE_PORT:-5432}:5432"
     volumes:
       - db_home:/var/lib/postgresql/data
       - ./docker/docker-entrypoint-initdb.d:/docker-entrypoint-initdb.d
@@ -96,13 +92,12 @@ services:
         required: false
     build:
       <<: *common-build
-    container_name: superset_app
     command: ["/app/docker/docker-bootstrap.sh", "app"]
     restart: unless-stopped
     ports:
-      - 8088:8088
+      - ${SUPERSET_PORT:-8088}:8088
       # When in cypress-mode ->
-      - 8081:8081
+      - ${CYPRESS_PORT:-8081}:8081
     extra_hosts:
       - "host.docker.internal:host-gateway"
     user: *superset-user
@@ -110,14 +105,11 @@ services:
       superset-init:
         condition: service_completed_successfully
     volumes: *superset-volumes
-    environment:
-      SUPERSET__SQLALCHEMY_EXAMPLES_URI: "duckdb:////app/data/examples.duckdb"
 
   superset-websocket:
-    container_name: superset_websocket
     build: ./superset-websocket
     ports:
-      - 8080:8080
+      - ${WEBSOCKET_PORT:-8080}:8080
     extra_hosts:
       - "host.docker.internal:host-gateway"
     depends_on:
@@ -149,7 +141,6 @@ services:
   superset-init:
     build:
       <<: *common-build
-    container_name: superset_init
     command: ["/app/docker/docker-init.sh"]
     env_file:
       - path: docker/.env # default
@@ -163,8 +154,6 @@ services:
         condition: service_started
     user: *superset-user
     volumes: *superset-volumes
-    environment:
-      SUPERSET__SQLALCHEMY_EXAMPLES_URI: "duckdb:////app/data/examples.duckdb"
     healthcheck:
       disable: true
 
@@ -186,9 +175,10 @@ services:
       SCARF_ANALYTICS: "${SCARF_ANALYTICS:-}"
       # configuring the dev-server to use the host.docker.internal to connect to the backend
       superset: "http://superset:8088"
+      # Webpack dev server must bind to 0.0.0.0 to be accessible from outside the container
+      WEBPACK_DEVSERVER_HOST: "0.0.0.0"
     ports:
-      - "127.0.0.1:9000:9000"  # exposing the dynamic webpack dev server
-    container_name: superset_node
+      - "127.0.0.1:${NODE_PORT:-9000}:9000"  # exposing the dynamic webpack dev server
     command: ["/app/docker/docker-frontend.sh"]
     env_file:
       - path: docker/.env # default
@@ -200,7 +190,6 @@ services:
   superset-worker:
     build:
       <<: *common-build
-    container_name: superset_worker
     command: ["/app/docker/docker-bootstrap.sh", "worker"]
     env_file:
       - path: docker/.env # default
@@ -226,7 +215,6 @@ services:
   superset-worker-beat:
     build:
       <<: *common-build
-    container_name: superset_worker_beat
     command: ["/app/docker/docker-bootstrap.sh", "beat"]
     env_file:
       - path: docker/.env # default
@@ -244,7 +232,6 @@ services:
   superset-tests-worker:
     build:
       <<: *common-build
-    container_name: superset_tests_worker
     command: ["/app/docker/docker-bootstrap.sh", "worker"]
     env_file:
       - path: docker/.env # default

docker/.env

@@ -21,6 +21,15 @@ PYTHONUNBUFFERED=1
 COMPOSE_PROJECT_NAME=superset
 DEV_MODE=true
 
+# Port configuration (override in .env-local for multiple instances)
+# NGINX_PORT=80
+# SUPERSET_PORT=8088
+# NODE_PORT=9000
+# WEBSOCKET_PORT=8080
+# CYPRESS_PORT=8081
+# DATABASE_PORT=5432
+# REDIS_PORT=6379
+
 # database configurations (do not modify)
 DATABASE_DB=superset
 DATABASE_HOST=db

docker/.env-local.example

@@ -0,0 +1,39 @@
+#
+# 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.
+#
+
+# -----------------------------------------------------------------------
+# Example .env-local file for running multiple Superset instances
+# Copy this file to .env-local and customize for your setup
+# -----------------------------------------------------------------------
+
+# Unique project name prevents container/volume conflicts between clones
+# Each clone should have a different name (e.g., superset-pr123, superset-feature-x)
+COMPOSE_PROJECT_NAME=superset-dev2
+
+# Port offsets for running multiple instances simultaneously
+# Instance 1 (default): 80, 8088, 9000, 8080, 8081, 5432, 6379
+# Instance 2 example:   81, 8089, 9001, 8082, 8083, 5433, 6380
+NGINX_PORT=81
+SUPERSET_PORT=8089
+NODE_PORT=9001
+WEBSOCKET_PORT=8082
+CYPRESS_PORT=8083
+DATABASE_PORT=5433
+REDIS_PORT=6380
+
+# For verbose logging during development:
+# SUPERSET_LOG_LEVEL=debug

docker/README.md

@@ -77,6 +77,34 @@ To run the container, simply run: `docker compose up`
 After waiting several minutes for Superset initialization to finish, you can open a browser and view [`http://localhost:8088`](http://localhost:8088)
 to start your journey.
 
+### Running Multiple Instances
+
+If you need to run multiple Superset instances simultaneously (e.g., different branches or clones), use the make targets which automatically find available ports:
+
+```bash
+make up
+```
+
+This automatically:
+- Generates a unique project name from your directory
+- Finds available ports (incrementing from defaults if in use)
+- Displays the assigned URLs before starting
+
+Available commands (run from repo root):
+
+| Command | Description |
+|---------|-------------|
+| `make up` | Start services (foreground) |
+| `make up-detached` | Start services (background) |
+| `make down` | Stop all services |
+| `make ps` | Show running containers |
+| `make logs` | Follow container logs |
+| `make nuke` | Stop, remove volumes & local images |
+
+From a subdirectory, use: `make -C $(git rev-parse --show-toplevel) up`
+
+**Important**: Always use these commands instead of plain `docker compose down`, which won't know the correct project name.
+
 ## Developing
 
 While running, the container server will reload on modification of the Superset Python and JavaScript source code.

docker/docker-frontend.sh

@@ -28,11 +28,11 @@ if [ "$BUILD_SUPERSET_FRONTEND_IN_DOCKER" = "true" ]; then
     cd /app/superset-frontend
 
     if [ "$NPM_RUN_PRUNE" = "true" ]; then
-        echo "Running `npm run prune`"
+        echo "Running \"npm run prune\""
         npm run prune
     fi
 
-    echo "Running `npm install`"
+    echo "Running \"npm install\""
     npm install
 
     echo "Start webpack dev server"

docker/pythonpath_dev/superset_config.py

@@ -105,7 +105,7 @@ class CeleryConfig:
 
 CELERY_CONFIG = CeleryConfig
 
-FEATURE_FLAGS = {"ALERT_REPORTS": True}
+FEATURE_FLAGS = {"ALERT_REPORTS": True, "DATASET_FOLDERS": True}
 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.

docker/superset-websocket/config.json

@@ -1,22 +0,0 @@
-{
-  "port": 8080,
-  "logLevel": "info",
-  "logToFile": false,
-  "logFilename": "app.log",
-  "statsd": {
-    "host": "127.0.0.1",
-    "port": 8125,
-    "globalTags": []
-  },
-  "redis": {
-    "port": 6379,
-    "host": "127.0.0.1",
-    "password": "",
-    "db": 0,
-    "ssl": false
-  },
-  "redisStreamPrefix": "async-events-",
-  "jwtAlgorithms": ["HS256"],
-  "jwtSecret": "CHANGE-ME-IN-PRODUCTION-GOTTA-BE-LONG-AND-SECRET",
-  "jwtCookieName": "async-token"
-}

docs/.claude/instructions.md

@@ -0,0 +1,115 @@
+# Developer Portal Documentation Instructions
+
+## Core Principle: Stories Are the Single Source of Truth
+
+When working on the Storybook-to-MDX documentation system:
+
+**ALWAYS fix the story first. NEVER add workarounds to the generator.**
+
+## Why This Matters
+
+The generator (`scripts/generate-superset-components.mjs`) should be lightweight - it extracts data from stories and passes it through. When you add special cases to the generator:
+- It becomes harder to maintain
+- Stories diverge from their docs representation
+- Future stories need to know about generator quirks
+
+When you fix stories to match the expected patterns:
+- Stories work identically in Storybook and Docs
+- The generator stays simple and predictable
+- Patterns are consistent and learnable
+
+## Story Patterns for Docs Generation
+
+### Required Structure
+```tsx
+// Use inline export default (NOT const meta = ...; export default meta)
+export default {
+  title: 'Components/MyComponent',
+  component: MyComponent,
+};
+
+// Name interactive stories with Interactive prefix
+export const InteractiveMyComponent: Story = {
+  args: {
+    // Default prop values
+  },
+  argTypes: {
+    // Control definitions - MUST be at story level, not meta level
+    propName: {
+      control: { type: 'select' },
+      options: ['a', 'b', 'c'],
+      description: 'What this prop does',
+    },
+  },
+};
+```
+
+### For Components with Variants (size × style grids)
+```tsx
+const sizes = ['small', 'medium', 'large'];
+const variants = ['primary', 'secondary', 'danger'];
+
+InteractiveButton.parameters = {
+  docs: {
+    gallery: {
+      component: 'Button',
+      sizes,
+      styles: variants,
+      sizeProp: 'size',
+      styleProp: 'variant',
+    },
+  },
+};
+```
+
+### For Components Requiring Children
+```tsx
+InteractiveIconTooltip.parameters = {
+  docs: {
+    // Component descriptors with dot notation for nested components
+    sampleChildren: [{ component: 'Icons.InfoCircleOutlined', props: { iconSize: 'l' } }],
+  },
+};
+```
+
+### For Custom Live Code Examples
+```tsx
+InteractiveMyComponent.parameters = {
+  docs: {
+    liveExample: `function Demo() {
+  return <MyComponent prop="value">Content</MyComponent>;
+}`,
+  },
+};
+```
+
+### For Complex Props (objects, arrays)
+```tsx
+InteractiveMenu.parameters = {
+  docs: {
+    staticProps: {
+      items: [
+        { key: '1', label: 'Item 1' },
+        { key: '2', label: 'Item 2' },
+      ],
+    },
+  },
+};
+```
+
+## Common Issues and How to Fix Them (in the Story)
+
+| Issue | Wrong Approach | Right Approach |
+|-------|---------------|----------------|
+| Component not generated | Add pattern to generator | Change story to use inline `export default` |
+| Control shows as text instead of select | Add special case in generator | Add `argTypes` with `control: { type: 'select' }` |
+| Missing children/content | Modify StorybookWrapper | Add `parameters.docs.sampleChildren` |
+| Gallery not showing | Add to generator output | Add `parameters.docs.gallery` config |
+| Wrong live example | Hardcode in generator | Add `parameters.docs.liveExample` |
+
+## Files
+
+- **Generator**: `docs/scripts/generate-superset-components.mjs`
+- **Wrapper**: `docs/src/components/StorybookWrapper.jsx`
+- **Output**: `docs/developer_docs/components/`
+- **Stories**: `superset-frontend/packages/superset-ui-core/src/components/*/`

docs/.gitignore

@@ -26,3 +26,21 @@ docs/intro.md
 
 # Generated badge images (downloaded at build time by remark-localize-badges plugin)
 static/badges/
+
+# Generated database documentation MDX files (regenerated at build time)
+# Source of truth is in superset/db_engine_specs/*.py metadata attributes
+docs/databases/
+
+# Generated API documentation (regenerated at build time from openapi.json)
+# Source of truth is static/resources/openapi.json
+developer_docs/api/
+
+# Generated component documentation MDX files (regenerated at build time)
+# Source of truth is Storybook stories in superset-frontend/packages/superset-ui-core/src/components/
+developer_docs/components/
+
+# Note: src/data/databases.json is COMMITTED (not ignored) to preserve feature diagnostics
+# that require Flask context to generate. Update it locally with: npm run gen-db-docs
+
+# Generated component metadata JSON (regenerated by generate-superset-components.mjs)
+static/data/components.json

docs/.nvmrc

@@ -1 +1 @@
-v20.18.3
+v20.20.0

docs/DOCS_CLAUDE.md

@@ -416,7 +416,7 @@ If versions don't appear in dropdown:
 
 - [Docusaurus Documentation](https://docusaurus.io/docs)
 - [MDX Documentation](https://mdxjs.com/)
-- [Superset Contributing Guide](../CONTRIBUTING.md)
+- [Superset Developer Docs](https://superset.apache.org/developer-docs/)
 - [Main Superset Documentation](https://superset.apache.org/docs/intro)
 
 ## 📖 Real Examples and Patterns

docs/README.md

@@ -18,16 +18,17 @@ under the License.
 -->
 
 This is the public documentation site for Superset, built using
-[Docusaurus 3](https://docusaurus.io/). See
-[CONTRIBUTING.md](../CONTRIBUTING.md#documentation) for documentation on
-contributing to documentation.
+[Docusaurus 3](https://docusaurus.io/). See the
+[Developer Docs](https://superset.apache.org/developer-docs/contributing/development-setup#documentation)
+for documentation on contributing to documentation.
 
 ## Version Management
 
-The Superset documentation site uses Docusaurus versioning with three independent versioned sections:
+The Superset documentation site uses Docusaurus versioning with four independent sections:
 
-- **Main Documentation** (`/docs/`) - Core Superset documentation
-- **Developer Portal** (`/developer_portal/`) - Developer guides and tutorials  
+- **User Documentation** (`/user-docs/`) - End-user guides and tutorials
+- **Admin Documentation** (`/admin-docs/`) - Installation, configuration, and security
+- **Developer Docs** (`/developer-docs/`) - Developer guides, contributing, and extensions
 - **Component Playground** (`/components/`) - Interactive component examples (currently disabled)
 
 Each section maintains its own version history and can be versioned independently.

docs/admin_docs/configuration/alerts-reports.mdx

@@ -20,12 +20,12 @@ Alerts and reports are disabled by default. To turn them on, you'll need to chan
 
 #### In your `superset_config.py` or `superset_config_docker.py`
 
-- `"ALERT_REPORTS"` [feature flag](/docs/configuration/configuring-superset#feature-flags) must be turned to True.
+- `"ALERT_REPORTS"` [feature flag](/admin-docs/configuration/configuring-superset#feature-flags) must be turned to True.
 - `beat_schedule` in CeleryConfig must contain schedule for `reports.scheduler`.
 - At least one of those must be configured, depending on what you want to use:
   - emails: `SMTP_*` settings
   - Slack messages: `SLACK_API_TOKEN`
-- Users can customize the email subject by including date code placeholders, which will automatically be replaced with the corresponding UTC date when the email is sent. To enable this functionality, activate the `"DATE_FORMAT_IN_EMAIL_SUBJECT"` [feature flag](/docs/configuration/configuring-superset#feature-flags). This enables date formatting in email subjects, preventing all reporting emails from being grouped into the same thread (optional for the reporting feature).
+- Users can customize the email subject by including date code placeholders, which will automatically be replaced with the corresponding UTC date when the email is sent. To enable this functionality, activate the `"DATE_FORMAT_IN_EMAIL_SUBJECT"` [feature flag](/admin-docs/configuration/configuring-superset#feature-flags). This enables date formatting in email subjects, preventing all reporting emails from being grouped into the same thread (optional for the reporting feature).
     - Use date codes from [strftime.org](https://strftime.org/) to create the email subject.
     - If no date code is provided, the original string will be used as the email subject.
 
@@ -36,7 +36,7 @@ Screenshots will be taken but no messages actually sent as long as `ALERT_REPORT
 #### In your `Dockerfile`
 
 You'll need to extend the Superset image to include a headless browser. Your options include:
-- Use Playwright with Chrome: this is the recommended approach as of version 4.1.x or greater. A working example of a Dockerfile that installs these tools is provided under "Building your own production Docker image" on the [Docker Builds](/docs/installation/docker-builds#building-your-own-production-docker-image) page. Read the code comments there as you'll also need to change a feature flag in your config.
+- Use Playwright with Chrome: this is the recommended approach as of version 4.1.x or greater. A working example of a Dockerfile that installs these tools is provided under "Building your own production Docker image" on the [Docker Builds](/admin-docs/installation/docker-builds#building-your-own-production-docker-image) page. Read the code comments there as you'll also need to change a feature flag in your config.
 - Use Firefox: you'll need to install geckodriver and Firefox.
 - Use Chrome without Playwright: you'll need to install Chrome and set the value of `WEBDRIVER_TYPE` to `"chrome"` in your `superset_config.py`.
 
@@ -84,7 +84,7 @@ SLACK_API_RATE_LIMIT_RETRY_COUNT = 5
 ### Kubernetes-specific
 
 - You must have a `celery beat` pod running. If you're using the chart included in the GitHub repository under [helm/superset](https://github.com/apache/superset/tree/master/helm/superset), you need to put `supersetCeleryBeat.enabled = true` in your values override.
-- You can see the dedicated docs about [Kubernetes installation](/docs/installation/kubernetes) for more details.
+- You can see the dedicated docs about [Kubernetes installation](/admin-docs/installation/kubernetes) for more details.
 
 ### Docker Compose specific
 
@@ -398,3 +398,8 @@ the user can add the metadata required for scheduling the query.
 This information can then be retrieved from the endpoint `/api/v1/saved_query/` and used to
 schedule the queries that have `schedule_info` in their JSON metadata. For schedulers other than
 Airflow, additional fields can be easily added to the configuration file above.
+
+:::resources
+- [Tutorial: Automated Alerts and Reporting via Slack/Email in Superset](https://dev.to/ngtduc693/apache-superset-topic-5-automated-alerts-and-reporting-via-slackemail-in-superset-2gbe)
+- [Blog: Integrating Slack alerts and Apache Superset for better data observability](https://medium.com/affinityanswers-tech/integrating-slack-alerts-and-apache-superset-for-better-data-observability-fd2f9a12c350)
+:::

docs/admin_docs/configuration/async-queries-celery.mdx

@@ -102,3 +102,7 @@ You can run flower using:
 ```bash
 celery --app=superset.tasks.celery_app:app flower
 ```
+
+:::resources
+- [Blog: How to Set Up Global Async Queries (GAQ) in Apache Superset](https://medium.com/@ngigilevis/how-to-set-up-global-async-queries-gaq-in-apache-superset-a-complete-guide-9d2f4a047559)
+:::

docs/admin_docs/configuration/cache.mdx

@@ -7,6 +7,12 @@ version: 1
 
 # Caching
 
+:::note
+When a cache backend is configured, Superset expects it to remain available. Operations will
+fail if the configured backend becomes unavailable rather than silently degrading. This
+fail-fast behavior ensures operators are immediately aware of infrastructure issues.
+:::
+
 Superset uses [Flask-Caching](https://flask-caching.readthedocs.io/) for caching purposes.
 Flask-Caching supports various caching backends, including Redis (recommended), Memcached,
 SimpleCache (in-memory), or the local filesystem.
@@ -78,11 +84,11 @@ Caching for SQL Lab query results is used when async queries are enabled and is
 Note that this configuration does not use a flask-caching dictionary for its configuration, but
 instead requires a cachelib object.
 
-See [Async Queries via Celery](/docs/configuration/async-queries-celery) for details.
+See [Async Queries via Celery](/admin-docs/configuration/async-queries-celery) for details.
 
 ## Caching Thumbnails
 
-This is an optional feature that can be turned on by activating its [feature flag](/docs/configuration/configuring-superset#feature-flags) on config:
+This is an optional feature that can be turned on by activating its [feature flag](/admin-docs/configuration/configuring-superset#feature-flags) on config:
 
 ```
 FEATURE_FLAGS = {
@@ -152,3 +158,86 @@ Then on configuration:
 ```
 WEBDRIVER_AUTH_FUNC = auth_driver
 ```
+
+## Distributed Coordination Backend
+
+Superset supports an optional distributed coordination (`DISTRIBUTED_COORDINATION_CONFIG`) for
+high-performance distributed operations. This configuration enables:
+
+- **Distributed locking**: Moves lock operations from the metadata database to Redis, improving
+  performance and reducing metastore load
+- **Real-time event notifications**: Enables instant pub/sub messaging for task abort signals and
+  completion notifications instead of polling-based approaches
+
+:::note
+This requires Redis or Valkey specifically—it uses Redis-specific features (pub/sub, `SET NX EX`)
+that are not available in general Flask-Caching backends.
+:::
+
+### Configuration
+
+The distributed coordination uses Flask-Caching style configuration for consistency with other cache
+backends. Configure `DISTRIBUTED_COORDINATION_CONFIG` in `superset_config.py`:
+
+```python
+DISTRIBUTED_COORDINATION_CONFIG = {
+    "CACHE_TYPE": "RedisCache",
+    "CACHE_REDIS_HOST": "localhost",
+    "CACHE_REDIS_PORT": 6379,
+    "CACHE_REDIS_DB": 0,
+    "CACHE_REDIS_PASSWORD": "",  # Optional
+}
+```
+
+For Redis Sentinel deployments:
+
+```python
+DISTRIBUTED_COORDINATION_CONFIG = {
+    "CACHE_TYPE": "RedisSentinelCache",
+    "CACHE_REDIS_SENTINELS": [("sentinel1", 26379), ("sentinel2", 26379)],
+    "CACHE_REDIS_SENTINEL_MASTER": "mymaster",
+    "CACHE_REDIS_SENTINEL_PASSWORD": None,  # Sentinel password (if different)
+    "CACHE_REDIS_PASSWORD": "",  # Redis password
+    "CACHE_REDIS_DB": 0,
+}
+```
+
+For SSL/TLS connections:
+
+```python
+DISTRIBUTED_COORDINATION_CONFIG = {
+    "CACHE_TYPE": "RedisCache",
+    "CACHE_REDIS_HOST": "redis.example.com",
+    "CACHE_REDIS_PORT": 6380,
+    "CACHE_REDIS_SSL": True,
+    "CACHE_REDIS_SSL_CERTFILE": "/path/to/client.crt",
+    "CACHE_REDIS_SSL_KEYFILE": "/path/to/client.key",
+    "CACHE_REDIS_SSL_CA_CERTS": "/path/to/ca.crt",
+}
+```
+
+### Distributed Lock TTL
+
+You can configure the default lock TTL (time-to-live) in seconds. Locks automatically expire after
+this duration to prevent deadlocks from crashed processes:
+
+```python
+DISTRIBUTED_LOCK_DEFAULT_TTL = 30  # Default: 30 seconds
+```
+
+Individual lock acquisitions can override this value when needed.
+
+### Database-Only Mode
+
+When `DISTRIBUTED_COORDINATION_CONFIG` is not configured, Superset uses database-backed operations:
+
+- **Locking**: Uses the KeyValue table with periodic cleanup of expired entries
+- **Event notifications**: Uses database polling instead of pub/sub
+
+While database-backed operations work reliably, the Redis backend is recommended for production
+deployments where low latency and reduced database load are important.
+
+:::resources
+- [Blog: The Data Engineer's Guide to Lightning-Fast Superset Dashboards](https://preset.io/blog/the-data-engineers-guide-to-lightning-fast-apache-superset-dashboards/)
+- [Blog: Accelerating Dashboards with Materialized Views](https://preset.io/blog/accelerating-apache-superset-dashboards-with-materialized-views/)
+:::

docs/admin_docs/configuration/configuring-superset.mdx

@@ -37,7 +37,7 @@ ENV SUPERSET_CONFIG_PATH /app/superset_config.py
 ```
 
 Docker compose deployments handle application configuration differently using specific conventions.
-Refer to the [docker compose tips & configuration](/docs/installation/docker-compose#docker-compose-tips--configuration)
+Refer to the [docker compose tips & configuration](/admin-docs/installation/docker-compose#docker-compose-tips--configuration)
 for details.
 
 The following is an example of just a few of the parameters you can set in your `superset_config.py` file:
@@ -220,11 +220,12 @@ RequestHeader set X-Forwarded-Proto "https"
 *Please be advised that this feature is in BETA.*
 
 Superset supports running the application under a non-root path. The root path
-prefix can be specified in one of two ways:
+prefix can be specified in one of three ways:
 
-- Setting the `SUPERSET_APP_ROOT` environment variable to the desired prefix.
 - Customizing the [Flask entrypoint](https://github.com/apache/superset/blob/master/superset/app.py#L29)
-  by passing the `superset_app_root` variable.
+  by passing the `superset_app_root` variable; or
+- Setting the `SUPERSET_APP_ROOT` environment variable to the desired prefix; or
+- Setting the `APPLICATION_ROOT` config in your `superset_config.py` file.
 
 Note, the prefix should start with a `/`.
 
@@ -246,7 +247,7 @@ flask --app "superset.app:create_app(superset_app_root='/analytics')"
 
 ### Docker builds
 
-The [docker compose](/docs/installation/docker-compose#configuring-further) developer
+The [docker compose](/admin-docs/installation/docker-compose#configuring-further) developer
 configuration includes an additional environmental variable,
 [`SUPERSET_APP_ROOT`](https://github.com/apache/superset/blob/master/docker/.env),
 to simplify the process of setting up a non-default root path across the services.
@@ -441,4 +442,8 @@ FEATURE_FLAGS = {
 }
 ```
 
-A current list of feature flags can be found in [RESOURCES/FEATURE_FLAGS.md](https://github.com/apache/superset/blob/master/RESOURCES/FEATURE_FLAGS.md).
+A current list of feature flags can be found in the [Feature Flags](/admin-docs/configuration/feature-flags) documentation.
+
+:::resources
+- [Blog: Feature Flags in Apache Superset](https://preset.io/blog/feature-flags-in-apache-superset-and-preset/)
+:::

docs/admin_docs/configuration/feature-flags.mdx

@@ -0,0 +1,107 @@
+---
+title: Feature Flags
+hide_title: true
+sidebar_position: 2
+version: 1
+---
+
+import featureFlags from '@site/static/feature-flags.json';
+
+export const FlagTable = ({flags}) => (
+  <table>
+    <thead>
+      <tr>
+        <th>Flag</th>
+        <th>Default</th>
+        <th>Description</th>
+      </tr>
+    </thead>
+    <tbody>
+      {flags.map((flag) => (
+        <tr key={flag.name}>
+          <td><code>{flag.name}</code></td>
+          <td><code>{flag.default ? 'True' : 'False'}</code></td>
+          <td>
+            {flag.description}
+            {flag.docs && (
+              <> (<a href={flag.docs}>docs</a>)</>
+            )}
+          </td>
+        </tr>
+      ))}
+    </tbody>
+  </table>
+);
+
+# Feature Flags
+
+Superset uses feature flags to control the availability of features. Feature flags allow
+gradual rollout of new functionality and provide a way to enable experimental features.
+
+To enable a feature flag, add it to your `superset_config.py`:
+
+```python
+FEATURE_FLAGS = {
+    "ENABLE_TEMPLATE_PROCESSING": True,
+}
+```
+
+## Lifecycle
+
+Feature flags progress through lifecycle stages:
+
+| Stage | Description |
+|-------|-------------|
+| **Development** | Experimental features under active development. May be incomplete or unstable. |
+| **Testing** | Feature complete but undergoing testing. Usable but may contain bugs. |
+| **Stable** | Production-ready features. Safe for all deployments. |
+| **Deprecated** | Features scheduled for removal. Migrate away from these. |
+
+---
+
+## Development
+
+These features are experimental and under active development. Use only in development environments.
+
+<FlagTable flags={featureFlags.flags.development} />
+
+---
+
+## Testing
+
+These features are complete but still being tested. They are usable but may have bugs.
+
+<FlagTable flags={featureFlags.flags.testing} />
+
+---
+
+## Stable
+
+These features are production-ready and safe to enable.
+
+<FlagTable flags={featureFlags.flags.stable} />
+
+---
+
+## Deprecated
+
+These features are scheduled for removal. Plan to migrate away from them.
+
+<FlagTable flags={featureFlags.flags.deprecated} />
+
+---
+
+## Adding New Feature Flags
+
+When adding a new feature flag to `superset/config.py`, include the following annotations:
+
+```python
+# Description of what the feature does
+# @lifecycle: development | testing | stable | deprecated
+# @docs: https://superset.apache.org/docs/... (optional)
+# @category: runtime_config | path_to_deprecation (optional, for stable flags)
+"MY_NEW_FEATURE": False,
+```
+
+This documentation is auto-generated from the annotations in
+[config.py](https://github.com/apache/superset/blob/master/superset/config.py).

docs/admin_docs/configuration/networking-settings.mdx

@@ -51,8 +51,20 @@ Restart Superset for this configuration change to take effect.
 
 #### Making a Dashboard Public
 
-1. Add the `'DASHBOARD_RBAC': True` [Feature Flag](https://github.com/apache/superset/blob/master/RESOURCES/FEATURE_FLAGS.md) to `superset_config.py`
-2. Add the `Public` role to your dashboard as described [here](https://superset.apache.org/docs/using-superset/creating-your-first-dashboard/#manage-access-to-dashboards)
+There are two approaches to making dashboards publicly accessible:
+
+**Option 1: Dataset-based access (simpler)**
+1. Set `PUBLIC_ROLE_LIKE = "Public"` in `superset_config.py`
+2. Grant the Public role access to the relevant datasets (Menu → Security → List Roles → Public)
+3. All published dashboards using those datasets become visible to anonymous users
+
+**Option 2: Dashboard-level access (selective control)**
+1. Set `PUBLIC_ROLE_LIKE = "Public"` in `superset_config.py`
+2. Add the `'DASHBOARD_RBAC': True` [Feature Flag](/admin-docs/configuration/feature-flags)
+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.
 
 #### Embedding a Public Dashboard
 
@@ -84,6 +96,24 @@ To enable this entry, add the following line to the `.env` file:
 SUPERSET_FEATURE_EMBEDDED_SUPERSET=true
 ```
 
+### Hiding the Logout Button in Embedded Contexts
+
+When Superset is embedded in an application that manages authentication via SSO (OAuth2, SAML, or JWT), the logout button should be hidden since session management is handled by the parent application.
+
+To hide the logout button in embedded contexts, add to `superset_config.py`:
+
+```python
+FEATURE_FLAGS = {
+    "DISABLE_EMBEDDED_SUPERSET_LOGOUT": True,
+}
+```
+
+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.
+:::
+
 ## CSRF settings
 
 Similarly, [flask-wtf](https://flask-wtf.readthedocs.io/en/0.15.x/config/) is used to manage

docs/admin_docs/configuration/sql-templating.mdx

@@ -7,10 +7,14 @@ version: 1
 
 # SQL Templating
 
+:::tip Looking to use SQL templating?
+For a user-focused guide on writing Jinja templates in SQL Lab and virtual datasets, see the [SQL Templating User Guide](/user-docs/using-superset/sql-templating). This page covers administrator configuration options.
+:::
+
 ## Jinja Templates
 
 SQL Lab and Explore supports [Jinja templating](https://jinja.palletsprojects.com/en/2.11.x/) in queries.
-To enable templating, the `ENABLE_TEMPLATE_PROCESSING` [feature flag](/docs/configuration/configuring-superset#feature-flags) needs to be enabled in `superset_config.py`.
+To enable templating, the `ENABLE_TEMPLATE_PROCESSING` [feature flag](/admin-docs/configuration/configuring-superset#feature-flags) needs to be enabled in `superset_config.py`.
 
 :::warning[Security Warning]
 
@@ -590,3 +594,7 @@ Loads a string as a `datetime` object. This is useful when performing date opera
    do something else
 {% endif %}
 ```
+
+:::resources
+- [Blog: Intro to Jinja Templating in Apache Superset](https://preset.io/blog/intro-jinja-templating-apache-superset/)
+:::

docs/admin_docs/configuration/theming.mdx

@@ -395,3 +395,11 @@ For programmatic theme management, Superset provides REST endpoints:
 - `POST /api/v1/theme/import/` - Import themes from YAML
 
 These endpoints require appropriate permissions and are subject to RBAC controls.
+
+:::resources
+- [Video: Live Demo — Theming Apache Superset](https://www.youtube.com/watch?v=XsZAsO9tC3o)
+- [CSS and Theming](https://docs.preset.io/docs/css-and-theming) - Additional theming techniques and CSS customization
+- [Blog: Customizing Apache Superset Dashboards with CSS](https://preset.io/blog/customizing-superset-dashboards-with-css/)
+- [Blog: Customizing Dashboards with CSS — Tips and Tricks](https://preset.io/blog/customizing-apache-superset-dashboards-with-css-additional-tips-and-tricks/)
+- [Blog: Customizing Chart Colors](https://preset.io/blog/customizing-chart-colors-with-superset-and-preset/)
+:::

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](/docs/configuration/databases#installing-drivers-in-docker-images) 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](/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.
 
 For example the following is a comparison of MySQL and Presto,
 

docs/admin_docs/index.md

@@ -0,0 +1,42 @@
+---
+title: Admin Documentation
+description: Administrator guides for installing, configuring, and managing Apache Superset
+---
+
+<!--
+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.
+-->
+
+# Admin Documentation
+
+This section contains documentation for system administrators and operators who deploy and manage Apache Superset installations.
+
+## What's in this section
+
+- **[Installation](/admin-docs/installation/installation-methods)** - Deploy Superset using Docker, Kubernetes, or PyPI
+- **[Configuration](/admin-docs/configuration/configuring-superset)** - Configure authentication, caching, feature flags, and more
+- **[Security](/admin-docs/security/)** - Set up roles, permissions, and secure your deployment
+
+## Related
+
+- **[Database Drivers](/user-docs/databases/)** - See User Docs for database connection setup (admins may need to install drivers)
+
+## Looking for something else?
+
+- **[User Documentation](/user-docs/)** - Guides for analysts and business users
+- **[Developer Documentation](/developer-docs)** - Contributing, extensions, and development guides

docs/admin_docs/installation/architecture.mdx

@@ -24,10 +24,10 @@ A Superset installation is made up of these components:
 
 The optional components above are necessary to enable these features:
 
-- [Alerts and Reports](/docs/configuration/alerts-reports)
-- [Caching](/docs/configuration/cache)
-- [Async Queries](/docs/configuration/async-queries-celery/)
-- [Dashboard Thumbnails](/docs/configuration/cache/#caching-thumbnails)
+- [Alerts and Reports](/admin-docs/configuration/alerts-reports)
+- [Caching](/admin-docs/configuration/cache)
+- [Async Queries](/admin-docs/configuration/async-queries-celery/)
+- [Dashboard Thumbnails](/admin-docs/configuration/cache/#caching-thumbnails)
 
 If you install with Kubernetes or Docker Compose, all of these components will be created.
 
@@ -59,7 +59,7 @@ The caching layer serves two main functions:
 - Store the results of queries to your data warehouse so that when a chart is loaded twice, it pulls from the cache the second time, speeding up the application and reducing load on your data warehouse.
 - Act as a message broker for the worker, enabling the Alerts & Reports, async queries, and thumbnail caching features.
 
-Most people use Redis for their cache, but Superset supports other options too. See the [cache docs](/docs/configuration/cache/) for more.
+Most people use Redis for their cache, but Superset supports other options too. See the [cache docs](/admin-docs/configuration/cache/) for more.
 
 ### Worker and Beat
 
@@ -67,6 +67,6 @@ This is one or more workers who execute tasks like run async queries or take sna
 
 ## Other components
 
-Other components can be incorporated into Superset. The best place to learn about additional configurations is the [Configuration page](/docs/configuration/configuring-superset). For instance, you could set up a load balancer or reverse proxy to implement HTTPS in front of your Superset application, or specify a Mapbox URL to enable geospatial charts, etc.
+Other components can be incorporated into Superset. The best place to learn about additional configurations is the [Configuration page](/admin-docs/configuration/configuring-superset). For instance, you could set up a load balancer or reverse proxy to implement HTTPS in front of your Superset application, or specify a Mapbox URL to enable geospatial charts, etc.
 
 Superset won't even start without certain configuration settings established, so it's essential to review that page.

docs/admin_docs/installation/docker-compose.mdx

@@ -17,11 +17,11 @@ Since `docker compose` is primarily designed to run a set of containers on **a s
 and can't support requirements for **high availability**, we do not support nor recommend
 using our `docker compose` constructs to support production-type use-cases. For single host
 environments, we recommend using [minikube](https://minikube.sigs.k8s.io/docs/start/) along
-with our [installing on k8s](https://superset.apache.org/docs/installation/running-on-kubernetes)
+with our [installing on k8s](https://superset.apache.org/admin-docs/installation/running-on-kubernetes)
 documentation.
 :::
 
-As mentioned in our [quickstart guide](/docs/quickstart), the fastest way to try
+As mentioned in our [quickstart guide](/user-docs/quickstart), the fastest way to try
 Superset locally is using Docker Compose on a Linux or Mac OSX
 computer. Superset does not have official support for Windows. It's also the easiest
 way to launch a fully functioning **development environment** quickly.

docs/admin_docs/installation/installation-methods.mdx

@@ -9,11 +9,11 @@ import useBaseUrl from "@docusaurus/useBaseUrl";
 
 # Installation Methods
 
-How should you install Superset? Here's a comparison of the different options. It will help if you've first read the [Architecture](/docs/installation/architecture.mdx) page to understand Superset's different components.
+How should you install Superset? Here's a comparison of the different options. It will help if you've first read the [Architecture](/admin-docs/installation/architecture) page to understand Superset's different components.
 
 The fundamental trade-off is between you needing to do more of the detail work yourself vs. using a more complex deployment route that handles those details.
 
-## [Docker Compose](/docs/installation/docker-compose.mdx)
+## [Docker Compose](/admin-docs/installation/docker-compose)
 
 **Summary:** This takes advantage of containerization while remaining simpler than Kubernetes. This is the best way to try out Superset; it's also useful for developing & contributing back to Superset.
 
@@ -27,9 +27,9 @@ You will need to back up your metadata DB. That could mean backing up the servic
 
 You will also need to extend the Superset docker image. The default `lean` images do not contain drivers needed to access your metadata database (Postgres or MySQL), nor to access your data warehouse, nor the headless browser needed for Alerts & Reports. You could run a `-dev` image while demoing Superset, which has some of this, but you'll still need to install the driver for your data warehouse. The `-dev` images run as root, which is not recommended for production.
 
-Ideally you will build your own image of Superset that extends `lean`, adding what your deployment needs. See [Building your own production Docker image](/docs/installation/docker-builds/#building-your-own-production-docker-image).
+Ideally you will build your own image of Superset that extends `lean`, adding what your deployment needs. See [Building your own production Docker image](/admin-docs/installation/docker-builds/#building-your-own-production-docker-image).
 
-## [Kubernetes (K8s)](/docs/installation/kubernetes.mdx)
+## [Kubernetes (K8s)](/admin-docs/installation/kubernetes)
 
 **Summary:** This is the best-practice way to deploy a production instance of Superset, but has the steepest skill requirement - someone who knows Kubernetes.
 
@@ -41,7 +41,7 @@ A K8s deployment can scale up and down based on usage and deploy rolling updates
 
 You will need to build your own Docker image, and back up your metadata DB, both as described in Docker Compose above. You'll also need to customize your Helm chart values and deploy and maintain your Kubernetes cluster.
 
-## [PyPI (Python)](/docs/installation/pypi.mdx)
+## [PyPI (Python)](/admin-docs/installation/pypi)
 
 **Summary:** This is the only method that requires no knowledge of containers. It requires the most hands-on work to deploy, connect, and maintain each component.
 

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](/docs/configuration/databases) for more information.
+See [Install Database Drivers](/admin-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.
@@ -310,7 +310,7 @@ configOverrides:
 
 ### Enable Alerts and Reports
 
-For this, as per the [Alerts and Reports doc](/docs/configuration/alerts-reports), you will need to:
+For this, as per the [Alerts and Reports doc](/admin-docs/configuration/alerts-reports), you will need to:
 
 #### Install a supported webdriver in the Celery worker
 
@@ -323,7 +323,7 @@ supersetWorker:
     - -c
     - |
       # Install chrome webdriver
-      # See https://github.com/apache/superset/blob/4fa3b6c7185629b87c27fc2c0e5435d458f7b73d/docs/src/pages/docs/installation/email_reports.mdx
+      # See https://github.com/apache/superset/blob/4fa3b6c7185629b87c27fc2c0e5435d458f7b73d/docs/src/pages/admin-docs/installation/email_reports.mdx
       apt-get update
       apt-get install -y wget
       wget https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb
@@ -444,3 +444,8 @@ To load the examples, add the following to the `my_values.yaml` file:
 init:
   loadExamples: true
 ```
+
+:::resources
+- [Tutorial: Mastering Data Visualization — Installing Superset on Kubernetes with Helm Chart](https://mahira-technology.medium.com/mastering-data-visualization-installing-superset-on-kubernetes-cluster-using-helm-chart-e4ec99199e1e)
+- [Tutorial: Installing Apache Superset in Kubernetes](https://aws.plainenglish.io/installing-apache-superset-in-kubernetes-1aec192ac495)
+:::

docs/admin_docs/installation/pypi.mdx

@@ -134,7 +134,7 @@ pip install apache_superset
 
 Then, define mandatory configurations, SECRET_KEY and FLASK_APP:
 ```bash
-export SUPERSET_SECRET_KEY=YOUR-SECRET-KEY # For production use, make sure this is a strong key, for example generated using `openssl rand -base64 42`. See https://superset.apache.org/docs/configuration/configuring-superset#specifying-a-secret_key
+export SUPERSET_SECRET_KEY=YOUR-SECRET-KEY # For production use, make sure this is a strong key, for example generated using `openssl rand -base64 42`. See https://superset.apache.org/admin-docs/configuration/configuring-superset#specifying-a-secret_key
 export FLASK_APP=superset
 ```
 

docs/admin_docs/installation/upgrading-superset.mdx

@@ -47,3 +47,15 @@ superset init
 While upgrading superset should not delete your charts and dashboards, we recommend following best
 practices and to backup your metadata database before upgrading. Before upgrading production, we
 recommend upgrading in a staging environment and upgrading production finally during off-peak usage.
+
+## Breaking Changes
+
+For a detailed list of breaking changes and migration notes for each version, see
+[UPDATING.md](https://github.com/apache/superset/blob/master/UPDATING.md).
+
+This file documents backwards-incompatible changes and provides guidance for migrating between
+major versions, including:
+- Configuration changes
+- API changes
+- Database migrations
+- Deprecated features

docs/admin_docs/security/cves.mdx

@@ -2,6 +2,15 @@
 title: CVEs fixed by release
 sidebar_position: 2
 ---
+#### Version 6.0.0
+
+| CVE            | Title                                                                              | Affected |
+|:---------------|:-----------------------------------------------------------------------------------|---------:|
+| CVE-2026-23980 | Improper Neutralization of Special Elements used in a SQL Command                  |  < 6.0.0 |
+| CVE-2026-23982 | Improper Authorization in Dataset Creation Allows Access Control Bypass            |  < 6.0.0 |
+| CVE-2026-23983 | Information Disclosure of sensitive user info via Tags                             |  < 6.0.0 |
+| CVE-2026-23984 | SQLLab Read-Only Bypass on PostgreSQL (DML execution)                              |  < 6.0.0 |
+
 #### Version 5.0.0
 
 | CVE            | Title                                                                              | Affected |
@@ -22,6 +31,7 @@ sidebar_position: 2
 |:---------------|:-----------------------------------------------------------------------------------|---------:|
 | CVE-2025-27696 | Improper authorization leading to resource ownership takeover                      |  < 4.1.2 |
 | CVE-2025-48912 | Improper authorization bypass on row level security via SQL Injection              |  < 4.1.2 |
+| CVE-2026-23969 | Exposure of Sensitive Information via Incomplete ClickHouse Function Filtering     |  < 4.1.2 |
 
 #### Version 4.1.0
 

docs/admin_docs/security/securing_superset.mdx

@@ -114,7 +114,7 @@ Superset can use Flask-Talisman to set security headers. However, it must be exp
 >
 > In Superset 4.0 and later, Talisman is disabled by default (`TALISMAN_ENABLED = False`). You **must** explicitly enable it in your `superset_config.py` for the security headers defined in `TALISMAN_CONFIG` to take effect.
 
-Here's the documentation section how how to set up Talisman: https://superset.apache.org/docs/security/#content-security-policy-csp
+Here's the documentation section how how to set up Talisman: https://superset.apache.org/admin-docs/security/#content-security-policy-csp
 
 ### **Database Security**
 
@@ -171,4 +171,9 @@ Rotating the `SUPERSET_SECRET_KEY` is a critical security procedure. It is manda
 
 **Procedure for Rotating the Key**
 The procedure for safely rotating the SECRET_KEY must be followed precisely to avoid locking yourself out of your instance. The official Apache Superset documentation maintains the correct, up-to-date procedure. Please follow the official guide here:
-https://superset.apache.org/docs/configuration/configuring-superset/#rotating-to-a-newer-secret_key
+https://superset.apache.org/admin-docs/configuration/configuring-superset/#rotating-to-a-newer-secret_key
+
+:::resources
+- [Blog: Running Apache Superset on the Open Internet](https://preset.io/blog/running-apache-superset-on-the-open-internet-a-report-from-the-fireline/)
+- [Blog: How Security Vulnerabilities are Reported & Handled in Apache Superset](https://preset.io/blog/how-security-vulnerabilities-are-reported-and-handled-in-apache-superset/)
+:::

docs/admin_docs/security/security.mdx

@@ -46,12 +46,62 @@ to all databases by default, both **Alpha** and **Gamma** users need to be given
 
 ### Public
 
-To allow logged-out users to access some Superset features, you can use the `PUBLIC_ROLE_LIKE` config setting and assign it to another role whose permissions you want passed to this role.
+The **Public** role is the most restrictive built-in role, designed specifically for anonymous/unauthenticated
+users who need to view dashboards. It provides minimal read-only access for:
 
-For example, by setting `PUBLIC_ROLE_LIKE = "Gamma"` in your `superset_config.py` file, you grant
-public role the same set of permissions as for the **Gamma** role. This is useful if one
-wants to enable anonymous users to view dashboards. Explicit grant on specific datasets is
-still required, meaning that you need to edit the **Public** role and add the public data sources to the role manually.
+- Viewing dashboards and charts
+- Using interactive dashboard filters
+- Accessing dashboard and chart permalinks
+- Reading embedded dashboards
+- Viewing annotations on charts
+
+The Public role explicitly excludes:
+- Any write permissions on dashboards, charts, or datasets
+- SQL Lab access
+- Share functionality
+- User profile or admin features
+- Menu access to most Superset features
+
+Anonymous users are automatically assigned the Public role when `AUTH_ROLE_PUBLIC` is configured
+(a Flask-AppBuilder setting). The `PUBLIC_ROLE_LIKE` setting is **optional** and controls what
+permissions are synced to the Public role when you run `superset init`:
+
+```python
+# Optional: Sync sensible default permissions to the Public role
+PUBLIC_ROLE_LIKE = "Public"
+
+# Alternative: Copy permissions from Gamma for broader access
+# PUBLIC_ROLE_LIKE = "Gamma"
+```
+
+If you prefer to manually configure the Public role's permissions (or use `DASHBOARD_RBAC` to
+grant access at the dashboard level), you do not need to set `PUBLIC_ROLE_LIKE`.
+
+**Important notes:**
+
+- **Data access is still required:** The Public role only grants UI/API permissions. You must
+  also grant access to specific datasets necessary to view a dashboard. As with other roles,
+  this can be done in two ways:
+
+  - **Without `DASHBOARD_RBAC`:** Dashboards only appear in the list and are accessible if
+    the user has permission to at least one of their datasets. Grant dataset access by editing
+    the Public role in the Superset UI (Menu → Security → List Roles → Public) and adding the
+    relevant data sources. All published dashboards using those datasets become visible.
+
+  - **With `DASHBOARD_RBAC` enabled:** Anonymous users will only see dashboards where the
+    "Public" role has been explicitly added in the dashboard's properties. Dataset permissions
+    are not required—DASHBOARD_RBAC handles the cascading permissions check. This provides
+    fine-grained control over which dashboards are publicly visible.
+
+- **Role synchronization:** Built-in role permissions (Admin, Alpha, Gamma, sql_lab, and Public
+  when `PUBLIC_ROLE_LIKE = "Public"`) are synchronized when you run `superset init`. Any manual
+  permission edits to these roles may be overwritten during upgrades. To customize the Public
+  role permissions, you can either:
+  - Edit the Public role directly and avoid setting `PUBLIC_ROLE_LIKE` (permissions won't be
+    overwritten by `superset init`)
+  - Copy the Public role via "Copy Role" in the Superset web UI, save it under a different name
+    (e.g., "Public_Custom"), customize the permissions, then update **both** configs:
+    `PUBLIC_ROLE_LIKE = "Public_Custom"` and `AUTH_ROLE_PUBLIC = "Public_Custom"`
 
 ### Managing Data Source Access for Gamma Roles
 
@@ -64,6 +114,46 @@ tables in the **Permissions** dropdown. To select the data sources you want to a
 You can then confirm with users assigned to the **Gamma** role that they see the
 objects (dashboards and slices) associated with the tables you just extended them.
 
+### Dashboard Access Control
+
+Access to dashboards is managed via owners (users that have edit permissions to the dashboard).
+Non-owner user access can be managed in two ways. Note that dashboards must be published to be
+visible to other users.
+
+#### Dataset-Based Access (Default)
+
+By default, users can view published dashboards if they have access to at least one dataset
+used in that dashboard. Grant dataset access by adding the relevant data source permissions
+to a role (Menu → Security → List Roles).
+
+This is the simplest approach but provides all-or-nothing access based on dataset permissions—
+if a user has access to a dataset, they can see all published dashboards using that dataset.
+
+#### Dashboard-Level Access (DASHBOARD_RBAC)
+
+For fine-grained control over which dashboards specific roles can access, enable the
+`DASHBOARD_RBAC` feature flag:
+
+```python
+FEATURE_FLAGS = {
+    "DASHBOARD_RBAC": True,
+}
+```
+
+With this enabled, you can assign specific roles to each dashboard in its properties. Users
+will only see dashboards where their role is explicitly added.
+
+**Important considerations:**
+- Dashboard access **bypasses** dataset-level checks—granting a role access to a dashboard
+  implicitly grants read access to all charts and datasets in that dashboard
+- Dashboards without any assigned roles fall back to dataset-based access
+- The dashboard must still be published to be visible
+
+This feature is particularly useful for:
+- Making specific dashboards public while keeping others private
+- Granting access to dashboards without exposing the underlying datasets for other uses
+- Creating dashboard-specific access patterns that don't align with dataset ownership
+
 ### SQL Execution Security Considerations
 
 Apache Superset includes features designed to provide safeguards when interacting with connected databases, such as the `DISALLOWED_SQL_FUNCTIONS` configuration setting. This aims to prevent the execution of potentially harmful database functions or system variables directly from Superset interfaces like SQL Lab.
@@ -341,7 +431,7 @@ TALISMAN_CONFIG = {
 ```
 
 For more information on setting up Talisman, please refer to
-https://superset.apache.org/docs/configuration/networking-settings/#changing-flask-talisman-csp.
+https://superset.apache.org/admin-docs/configuration/networking-settings/#changing-flask-talisman-csp.
 
 ### Reporting Security Vulnerabilities
 

docs/developer_docs/api.mdx

@@ -0,0 +1,590 @@
+---
+title: API Reference
+hide_title: true
+sidebar_position: 10
+---
+
+import { Alert } from 'antd';
+
+## REST API Reference
+
+Superset exposes a comprehensive **REST API** that follows the [OpenAPI specification](https://swagger.io/specification/).
+You can use this API to programmatically interact with Superset for automation, integrations, and custom applications.
+
+<Alert
+  type="info"
+  showIcon
+  message="Code Samples & Schema Documentation"
+  description={
+    <span>
+      Each endpoint includes ready-to-use code samples in <strong>cURL</strong>, <strong>Python</strong>, and <strong>JavaScript</strong>.
+      The sidebar includes <strong>Schema definitions</strong> for detailed data model documentation.
+    </span>
+  }
+  style={{ marginBottom: '24px' }}
+/>
+
+---
+
+### Authentication
+
+Most API endpoints require authentication via JWT tokens.
+
+#### Quick Start
+
+```bash
+# 1. Get a JWT token
+curl -X POST http://localhost:8088/api/v1/security/login \
+  -H "Content-Type: application/json" \
+  -d '{"username": "admin", "password": "admin", "provider": "db"}'
+
+# 2. Use the access_token from the response
+curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
+  http://localhost:8088/api/v1/dashboard/
+```
+
+#### Security Endpoints
+
+| 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` |
+
+---
+
+### API Endpoints
+
+#### Core Resources
+
+<details>
+<summary><strong>Dashboards</strong> (26 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}` |
+
+</details>
+
+<details>
+<summary><strong>Charts</strong> (20 endpoints) — Create, read, update, and delete charts (slices).</summary>
+
+| 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` |
+
+</details>
+
+<details>
+<summary><strong>Datasets</strong> (18 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` |
+
+</details>
+
+<details>
+<summary><strong>Database</strong> (31 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/` |
+
+</details>
+
+#### Data Exploration
+
+<details>
+<summary><strong>Explore</strong> (1 endpoints) — Chart exploration and data querying endpoints.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Assemble Explore related information in a single endpoint](./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>
+
+| 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/` |
+
+</details>
+
+<details>
+<summary><strong>Queries</strong> (17 endpoints) — View and manage SQL Lab query history.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Datasources</strong> (1 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/` |
+
+</details>
+
+<details>
+<summary><strong>Advanced Data Type</strong> (2 endpoints) — Endpoints for 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` |
+
+</details>
+
+#### Organization & Customization
+
+<details>
+<summary><strong>Tags</strong> (15 endpoints) — Organize assets with tags.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Annotation Layers</strong> (14 endpoints) — Manage annotation layers and annotations for charts.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>CSS Templates</strong> (8 endpoints) — Manage CSS templates for custom dashboard styling.</summary>
+
+| 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}` |
+
+</details>
+
+#### Sharing & Embedding
+
+<details>
+<summary><strong>Dashboard Permanent Link</strong> (2 endpoints) — Create and retrieve 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}` |
+
+</details>
+
+<details>
+<summary><strong>Explore Permanent Link</strong> (2 endpoints) — Create and retrieve 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}` |
+
+</details>
+
+<details>
+<summary><strong>SQL Lab Permanent Link</strong> (2 endpoints) — Create and retrieve 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}` |
+
+</details>
+
+<details>
+<summary><strong>Embedded Dashboard</strong> (1 endpoints) — Configure embedded dashboard settings.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Dashboard Filter State</strong> (4 endpoints) — Manage temporary filter state for dashboards.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Explore Form Data</strong> (4 endpoints) — Manage temporary form data for chart exploration.</summary>
+
+| 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}` |
+
+</details>
+
+#### Scheduling & Alerts
+
+<details>
+<summary><strong>Report Schedules</strong> (11 endpoints) — Configure scheduled reports and alerts.</summary>
+
+| 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/` |
+
+</details>
+
+#### Security & Access Control
+
+<details>
+<summary><strong>Security Roles</strong> (10 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/` |
+
+</details>
+
+<details>
+<summary><strong>Security Users</strong> (6 endpoints) — Manage user accounts.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Security Permissions</strong> (3 endpoints) — View available permissions.</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Security Resources (View Menus)</strong> (6 endpoints) — Manage security resources (view menus).</summary>
+
+| 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}` |
+
+</details>
+
+<details>
+<summary><strong>Security Permissions on Resources (View Menus)</strong> (6 endpoints) — Manage 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}` |
+
+</details>
+
+<details>
+<summary><strong>Row Level Security</strong> (8 endpoints) — Manage row-level security rules for data access control.</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}` |
+
+</details>
+
+#### Import/Export & Administration
+
+<details>
+<summary><strong>Import/export</strong> (2 endpoints) — Import and export Superset assets (dashboards, charts, databases).</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/` |
+
+</details>
+
+<details>
+<summary><strong>CacheRestApi</strong> (1 endpoints) — Cache management and invalidation operations.</summary>
+
+| 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` |
+
+</details>
+
+<details>
+<summary><strong>LogRestApi</strong> (4 endpoints) — Access audit logs and activity history.</summary>
+
+| 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/` |
+
+</details>
+
+#### User & System
+
+<details>
+<summary><strong>Current User</strong> (2 endpoints) — Get information about the currently 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/` |
+
+</details>
+
+<details>
+<summary><strong>User</strong> (1 endpoints) — User profile and preferences.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get the user avatar](./api/get-the-user-avatar) | `/api/v1/user/{user_id}/avatar.png` |
+
+</details>
+
+<details>
+<summary><strong>Menu</strong> (1 endpoints) — Get the Superset menu structure.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get menu](./api/get-menu) | `/api/v1/menu/` |
+
+</details>
+
+<details>
+<summary><strong>Available Domains</strong> (1 endpoints) — Get available domains for the Superset instance.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get all available domains](./api/get-all-available-domains) | `/api/v1/available_domains/` |
+
+</details>
+
+<details>
+<summary><strong>AsyncEventsRestApi</strong> (1 endpoints) — Real-time event streaming via Server-Sent Events (SSE).</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Read off of the Redis events stream](./api/read-off-of-the-redis-events-stream) | `/api/v1/async_event/` |
+
+</details>
+
+<details>
+<summary><strong>OpenApi</strong> (1 endpoints) — Access the OpenAPI specification.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get api by version  openapi](./api/get-api-by-version-openapi) | `/api/{version}/_openapi` |
+
+</details>
+
+---
+
+### Additional Resources
+
+- [Superset REST API Blog Post](https://preset.io/blog/2020-10-01-superset-api/)
+- [Accessing APIs with Superset](https://preset.io/blog/accessing-apis-with-superset/)

docs/developer_docs/components/TODO.md

@@ -0,0 +1,71 @@
+---
+title: Components TODO
+sidebar_class_name: hidden
+---
+
+# Components TODO
+
+These components were found but not yet supported for documentation generation.
+Future phases will add support for these sources.
+
+## Summary
+
+- **Total skipped:** 19 story files
+- **Reason:** Import path resolution not yet implemented
+
+## Skipped by Source
+
+### App Components
+
+9 components
+
+- [ ] `superset-frontend/src/components/AlteredSliceTag/AlteredSliceTag.stories.tsx`
+- [ ] `superset-frontend/src/components/Chart/DrillDetail/DrillDetailTableControls.stories.tsx`
+- [ ] `superset-frontend/src/components/CopyToClipboard/CopyToClipboard.stories.tsx`
+- [ ] `superset-frontend/src/components/ErrorMessage/ErrorAlert.stories.tsx`
+- [ ] `superset-frontend/src/components/FacePile/FacePile.stories.tsx`
+- [ ] `superset-frontend/src/components/FilterableTable/FilterableTable.stories.tsx`
+- [ ] `superset-frontend/src/components/RowCountLabel/RowCountLabel.stories.tsx`
+- [ ] `superset-frontend/src/components/Tag/Tag.stories.tsx`
+- [ ] `superset-frontend/src/components/TagsList/TagsList.stories.tsx`
+
+### Dashboard Components
+
+2 components
+
+- [ ] `superset-frontend/src/dashboard/components/AnchorLink/AnchorLink.stories.tsx`
+- [ ] `superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterDivider.stories.tsx`
+
+### Explore Components
+
+4 components
+
+- [ ] `superset-frontend/src/explore/components/ControlHeader.stories.tsx`
+- [ ] `superset-frontend/src/explore/components/RunQueryButton/RunQueryButton.stories.tsx`
+- [ ] `superset-frontend/src/explore/components/controls/BoundsControl.stories.tsx`
+- [ ] `superset-frontend/src/explore/components/controls/SliderControl.stories.tsx`
+
+### Feature Components
+
+2 components
+
+- [ ] `superset-frontend/src/features/datasets/AddDataset/DatasetPanel/DatasetPanel.stories.tsx`
+- [ ] `superset-frontend/src/features/home/LanguagePicker.stories.tsx`
+
+### Filter Components
+
+2 components
+
+- [ ] `superset-frontend/src/filters/components/Range/RangeFilterPlugin.stories.tsx`
+- [ ] `superset-frontend/src/filters/components/Select/SelectFilterPlugin.stories.tsx`
+
+## How to Add Support
+
+1. Determine the correct import path for the source
+2. Update `generate-superset-components.mjs` to handle the source
+3. Add source to `SUPPORTED_SOURCES` array
+4. Re-run the generator
+
+---
+
+*Auto-generated by generate-superset-components.mjs*

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

@@ -0,0 +1,167 @@
+---
+title: DropdownContainer
+sidebar_label: DropdownContainer
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# DropdownContainer
+
+DropdownContainer arranges items horizontally and moves overflowing items into a dropdown popover. Resize the container to see the overflow behavior.
+
+## Live Example
+
+<StoryWithControls
+  component="DropdownContainer"
+  props={{
+  style: {
+    maxWidth: 360
+  },
+  items: [
+    {
+      id: "item-0",
+      element: {
+        component: "Tag",
+        props: {
+          children: "Region",
+          color: "blue"
+        }
+      }
+    },
+    {
+      id: "item-1",
+      element: {
+        component: "Tag",
+        props: {
+          children: "Category",
+          color: "blue"
+        }
+      }
+    },
+    {
+      id: "item-2",
+      element: {
+        component: "Tag",
+        props: {
+          children: "Date Range",
+          color: "blue"
+        }
+      }
+    },
+    {
+      id: "item-3",
+      element: {
+        component: "Tag",
+        props: {
+          children: "Status",
+          color: "blue"
+        }
+      }
+    },
+    {
+      id: "item-4",
+      element: {
+        component: "Tag",
+        props: {
+          children: "Owner",
+          color: "blue"
+        }
+      }
+    },
+    {
+      id: "item-5",
+      element: {
+        component: "Tag",
+        props: {
+          children: "Priority",
+          color: "blue"
+        }
+      }
+    }
+  ]
+}}
+  controls={[]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  const items = Array.from({ length: 6 }, (_, i) => ({
+    id: 'item-' + i,
+    element: React.createElement('div', {
+      style: {
+        minWidth: 120,
+        padding: '4px 12px',
+        background: '#e6f4ff',
+        border: '1px solid #91caff',
+        borderRadius: 4,
+      },
+    }, 'Filter ' + (i + 1)),
+  }));
+  return (
+    <div style={{ width: 400, resize: 'horizontal', overflow: 'auto', border: '1px solid #e8e8e8', padding: 16 }}>
+      <DropdownContainer items={items} />
+      <div style={{ marginTop: 8, color: '#999', fontSize: 12 }}>
+        Drag the right edge to resize and see items overflow into a dropdown
+      </div>
+    </div>
+  );
+}
+```
+
+## With Select Filters
+
+```tsx live
+function SelectFilters() {
+  const items = ['Region', 'Category', 'Date Range', 'Status', 'Owner'].map(
+    (label, i) => ({
+      id: 'filter-' + i,
+      element: React.createElement('div', {
+        style: { minWidth: 150, padding: '4px 12px', background: '#f5f5f5', border: '1px solid #d9d9d9', borderRadius: 4 },
+      }, label + ': All'),
+    })
+  );
+  return (
+    <div style={{ width: 500, resize: 'horizontal', overflow: 'auto', border: '1px solid #e8e8e8', padding: 16 }}>
+      <DropdownContainer items={items} />
+    </div>
+  );
+}
+```
+
+
+
+## Import
+
+```tsx
+import { DropdownContainer } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/DropdownContainer/DropdownContainer.stories.tsx).
+:::

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

@@ -0,0 +1,197 @@
+---
+title: Flex
+sidebar_label: Flex
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Flex
+
+The Flex component from Superset's UI library.
+
+## Live Example
+
+<StoryWithControls
+  component="Flex"
+  props={{
+  vertical: false,
+  wrap: "nowrap",
+  justify: "normal",
+  align: "normal",
+  flex: "normal",
+  gap: "small"
+}}
+  controls={[
+  {
+    name: "vertical",
+    label: "Vertical",
+    type: "boolean"
+  },
+  {
+    name: "wrap",
+    label: "Wrap",
+    type: "select",
+    options: [
+      "nowrap",
+      "wrap",
+      "wrap-reverse"
+    ]
+  },
+  {
+    name: "justify",
+    label: "Justify",
+    type: "select",
+    options: [
+      "start",
+      "center",
+      "space-between",
+      "space-around",
+      "space-evenly"
+    ]
+  },
+  {
+    name: "align",
+    label: "Align",
+    type: "select",
+    options: [
+      "start",
+      "center",
+      "end",
+      "stretch"
+    ]
+  },
+  {
+    name: "flex",
+    label: "Flex",
+    type: "string"
+  },
+  {
+    name: "gap",
+    label: "Gap",
+    type: "select",
+    options: [
+      "small",
+      "medium",
+      "large"
+    ]
+  }
+]}
+  sampleChildren={["Item 1","Item 2","Item 3","Item 4","Item 5"]}
+  sampleChildrenStyle={{padding:"8px 16px",background:"#e6f4ff",border:"1px solid #91caff",borderRadius:"4px"}}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Flex gap="small" wrap="wrap">
+      {['Item 1', 'Item 2', 'Item 3', 'Item 4', 'Item 5'].map(item => (
+        <div
+          key={item}
+          style={{
+            padding: '8px 16px',
+            background: '#e6f4ff',
+            border: '1px solid #91caff',
+            borderRadius: 4,
+          }}
+        >
+          {item}
+        </div>
+      ))}
+    </Flex>
+  );
+}
+```
+
+## Vertical Layout
+
+```tsx live
+function VerticalFlex() {
+  return (
+    <Flex vertical gap="small">
+      <Button buttonStyle="primary">Primary</Button>
+      <Button buttonStyle="dashed">Dashed</Button>
+      <Button buttonStyle="link">Link</Button>
+    </Flex>
+  );
+}
+```
+
+## Justify and Align
+
+```tsx live
+function JustifyAlign() {
+  const boxStyle = {
+    width: '100%',
+    height: 120,
+    borderRadius: 6,
+    border: '1px solid #40a9ff',
+  };
+  const itemStyle = {
+    width: 60,
+    height: 40,
+    backgroundColor: '#1677ff',
+    borderRadius: 4,
+  };
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 16 }}>
+      {['flex-start', 'center', 'flex-end', 'space-between', 'space-around'].map(justify => (
+        <div key={justify}>
+          <span style={{ marginBottom: 4, display: 'block', color: '#666' }}>{justify}</span>
+          <Flex style={boxStyle} justify={justify} align="center">
+            <div style={itemStyle} />
+            <div style={itemStyle} />
+            <div style={itemStyle} />
+          </Flex>
+        </div>
+      ))}
+    </div>
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `vertical` | `boolean` | `false` | - |
+| `wrap` | `string` | `"nowrap"` | - |
+| `justify` | `string` | `"normal"` | - |
+| `align` | `string` | `"normal"` | - |
+| `flex` | `string` | `"normal"` | - |
+| `gap` | `string` | `"small"` | - |
+
+## Import
+
+```tsx
+import { Flex } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Flex/Flex.stories.tsx).
+:::

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

@@ -0,0 +1,192 @@
+---
+title: Grid
+sidebar_label: Grid
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Grid
+
+The Grid system of Ant Design is based on a 24-grid layout. The `Row` and `Col` components are used to create flexible and responsive grid layouts.
+
+## Live Example
+
+<StoryWithControls
+  component="Grid"
+  renderComponent="Row"
+  props={{
+  align: "top",
+  justify: "start",
+  wrap: true,
+  gutter: 16
+}}
+  controls={[
+  {
+    name: "align",
+    label: "Align",
+    type: "select",
+    options: [
+      "top",
+      "middle",
+      "bottom",
+      "stretch"
+    ],
+    description: "Vertical alignment of columns within the row."
+  },
+  {
+    name: "justify",
+    label: "Justify",
+    type: "select",
+    options: [
+      "start",
+      "end",
+      "center",
+      "space-around",
+      "space-between",
+      "space-evenly"
+    ],
+    description: "Horizontal distribution of columns within the row."
+  },
+  {
+    name: "wrap",
+    label: "Wrap",
+    type: "boolean",
+    description: "Whether columns are allowed to wrap to the next line."
+  },
+  {
+    name: "gutter",
+    label: "Gutter",
+    type: "number",
+    description: "Spacing between columns in pixels."
+  }
+]}
+  sampleChildren={[{"component":"Col","props":{"span":4,"children":"col-4","style":{"background":"#e6f4ff","padding":"8px","border":"1px solid #91caff","textAlign":"center"}}},{"component":"Col","props":{"span":4,"children":"col-4 (tall)","style":{"background":"#e6f4ff","padding":"24px 8px","border":"1px solid #91caff","textAlign":"center"}}},{"component":"Col","props":{"span":4,"children":"col-4","style":{"background":"#e6f4ff","padding":"8px","border":"1px solid #91caff","textAlign":"center"}}}]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Row gutter={[16, 16]}>
+      <Col span={12}>
+        <div style={{ background: '#e6f4ff', padding: '8px', border: '1px solid #91caff' }}>col-12</div>
+      </Col>
+      <Col span={12}>
+        <div style={{ background: '#e6f4ff', padding: '8px', border: '1px solid #91caff' }}>col-12</div>
+      </Col>
+      <Col span={8}>
+        <div style={{ background: '#e6f4ff', padding: '8px', border: '1px solid #91caff' }}>col-8</div>
+      </Col>
+      <Col span={8}>
+        <div style={{ background: '#e6f4ff', padding: '8px', border: '1px solid #91caff' }}>col-8</div>
+      </Col>
+      <Col span={8}>
+        <div style={{ background: '#e6f4ff', padding: '8px', border: '1px solid #91caff' }}>col-8</div>
+      </Col>
+    </Row>
+  );
+}
+```
+
+## Responsive Grid
+
+```tsx live
+function ResponsiveGrid() {
+  return (
+    <Row gutter={[16, 16]}>
+      <Col xs={24} sm={12} md={8} lg={6}>
+        <div style={{ background: '#e6f4ff', padding: '16px', border: '1px solid #91caff', textAlign: 'center' }}>
+          Responsive
+        </div>
+      </Col>
+      <Col xs={24} sm={12} md={8} lg={6}>
+        <div style={{ background: '#e6f4ff', padding: '16px', border: '1px solid #91caff', textAlign: 'center' }}>
+          Responsive
+        </div>
+      </Col>
+      <Col xs={24} sm={12} md={8} lg={6}>
+        <div style={{ background: '#e6f4ff', padding: '16px', border: '1px solid #91caff', textAlign: 'center' }}>
+          Responsive
+        </div>
+      </Col>
+      <Col xs={24} sm={12} md={8} lg={6}>
+        <div style={{ background: '#e6f4ff', padding: '16px', border: '1px solid #91caff', textAlign: 'center' }}>
+          Responsive
+        </div>
+      </Col>
+    </Row>
+  );
+}
+```
+
+## Alignment
+
+```tsx live
+function AlignmentDemo() {
+  const boxStyle = { background: '#e6f4ff', padding: '16px 0', border: '1px solid #91caff', textAlign: 'center' };
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 16 }}>
+      <Row justify="start" gutter={8}>
+        <Col span={4}><div style={boxStyle}>start</div></Col>
+        <Col span={4}><div style={boxStyle}>start</div></Col>
+      </Row>
+      <Row justify="center" gutter={8}>
+        <Col span={4}><div style={boxStyle}>center</div></Col>
+        <Col span={4}><div style={boxStyle}>center</div></Col>
+      </Row>
+      <Row justify="end" gutter={8}>
+        <Col span={4}><div style={boxStyle}>end</div></Col>
+        <Col span={4}><div style={boxStyle}>end</div></Col>
+      </Row>
+      <Row justify="space-between" gutter={8}>
+        <Col span={4}><div style={boxStyle}>between</div></Col>
+        <Col span={4}><div style={boxStyle}>between</div></Col>
+      </Row>
+    </div>
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `align` | `string` | `"top"` | Vertical alignment of columns within the row. |
+| `justify` | `string` | `"start"` | Horizontal distribution of columns within the row. |
+| `wrap` | `boolean` | `true` | Whether columns are allowed to wrap to the next line. |
+| `gutter` | `number` | `16` | Spacing between columns in pixels. |
+
+## Import
+
+```tsx
+import Grid from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Grid/Grid.stories.tsx).
+:::

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

@@ -0,0 +1,38 @@
+---
+title: Layout Components
+sidebar_label: Layout Components
+sidebar_position: 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.
+-->
+
+# Layout Components
+
+7 components available in this category.
+
+## Components
+
+- [DropdownContainer](./dropdowncontainer)
+- [Flex](./flex)
+- [Grid](./grid)
+- [Layout](./layout)
+- [MetadataBar](./metadatabar)
+- [Space](./space)
+- [Table](./table)

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

@@ -0,0 +1,139 @@
+---
+title: Layout
+sidebar_label: Layout
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Layout
+
+Ant Design Layout component with configurable Sider, Header, Footer, and Content.
+
+## Live Example
+
+<StoryWithControls
+  component="Layout"
+  props={{
+  hasSider: false,
+  style: {
+    minHeight: 200
+  }
+}}
+  controls={[
+  {
+    name: "hasSider",
+    label: "Has Sider",
+    type: "boolean",
+    description: "Whether the layout contains a Sider sub-component."
+  }
+]}
+  sampleChildren={[{"component":"Layout.Header","props":{"children":"Header","style":{"background":"#001529","color":"#fff","padding":"0 24px","lineHeight":"64px"}}},{"component":"Layout.Content","props":{"children":"Content Area","style":{"padding":"24px","background":"#fff","flex":1}}},{"component":"Layout.Footer","props":{"children":"Footer","style":{"textAlign":"center","background":"#f5f5f5","padding":"12px"}}}]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Layout style={{ minHeight: '300px' }}>
+      <Layout.Sider theme="dark" width={200}>
+        <div style={{ color: '#fff', padding: '16px' }}>Sidebar</div>
+      </Layout.Sider>
+      <Layout>
+        <Layout.Header style={{ background: '#fff', padding: '0 16px' }}>
+          Header
+        </Layout.Header>
+        <Layout.Content style={{ margin: '16px', padding: '24px', background: '#fff' }}>
+          Content
+        </Layout.Content>
+        <Layout.Footer style={{ textAlign: 'center' }}>
+          Footer
+        </Layout.Footer>
+      </Layout>
+    </Layout>
+  );
+}
+```
+
+## Content Only
+
+```tsx live
+function ContentOnly() {
+  return (
+    <Layout>
+      <Layout.Header style={{ background: '#001529', color: '#fff', padding: '0 24px', lineHeight: '64px' }}>
+        Application Header
+      </Layout.Header>
+      <Layout.Content style={{ padding: '24px', minHeight: '200px', background: '#fff' }}>
+        Main content area without a sidebar
+      </Layout.Content>
+      <Layout.Footer style={{ textAlign: 'center', background: '#f5f5f5' }}>
+        Footer Content
+      </Layout.Footer>
+    </Layout>
+  );
+}
+```
+
+## Right Sidebar
+
+```tsx live
+function RightSidebar() {
+  return (
+    <Layout style={{ minHeight: '300px' }}>
+      <Layout>
+        <Layout.Header style={{ background: '#fff', padding: '0 24px' }}>
+          Header
+        </Layout.Header>
+        <Layout.Content style={{ padding: '24px', background: '#fff' }}>
+          Content with right sidebar
+        </Layout.Content>
+      </Layout>
+      <Layout.Sider theme="light" width={200} style={{ background: '#fafafa' }}>
+        <div style={{ padding: '16px' }}>Right Sidebar</div>
+      </Layout.Sider>
+    </Layout>
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `hasSider` | `boolean` | `false` | Whether the layout contains a Sider sub-component. |
+| `style` | `any` | `{"minHeight":200}` | - |
+
+## Import
+
+```tsx
+import { Layout } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Layout/Layout.stories.tsx).
+:::

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

@@ -0,0 +1,174 @@
+---
+title: MetadataBar
+sidebar_label: MetadataBar
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# MetadataBar
+
+MetadataBar displays a row of metadata items (SQL info, owners, last modified, tags, dashboards, etc.) that collapse responsively based on available width.
+
+## Live Example
+
+<StoryWithControls
+  component="MetadataBar"
+  props={{
+  title: "Added to 3 dashboards",
+  createdBy: "Jane Smith",
+  modifiedBy: "Jane Smith",
+  description: "To preview the list of dashboards go to More settings.",
+  items: [
+    {
+      type: "sql",
+      title: "Click to view query"
+    },
+    {
+      type: "owner",
+      createdBy: "Jane Smith",
+      owners: [
+        "John Doe",
+        "Mary Wilson"
+      ],
+      createdOn: "a week ago"
+    },
+    {
+      type: "lastModified",
+      value: "a week ago",
+      modifiedBy: "Jane Smith"
+    },
+    {
+      type: "tags",
+      values: [
+        "management",
+        "research",
+        "poc"
+      ]
+    },
+    {
+      type: "dashboards",
+      title: "Added to 3 dashboards",
+      description: "To preview the list of dashboards go to More settings."
+    }
+  ]
+}}
+  controls={[
+  {
+    name: "title",
+    label: "Title",
+    type: "text"
+  },
+  {
+    name: "createdBy",
+    label: "Created By",
+    type: "text"
+  },
+  {
+    name: "modifiedBy",
+    label: "Modified By",
+    type: "text"
+  },
+  {
+    name: "description",
+    label: "Description",
+    type: "text"
+  }
+]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  const items = [
+    { type: 'sql', title: 'Click to view query' },
+    {
+      type: 'owner',
+      createdBy: 'Jane Smith',
+      owners: ['John Doe', 'Mary Wilson'],
+      createdOn: 'a week ago',
+    },
+    {
+      type: 'lastModified',
+      value: 'a week ago',
+      modifiedBy: 'Jane Smith',
+    },
+    { type: 'tags', values: ['management', 'research', 'poc'] },
+  ];
+  return <MetadataBar items={items} />;
+}
+```
+
+## Minimal Metadata
+
+```tsx live
+function MinimalMetadata() {
+  const items = [
+    { type: 'owner', createdBy: 'Admin', owners: ['Admin'], createdOn: 'yesterday' },
+    { type: 'lastModified', value: '2 hours ago', modifiedBy: 'Admin' },
+  ];
+  return <MetadataBar items={items} />;
+}
+```
+
+## Full Metadata
+
+```tsx live
+function FullMetadata() {
+  const items = [
+    { type: 'sql', title: 'SELECT * FROM ...' },
+    { type: 'owner', createdBy: 'Jane Smith', owners: ['Jane Smith', 'John Doe', 'Bob Wilson'], createdOn: '2 weeks ago' },
+    { type: 'lastModified', value: '3 days ago', modifiedBy: 'John Doe' },
+    { type: 'tags', values: ['production', 'finance', 'quarterly'] },
+    { type: 'dashboards', title: 'Used in 12 dashboards' },
+    { type: 'description', value: 'This chart shows quarterly revenue breakdown by region and product line.' },
+    { type: 'rows', title: '1.2M rows' },
+    { type: 'table', title: 'public.revenue_data' },
+  ];
+  return <MetadataBar items={items} />;
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `title` | `string` | `"Added to 3 dashboards"` | - |
+| `createdBy` | `string` | `"Jane Smith"` | - |
+| `modifiedBy` | `string` | `"Jane Smith"` | - |
+| `description` | `string` | `"To preview the list of dashboards go to More settings."` | - |
+| `items` | `any` | `[{"type":"sql","title":"Click to view query"},{"type":"owner","createdBy":"Jane Smith","owners":["John Doe","Mary Wilson"],"createdOn":"a week ago"},{"type":"lastModified","value":"a week ago","modifiedBy":"Jane Smith"},{"type":"tags","values":["management","research","poc"]},{"type":"dashboards","title":"Added to 3 dashboards","description":"To preview the list of dashboards go to More settings."}]` | - |
+
+## Import
+
+```tsx
+import MetadataBar from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/MetadataBar/MetadataBar.stories.tsx).
+:::

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

@@ -0,0 +1,168 @@
+---
+title: Space
+sidebar_label: Space
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Space
+
+The Space component from Superset's UI library.
+
+## Live Example
+
+<StoryWithControls
+  component="Space"
+  props={{
+  direction: "horizontal",
+  size: "small",
+  wrap: false
+}}
+  controls={[
+  {
+    name: "direction",
+    label: "Direction",
+    type: "select",
+    options: [
+      "vertical",
+      "horizontal"
+    ]
+  },
+  {
+    name: "size",
+    label: "Size",
+    type: "select",
+    options: [
+      "small",
+      "middle",
+      "large"
+    ]
+  },
+  {
+    name: "wrap",
+    label: "Wrap",
+    type: "boolean"
+  },
+  {
+    name: "align",
+    label: "Align",
+    type: "select",
+    options: [
+      "start",
+      "end",
+      "center",
+      "baseline"
+    ]
+  }
+]}
+  sampleChildren={["Item 1","Item 2","Item 3","Item 4","Item 5"]}
+  sampleChildrenStyle={{padding:"8px 16px",background:"#e6f4ff",border:"1px solid #91caff",borderRadius:"4px"}}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Space size="small">
+      {['Item 1', 'Item 2', 'Item 3', 'Item 4', 'Item 5'].map(item => (
+        <div
+          key={item}
+          style={{
+            padding: '8px 16px',
+            background: '#e6f4ff',
+            border: '1px solid #91caff',
+            borderRadius: 4,
+          }}
+        >
+          {item}
+        </div>
+      ))}
+    </Space>
+  );
+}
+```
+
+## Vertical Space
+
+```tsx live
+function VerticalSpace() {
+  return (
+    <Space direction="vertical" size="middle" style={{ display: 'flex' }}>
+      <Button buttonStyle="primary">Primary</Button>
+      <Button buttonStyle="secondary">Secondary</Button>
+      <Button buttonStyle="dashed">Dashed</Button>
+    </Space>
+  );
+}
+```
+
+## Space Sizes
+
+```tsx live
+function SpaceSizes() {
+  const items = ['Item 1', 'Item 2', 'Item 3'];
+  const itemStyle = {
+    padding: '8px 16px',
+    background: '#e6f4ff',
+    border: '1px solid #91caff',
+    borderRadius: 4,
+  };
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 24 }}>
+      {['small', 'middle', 'large'].map(size => (
+        <div key={size}>
+          <h4>{size}</h4>
+          <Space size={size}>
+            {items.map(item => (
+              <div key={item} style={itemStyle}>{item}</div>
+            ))}
+          </Space>
+        </div>
+      ))}
+    </div>
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `direction` | `string` | `"horizontal"` | - |
+| `size` | `string` | `"small"` | - |
+| `wrap` | `boolean` | `false` | - |
+
+## Import
+
+```tsx
+import { Space } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Space/Space.stories.tsx).
+:::

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

@@ -0,0 +1,311 @@
+---
+title: Table
+sidebar_label: Table
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Table
+
+A data table component with sorting, pagination, row selection, resizable columns, reorderable columns, and virtualization for large datasets.
+
+## Live Example
+
+<StoryWithControls
+  component="Table"
+  props={{
+  size: "small",
+  bordered: false,
+  loading: false,
+  sticky: true,
+  resizable: false,
+  reorderable: false,
+  usePagination: false,
+  key: 5,
+  name: "1GB USB Flash Drive",
+  category: "Portable Storage",
+  price: 9.99,
+  height: 350,
+  defaultPageSize: 5,
+  pageSizeOptions: [
+    "5",
+    "10"
+  ],
+  data: [
+    {
+      key: 1,
+      name: "Floppy Disk 10 pack",
+      category: "Disk Storage",
+      price: 9.99
+    },
+    {
+      key: 2,
+      name: "DVD 100 pack",
+      category: "Optical Storage",
+      price: 27.99
+    },
+    {
+      key: 3,
+      name: "128 GB SSD",
+      category: "Harddrive",
+      price: 49.99
+    },
+    {
+      key: 4,
+      name: "4GB 144mhz",
+      category: "Memory",
+      price: 19.99
+    },
+    {
+      key: 5,
+      name: "1GB USB Flash Drive",
+      category: "Portable Storage",
+      price: 9.99
+    },
+    {
+      key: 6,
+      name: "256 GB SSD",
+      category: "Harddrive",
+      price: 89.99
+    },
+    {
+      key: 7,
+      name: "1 TB SSD",
+      category: "Harddrive",
+      price: 349.99
+    },
+    {
+      key: 8,
+      name: "16 GB DDR4",
+      category: "Memory",
+      price: 59.99
+    },
+    {
+      key: 9,
+      name: "32 GB DDR5",
+      category: "Memory",
+      price: 129.99
+    },
+    {
+      key: 10,
+      name: "Blu-ray 50 pack",
+      category: "Optical Storage",
+      price: 34.99
+    },
+    {
+      key: 11,
+      name: "64 GB USB Drive",
+      category: "Portable Storage",
+      price: 14.99
+    },
+    {
+      key: 12,
+      name: "2 TB HDD",
+      category: "Harddrive",
+      price: 59.99
+    }
+  ],
+  columns: [
+    {
+      title: "Name",
+      dataIndex: "name",
+      key: "name",
+      width: 200
+    },
+    {
+      title: "Category",
+      dataIndex: "category",
+      key: "category",
+      width: 150
+    },
+    {
+      title: "Price",
+      dataIndex: "price",
+      key: "price",
+      width: 100
+    }
+  ]
+}}
+  controls={[
+  {
+    name: "size",
+    label: "Size",
+    type: "select",
+    options: [
+      "small",
+      "middle",
+      "large"
+    ],
+    description: "Table size."
+  },
+  {
+    name: "bordered",
+    label: "Bordered",
+    type: "boolean",
+    description: "Whether to show all table borders."
+  },
+  {
+    name: "loading",
+    label: "Loading",
+    type: "boolean",
+    description: "Whether the table is in a loading state."
+  },
+  {
+    name: "sticky",
+    label: "Sticky",
+    type: "boolean",
+    description: "Whether the table header is sticky."
+  },
+  {
+    name: "resizable",
+    label: "Resizable",
+    type: "boolean",
+    description: "Whether columns can be resized by dragging column edges."
+  },
+  {
+    name: "reorderable",
+    label: "Reorderable",
+    type: "boolean",
+    description: "EXPERIMENTAL: Whether columns can be reordered by dragging. May not work in all contexts."
+  },
+  {
+    name: "usePagination",
+    label: "Use Pagination",
+    type: "boolean",
+    description: "Whether to enable pagination. When enabled, the table displays 5 rows per page."
+  },
+  {
+    name: "key",
+    label: "Key",
+    type: "number"
+  },
+  {
+    name: "name",
+    label: "Name",
+    type: "text"
+  },
+  {
+    name: "category",
+    label: "Category",
+    type: "text"
+  },
+  {
+    name: "price",
+    label: "Price",
+    type: "number"
+  }
+]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  const data = [
+    { key: 1, name: 'PostgreSQL', type: 'Database', status: 'Active' },
+    { key: 2, name: 'MySQL', type: 'Database', status: 'Active' },
+    { key: 3, name: 'SQLite', type: 'Database', status: 'Inactive' },
+    { key: 4, name: 'Presto', type: 'Query Engine', status: 'Active' },
+  ];
+  const columns = [
+    { title: 'Name', dataIndex: 'name', key: 'name', width: 150 },
+    { title: 'Type', dataIndex: 'type', key: 'type' },
+    { title: 'Status', dataIndex: 'status', key: 'status', width: 100 },
+  ];
+  return <Table data={data} columns={columns} size="small" />;
+}
+```
+
+## With Pagination
+
+```tsx live
+function PaginatedTable() {
+  const data = Array.from({ length: 20 }, (_, i) => ({
+    key: i,
+    name: 'Record ' + (i + 1),
+    value: Math.round(Math.random() * 1000),
+    category: ['A', 'B', 'C'][i % 3],
+  }));
+  const columns = [
+    { title: 'Name', dataIndex: 'name', key: 'name' },
+    { title: 'Value', dataIndex: 'value', key: 'value', width: 100 },
+    { title: 'Category', dataIndex: 'category', key: 'category', width: 100 },
+  ];
+  return (
+    <Table
+      data={data}
+      columns={columns}
+      size="small"
+      pageSizeOptions={['5', '10']}
+      defaultPageSize={5}
+    />
+  );
+}
+```
+
+## Loading State
+
+```tsx live
+function LoadingTable() {
+  const columns = [
+    { title: 'Name', dataIndex: 'name', key: 'name' },
+    { title: 'Status', dataIndex: 'status', key: 'status' },
+  ];
+  return <Table data={[]} columns={columns} size="small" loading />;
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `size` | `string` | `"small"` | Table size. |
+| `bordered` | `boolean` | `false` | Whether to show all table borders. |
+| `loading` | `boolean` | `false` | Whether the table is in a loading state. |
+| `sticky` | `boolean` | `true` | Whether the table header is sticky. |
+| `resizable` | `boolean` | `false` | Whether columns can be resized by dragging column edges. |
+| `reorderable` | `boolean` | `false` | EXPERIMENTAL: Whether columns can be reordered by dragging. May not work in all contexts. |
+| `usePagination` | `boolean` | `false` | Whether to enable pagination. When enabled, the table displays 5 rows per page. |
+| `key` | `number` | `5` | - |
+| `name` | `string` | `"1GB USB Flash Drive"` | - |
+| `category` | `string` | `"Portable Storage"` | - |
+| `price` | `number` | `9.99` | - |
+| `height` | `number` | `350` | - |
+| `defaultPageSize` | `number` | `5` | - |
+| `pageSizeOptions` | `any` | `["5","10"]` | - |
+| `data` | `any` | `[{"key":1,"name":"Floppy Disk 10 pack","category":"Disk Storage","price":9.99},{"key":2,"name":"DVD 100 pack","category":"Optical Storage","price":27.99},{"key":3,"name":"128 GB SSD","category":"Harddrive","price":49.99},{"key":4,"name":"4GB 144mhz","category":"Memory","price":19.99},{"key":5,"name":"1GB USB Flash Drive","category":"Portable Storage","price":9.99},{"key":6,"name":"256 GB SSD","category":"Harddrive","price":89.99},{"key":7,"name":"1 TB SSD","category":"Harddrive","price":349.99},{"key":8,"name":"16 GB DDR4","category":"Memory","price":59.99},{"key":9,"name":"32 GB DDR5","category":"Memory","price":129.99},{"key":10,"name":"Blu-ray 50 pack","category":"Optical Storage","price":34.99},{"key":11,"name":"64 GB USB Drive","category":"Portable Storage","price":14.99},{"key":12,"name":"2 TB HDD","category":"Harddrive","price":59.99}]` | - |
+| `columns` | `any` | `[{"title":"Name","dataIndex":"name","key":"name","width":200},{"title":"Category","dataIndex":"category","key":"category","width":150},{"title":"Price","dataIndex":"price","key":"price","width":100}]` | - |
+
+## Import
+
+```tsx
+import { Table } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Table/Table.stories.tsx).
+:::

docs/developer_docs/components/index.mdx

@@ -0,0 +1,74 @@
+---
+title: UI Components Overview
+sidebar_label: Overview
+sidebar_position: 0
+---
+
+<!--
+    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.
+-->
+
+# Superset Design System
+
+A design system is a complete set of standards intended to manage design at scale using reusable components and patterns.
+
+The Superset Design System uses [Atomic Design](https://bradfrost.com/blog/post/atomic-web-design/) principles with adapted terminology:
+
+| Atomic Design | Atoms | Molecules | Organisms | Templates | Pages / Screens |
+|---|:---:|:---:|:---:|:---:|:---:|
+| **Superset Design** | Foundations | Components | Patterns | Templates | Features |
+
+<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`:
+
+```tsx
+import { Button, Modal, Select } from '@superset-ui/core/components';
+```
+
+## Contributing
+
+This documentation is auto-generated from Storybook stories. To add or update component documentation:
+
+1. Create or update the component's `.stories.tsx` file
+2. Add a descriptive `title` and `description` in the story meta
+3. Export an interactive story with `args` for configurable props
+4. Run `yarn generate:superset-components` in the `docs/` directory
+
+:::info Work in Progress
+This component library is actively being documented. See the [Components TODO](./TODO) page for a list of components awaiting documentation.
+:::
+
+---
+
+*Auto-generated from Storybook stories in the [Design System/Introduction](https://github.com/apache/superset/blob/master/superset-frontend/packages/superset-ui-core/src/components/DesignSystem.stories.tsx) story.*

docs/developer_docs/components/ui/autocomplete.mdx

@@ -0,0 +1,215 @@
+---
+title: AutoComplete
+sidebar_label: AutoComplete
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# AutoComplete
+
+AutoComplete component for search functionality.
+
+## Live Example
+
+<StoryWithControls
+  component="AutoComplete"
+  props={{
+  placeholder: "Type to search...",
+  options: [
+    {
+      value: "Dashboard",
+      label: "Dashboard"
+    },
+    {
+      value: "Chart",
+      label: "Chart"
+    },
+    {
+      value: "Dataset",
+      label: "Dataset"
+    },
+    {
+      value: "Database",
+      label: "Database"
+    },
+    {
+      value: "Query",
+      label: "Query"
+    }
+  ],
+  style: {
+    width: 300
+  },
+  filterOption: true
+}}
+  controls={[
+  {
+    name: "placeholder",
+    label: "Placeholder",
+    type: "text",
+    description: "Placeholder text for AutoComplete"
+  },
+  {
+    name: "style",
+    label: "Style",
+    type: "object",
+    description: "Custom styles for AutoComplete"
+  },
+  {
+    name: "value",
+    label: "Value",
+    type: "text",
+    description: "Selected option"
+  },
+  {
+    name: "disabled",
+    label: "Disabled",
+    type: "boolean",
+    description: "Disable the AutoComplete"
+  },
+  {
+    name: "popupMatchSelectWidth",
+    label: "Popup Match Select Width",
+    type: "number",
+    description: "Width of the dropdown"
+  },
+  {
+    name: "allowClear",
+    label: "Allow Clear",
+    type: "boolean",
+    description: "Show clear button"
+  },
+  {
+    name: "autoFocus",
+    label: "Auto Focus",
+    type: "boolean",
+    description: "If get focus when component mounted"
+  },
+  {
+    name: "backfill",
+    label: "Backfill",
+    type: "boolean",
+    description: "If backfill selected item the input when using keyboard"
+  },
+  {
+    name: "popupClassName",
+    label: "Popup Class Name",
+    type: "text",
+    description: "The className of dropdown menu"
+  },
+  {
+    name: "filterOption",
+    label: "Filter Option",
+    type: "boolean",
+    description: "Enable filtering of options based on input"
+  },
+  {
+    name: "notFoundContent",
+    label: "Not Found Content",
+    type: "text",
+    description: "Specify content to show when no result matches."
+  },
+  {
+    name: "open",
+    label: "Open",
+    type: "boolean",
+    description: "Controlled open state of dropdown"
+  },
+  {
+    name: "status",
+    label: "Status",
+    type: "select",
+    options: [
+      "error",
+      "warning"
+    ],
+    description: "Set validation status"
+  },
+  {
+    name: "size",
+    label: "Size",
+    type: "select",
+    options: [
+      "large",
+      "middle",
+      "small"
+    ],
+    description: "The size of the input box"
+  },
+  {
+    name: "variant",
+    label: "Variant",
+    type: "select",
+    options: [
+      "outlined",
+      "borderless",
+      "filled"
+    ],
+    description: "Variants of input"
+  },
+  {
+    name: "virtual",
+    label: "Virtual",
+    type: "boolean",
+    description: "Disable virtual scroll when set to false"
+  }
+]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <AutoComplete
+      placeholder="Type to search..."
+      options={[{"value":"Dashboard","label":"Dashboard"},{"value":"Chart","label":"Chart"},{"value":"Dataset","label":"Dataset"},{"value":"Database","label":"Database"},{"value":"Query","label":"Query"}]}
+      style={{"width":300}}
+      filterOption
+    />
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `placeholder` | `string` | `"Type to search..."` | Placeholder text for AutoComplete |
+| `options` | `any` | `[{"value":"Dashboard","label":"Dashboard"},{"value":"Chart","label":"Chart"},{"value":"Dataset","label":"Dataset"},{"value":"Database","label":"Database"},{"value":"Query","label":"Query"}]` | The dropdown options |
+| `style` | `any` | `{"width":300}` | Custom styles for AutoComplete |
+| `filterOption` | `boolean` | `true` | Enable filtering of options based on input |
+
+## Import
+
+```tsx
+import { AutoComplete } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/AutoComplete/AutoComplete.stories.tsx).
+:::

docs/developer_docs/components/ui/avatar.mdx

@@ -0,0 +1,140 @@
+---
+title: Avatar
+sidebar_label: Avatar
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Avatar
+
+The Avatar component from Superset's UI library.
+
+## Live Example
+
+<StoryWithControls
+  component="Avatar"
+  props={{
+  children: "AB",
+  alt: "",
+  gap: 4,
+  shape: "circle",
+  size: "default",
+  src: "",
+  draggable: false
+}}
+  controls={[
+  {
+    name: "children",
+    label: "Children",
+    type: "text",
+    description: "Text or initials to display inside the avatar."
+  },
+  {
+    name: "alt",
+    label: "Alt",
+    type: "text"
+  },
+  {
+    name: "gap",
+    label: "Gap",
+    type: "number",
+    description: "Letter spacing inside the avatar."
+  },
+  {
+    name: "shape",
+    label: "Shape",
+    type: "select",
+    options: [
+      "circle",
+      "square"
+    ],
+    description: "The shape of the avatar."
+  },
+  {
+    name: "size",
+    label: "Size",
+    type: "select",
+    options: [
+      "small",
+      "default",
+      "large"
+    ],
+    description: "The size of the avatar."
+  },
+  {
+    name: "src",
+    label: "Src",
+    type: "text",
+    description: "Image URL for the avatar. If provided, overrides children."
+  },
+  {
+    name: "draggable",
+    label: "Draggable",
+    type: "boolean"
+  }
+]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Avatar
+      alt=""
+      gap={4}
+      shape="circle"
+      size="default"
+      src=""
+    >
+      AB
+    </Avatar>
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `children` | `string` | `"AB"` | Text or initials to display inside the avatar. |
+| `alt` | `string` | `""` | - |
+| `gap` | `number` | `4` | Letter spacing inside the avatar. |
+| `shape` | `string` | `"circle"` | The shape of the avatar. |
+| `size` | `string` | `"default"` | The size of the avatar. |
+| `src` | `string` | `""` | Image URL for the avatar. If provided, overrides children. |
+| `draggable` | `boolean` | `false` | - |
+
+## Import
+
+```tsx
+import { Avatar } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Avatar/Avatar.stories.tsx).
+:::

docs/developer_docs/components/ui/badge.mdx

@@ -0,0 +1,160 @@
+---
+title: Badge
+sidebar_label: Badge
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Badge
+
+The Badge component from Superset's UI library.
+
+## Live Example
+
+<StoryWithControls
+  component="Badge"
+  props={{
+  count: 5,
+  size: "default",
+  showZero: false,
+  overflowCount: 99
+}}
+  controls={[
+  {
+    name: "count",
+    label: "Count",
+    type: "number",
+    description: "Number to show in the badge."
+  },
+  {
+    name: "size",
+    label: "Size",
+    type: "select",
+    options: [
+      "default",
+      "small"
+    ],
+    description: "Size of the badge."
+  },
+  {
+    name: "showZero",
+    label: "Show Zero",
+    type: "boolean",
+    description: "Whether to show badge when count is zero."
+  },
+  {
+    name: "overflowCount",
+    label: "Overflow Count",
+    type: "number",
+    description: "Max count to show. Shows count+ when exceeded (e.g., 99+)."
+  },
+  {
+    name: "color",
+    label: "Color",
+    type: "select",
+    options: [
+      "pink",
+      "red",
+      "yellow",
+      "orange",
+      "cyan",
+      "green",
+      "blue",
+      "purple",
+      "geekblue",
+      "magenta",
+      "volcano",
+      "gold",
+      "lime"
+    ],
+    description: "Custom background color for the badge."
+  }
+]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Badge
+      count={5}
+      size="default"
+      overflowCount={99}
+    />
+  );
+}
+```
+
+## Status Badge
+
+```tsx live
+function StatusBadgeDemo() {
+  const statuses = ['default', 'success', 'processing', 'warning', 'error'];
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 12 }}>
+      {statuses.map(status => (
+        <Badge key={status} status={status} text={`Status: ${status}`} />
+      ))}
+    </div>
+  );
+}
+```
+
+## Color Gallery
+
+```tsx live
+function ColorGallery() {
+  const colors = ['pink', 'red', 'orange', 'green', 'cyan', 'blue', 'purple'];
+  return (
+    <div style={{ display: 'flex', gap: 16, flexWrap: 'wrap' }}>
+      {colors.map(color => (
+        <Badge key={color} count={9} color={color} />
+      ))}
+    </div>
+  );
+}
+```
+
+## Props
+
+| Prop | Type | Default | Description |
+|------|------|---------|-------------|
+| `count` | `number` | `5` | Number to show in the badge. |
+| `size` | `string` | `"default"` | Size of the badge. |
+| `showZero` | `boolean` | `false` | Whether to show badge when count is zero. |
+| `overflowCount` | `number` | `99` | Max count to show. Shows count+ when exceeded (e.g., 99+). |
+
+## Import
+
+```tsx
+import { Badge } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Badge/Badge.stories.tsx).
+:::

docs/developer_docs/components/ui/breadcrumb.mdx

@@ -0,0 +1,93 @@
+---
+title: Breadcrumb
+sidebar_label: Breadcrumb
+---
+
+<!--
+    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.
+-->
+
+import { StoryWithControls } from '../../../src/components/StorybookWrapper';
+
+# Breadcrumb
+
+Breadcrumb component for displaying navigation paths.
+
+## Live Example
+
+<StoryWithControls
+  component="Breadcrumb"
+  props={{
+  items: [
+    {
+      title: "Home",
+      href: "/"
+    },
+    {
+      title: "Library",
+      href: "/library"
+    },
+    {
+      title: "Data"
+    }
+  ],
+  separator: "/"
+}}
+  controls={[
+  {
+    name: "separator",
+    label: "Separator",
+    type: "text",
+    description: "Custom separator between items"
+  }
+]}
+/>
+
+## Try It
+
+Edit the code below to experiment with the component:
+
+```tsx live
+function Demo() {
+  return (
+    <Breadcrumb
+      items={[
+        { title: 'Home', href: '/' },
+        { title: 'Library', href: '/library' },
+        { title: 'Data' },
+      ]}
+      separator="/"
+    />
+  );
+}
+```
+
+
+
+## Import
+
+```tsx
+import { Breadcrumb } from '@superset/components';
+```
+
+---
+
+:::tip[Improve this page]
+This documentation is auto-generated from the component's Storybook story.
+Help improve it by [editing the story file](https://github.com/apache/superset/edit/master/superset-frontend/packages/superset-ui-core/src/components/Breadcrumb/Breadcrumb.stories.tsx).
+:::