Improvements

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

.rat-excludes

@@ -43,6 +43,9 @@ _build/*
 _static/*
 .buildinfo
 searchindex.js
+# auto-generated by docs/scripts/convert-api-sidebar.mjs from openapi.json
+sidebar.js
+sidebar.ts
 # auto generated
 requirements/*
 # vendorized

docs/DOCS_CLAUDE.md

@@ -31,8 +31,9 @@ You are currently in the `/docs` subdirectory of the Apache Superset repository.
 ├── superset-frontend/             # React/TypeScript frontend
 └── docs/                         # Documentation site (YOU ARE HERE)
     ├── docs/                     # Main documentation content
-    ├── developer_portal/         # Developer guides (currently disabled)
-    ├── components/               # Component playground (currently disabled)
+    ├── admin_docs/               # Admin-focused guides
+    ├── developer_docs/           # Developer guides
+    ├── components/               # Component playground
     └── docusaurus.config.ts      # Site configuration
 ```
 
@@ -46,12 +47,19 @@ yarn build                # Build production site
 yarn serve                # Serve built site locally
 
 # Version Management (USE THESE, NOT docusaurus commands)
+# The add scripts auto-run `generate:smart` so auto-gen content (database
+# pages, API reference, component pages) is fresh before snapshotting.
+# For maximum-detail databases.json, drop the `database-diagnostics`
+# artifact from Python-Integration CI at src/data/databases.json before
+# cutting. See README.md "Before You Cut".
 yarn version:add:docs <version>              # Add new docs version
-yarn version:add:developer_portal <version>  # Add developer portal version  
+yarn version:add:admin_docs <version>        # Add admin docs version
+yarn version:add:developer_docs <version>    # Add developer docs version
 yarn version:add:components <version>        # Add components version
 yarn version:remove:docs <version>           # Remove docs version
-yarn version:remove:developer_portal <version> # Remove developer portal version
-yarn version:remove:components <version>      # Remove components version
+yarn version:remove:admin_docs <version>     # Remove admin docs version
+yarn version:remove:developer_docs <version> # Remove developer docs version
+yarn version:remove:components <version>     # Remove components version
 
 # Quality Checks
 yarn typecheck            # TypeScript validation
@@ -95,15 +103,14 @@ docs/
     └── [security guides]
 ```
 
-### Developer Portal (`/developer_portal`) - Currently Disabled
-When enabled, contains developer-focused content:
-- API documentation
-- Architecture guides
-- CLI tools
-- Code examples
+### Admin Docs (`/admin_docs`)
+Admin-focused content: installation, configuration, security.
 
-### Component Playground (`/components`) - Currently Disabled
-When enabled, provides interactive component examples for UI development.
+### Developer Docs (`/developer_docs`)
+Developer-focused content: API documentation, architecture guides, CLI tools, code examples.
+
+### Component Playground (`/components`)
+Interactive component examples for UI development.
 
 ## 📝 Documentation Standards
 

docs/README.md

@@ -37,23 +37,45 @@ Each section maintains its own version history and can be versioned independentl
 
 To create a new version for any section, use the Docusaurus version command with the appropriate plugin ID or use our automated scripts:
 
+#### Before You Cut
+
+The cut snapshots whatever's on disk into a frozen historical version, including auto-generated content (database pages from `superset/db_engine_specs/`, API reference from `static/resources/openapi.json`, component pages from Storybook stories). The cut script refreshes these via `generate:smart` before snapshotting, but the **`databases.json` diagnostics file** needs special care to capture full detail:
+
+1. **Canonical release cut**: download the `database-diagnostics` artifact from a green `Python-Integration` run on master, place it at `docs/src/data/databases.json`, then run the cut script with `--skip-generate` to preserve it. This is what the production deploy uses and includes full Flask-context diagnostics (driver versions, feature support matrix, etc.).
+2. **Local dev cut**: just run the script normally. `generate:smart` will regenerate `databases.json` using your local Flask environment — accurate to whatever drivers/extras you have installed, but typically less complete than the CI artifact.
+3. **No Flask available**: also fine — the database generator falls back to AST parsing of engine spec files. The MDX pages are still correct; only the diagnostics JSON is leaner.
+
+Also: confirm `master` CI is green, and that your local checkout matches the SHA you intend to cut from.
+
 #### Using Automated Scripts (Required)
 
-**⚠️ Important:** Always use these custom commands instead of the native Docusaurus commands. These scripts ensure that both the Docusaurus versioning system AND the `versions-config.json` file are updated correctly.
+**⚠️ Important:** Always use these custom commands instead of the native Docusaurus commands. These scripts ensure that both the Docusaurus versioning system AND the `versions-config.json` file are updated correctly, AND that auto-generated content is refreshed before snapshotting.
 
 ```bash
 # Main Documentation
 yarn version:add:docs 1.2.0
 
-# Developer Portal
-yarn version:add:developer_portal 1.2.0
+# Admin Docs
+yarn version:add:admin_docs 1.2.0
 
-# Component Playground (when enabled)
+# Developer Docs
+yarn version:add:developer_docs 1.2.0
+
+# Component Playground
 yarn version:add:components 1.2.0
 ```
 
+What the script does:
+1. Refreshes auto-generated content via `generate:smart` (database pages, API reference, component pages).
+2. Calls `yarn docusaurus docs:version` (or the per-section equivalent) to snapshot the section.
+3. Freezes any data-file imports (`@site/static/*.json`, `../../data/*.json`) into a snapshot-local `_versioned_data/` dir so the historical version doesn't silently mutate when the source files change.
+4. Adjusts relative import paths (`../../src/...` → `../../../src/...`) for files now one directory deeper.
+5. Updates `versions-config.json` and `<section>_versions.json`.
+
 **Do NOT use** the native Docusaurus commands directly (`yarn docusaurus docs:version`), as they will:
 - ❌ Create version files but NOT update `versions-config.json`
+- ❌ Skip auto-gen refresh, freezing whatever was on disk
+- ❌ Skip data-import freezing, leaving the snapshot pointed at live data
 - ❌ Cause versions to not appear in dropdown menus
 - ❌ Require manual fixes to synchronize the configuration
 
@@ -91,8 +113,11 @@ If creating versions manually, you'll need to:
 # Main Documentation
 yarn version:remove:docs 1.0.0
 
-# Developer Portal
-yarn version:remove:developer_portal 1.0.0
+# Admin Docs
+yarn version:remove:admin_docs 1.0.0
+
+# Developer Docs
+yarn version:remove:developer_docs 1.0.0
 
 # Component Playground
 yarn version:remove:components 1.0.0
@@ -103,17 +128,20 @@ To manually remove a version:
 
 1. **Delete the version folder** from the appropriate location:
    - Main docs: `versioned_docs/version-X.X.X/` (no prefix for main)
-   - Developer Portal: `developer_portal_versioned_docs/version-X.X.X/`
+   - Admin Docs: `admin_docs_versioned_docs/version-X.X.X/`
+   - Developer Docs: `developer_docs_versioned_docs/version-X.X.X/`
    - Components: `components_versioned_docs/version-X.X.X/`
 
 2. **Delete the version metadata file**:
    - Main docs: `versioned_sidebars/version-X.X.X-sidebars.json` (no prefix)
-   - Developer Portal: `developer_portal_versioned_sidebars/version-X.X.X-sidebars.json`
+   - Admin Docs: `admin_docs_versioned_sidebars/version-X.X.X-sidebars.json`
+   - Developer Docs: `developer_docs_versioned_sidebars/version-X.X.X-sidebars.json`
    - Components: `components_versioned_sidebars/version-X.X.X-sidebars.json`
 
 3. **Update the versions list file**:
    - Main docs: `versions.json`
-   - Developer Portal: `developer_portal_versions.json`
+   - Admin Docs: `admin_docs_versions.json`
+   - Developer Docs: `developer_docs_versions.json`
    - Components: `components_versions.json`
 
 4. **Update configuration**:
@@ -145,12 +173,12 @@ docs: {
 }
 ```
 
-#### Developer Portal & Components (custom plugins)
+#### Developer Docs & Components (custom plugins)
 ```typescript
 {
-  id: 'developer_portal',
-  path: 'developer_portal',
-  routeBasePath: 'developer_portal',
+  id: 'developer_docs',
+  path: 'developer_docs',
+  routeBasePath: 'developer-docs',
   includeCurrentVersion: true,
   lastVersion: '1.1.0',  // Default version
   onlyIncludeVersions: ['current', '1.1.0', '1.0.0'],
@@ -194,7 +222,7 @@ For other issues:
 
 #### Broken Links in Versioned Documentation
 When creating a new version, links in the documentation are preserved as-is. Common issues:
-- **Cross-section links**: Links between sections (e.g., from developer_portal to docs) need to be version-aware
+- **Cross-section links**: Links between sections (e.g., from developer_docs to docs) need to be version-aware
 - **Absolute vs relative paths**: Use relative paths within the same section
 - **Version-specific URLs**: Update hardcoded URLs to use version variables
 

docs/components/versions.json

@@ -1 +0,0 @@
-[]

docs/developer_docs/versions.json

@@ -1 +0,0 @@
-[]

docs/developer_portal_versions.json

@@ -1 +0,0 @@
-[]

docs/package.json

@@ -33,10 +33,12 @@
     "version:add": "node scripts/manage-versions.mjs add",
     "version:remove": "node scripts/manage-versions.mjs remove",
     "version:add:docs": "node scripts/manage-versions.mjs add docs",
-    "version:add:developer_portal": "node scripts/manage-versions.mjs add developer_portal",
+    "version:add:admin_docs": "node scripts/manage-versions.mjs add admin_docs",
+    "version:add:developer_docs": "node scripts/manage-versions.mjs add developer_docs",
     "version:add:components": "node scripts/manage-versions.mjs add components",
     "version:remove:docs": "node scripts/manage-versions.mjs remove docs",
-    "version:remove:developer_portal": "node scripts/manage-versions.mjs remove developer_portal",
+    "version:remove:admin_docs": "node scripts/manage-versions.mjs remove admin_docs",
+    "version:remove:developer_docs": "node scripts/manage-versions.mjs remove developer_docs",
     "version:remove:components": "node scripts/manage-versions.mjs remove components"
   },
   "dependencies": {

docs/scripts/manage-versions.mjs

@@ -30,9 +30,11 @@ const __dirname = path.dirname(__filename);
 const CONFIG_FILE = path.join(__dirname, '..', 'versions-config.json');
 
 // Parse command line arguments
-const args = process.argv.slice(2);
+const rawArgs = process.argv.slice(2);
+const skipGenerate = rawArgs.includes('--skip-generate');
+const args = rawArgs.filter((a) => a !== '--skip-generate');
 const command = args[0]; // 'add' or 'remove'
-const section = args[1]; // 'docs', 'developer_portal', or 'components'
+const section = args[1]; // 'docs', 'admin_docs', 'developer_docs', or 'components'
 const version = args[2]; // version string like '1.2.0'
 
 function loadConfig() {
@@ -43,36 +45,158 @@ function saveConfig(config) {
   fs.writeFileSync(CONFIG_FILE, JSON.stringify(config, null, 2) + '\n');
 }
 
-function fixVersionedImports(version) {
-  const versionedDocsPath = path.join(__dirname, '..', 'versioned_docs', `version-${version}`);
+function freezeDataImports(section, version) {
+  // MDX files can `import` JSON/YAML data from outside the section, either
+  // via escaping relative paths (e.g. country-map-tools.mdx imports
+  // `../../data/countries.json`) or via the `@site/` alias (e.g.
+  // feature-flags.mdx imports `@site/static/feature-flags.json`). Without
+  // intervention the snapshot keeps reading the live file, so the
+  // historical version's content silently changes whenever the data file
+  // is updated. Copy each escaping data import into a snapshot-local
+  // `_versioned_data/` dir and rewrite the import to point there.
+  const sectionRoot = section === 'docs'
+    ? path.join(__dirname, '..', 'docs')
+    : path.join(__dirname, '..', section);
+  const docsRoot = path.join(__dirname, '..');
+  const versionedDocsDir = section === 'docs'
+    ? `versioned_docs/version-${version}`
+    : `${section}_versioned_docs/version-${version}`;
+  const versionedDocsPath = path.join(__dirname, '..', versionedDocsDir);
+  const frozenDataDir = path.join(versionedDocsPath, '_versioned_data');
 
-  // Files that need import path fixes
-  const filesToFix = [
-    'contributing/resources.mdx',
-    'configuration/country-map-tools.mdx'
-  ];
+  if (!fs.existsSync(versionedDocsPath)) {
+    return;
+  }
 
-  console.log(`  Fixing relative imports in versioned docs...`);
+  console.log(`  Freezing data imports in ${versionedDocsDir}...`);
 
-  filesToFix.forEach(filePath => {
-    const fullPath = path.join(versionedDocsPath, filePath);
-    if (fs.existsSync(fullPath)) {
-      let content = fs.readFileSync(fullPath, 'utf8');
+  // Matches data file imports in two flavors:
+  //   `from '../../foo/bar.json'`  (relative, must escape one or more dirs)
+  //   `from '@site/static/foo.json'`  (Docusaurus site-root alias)
+  const dataImportRe = /(from\s+['"])((?:\.\.\/)+|@site\/)([^'"\s]+\.(?:json|ya?ml))(['"])/g;
 
-      // Fix imports that go up two directories to go up three instead
-      content = content.replace(
-        /from ['"]\.\.\/\.\.\/src\//g,
-        "from '../../../src/"
-      );
-      content = content.replace(
-        /from ['"]\.\.\/\.\.\/data\//g,
-        "from '../../../data/"
-      );
-
-      fs.writeFileSync(fullPath, content);
-      console.log(`    Fixed imports in ${filePath}`);
+  function freezeOne(fullPath, depth, prefix, pathSpec, importPath, suffix) {
+    let resolvedSource;
+    if (pathSpec === '@site/') {
+      // `@site/...` always resolves relative to the docs root.
+      resolvedSource = path.join(docsRoot, importPath);
+    } else {
+      // Relative path — must escape the file's depth within the section
+      // to point at content outside the section. Imports that stay inside
+      // are copied wholesale by Docusaurus, so we leave them alone.
+      const upCount = pathSpec.match(/\.\.\//g).length;
+      if (upCount <= depth) return null;
+      const relativeFromVersioned = path.relative(versionedDocsPath, fullPath);
+      const originalDir = path.dirname(path.join(sectionRoot, relativeFromVersioned));
+      resolvedSource = path.resolve(originalDir, pathSpec + importPath);
     }
-  });
+    // Skip imports that land inside the section root — those get copied
+    // with the section snapshot already.
+    const relFromSection = path.relative(sectionRoot, resolvedSource);
+    if (!relFromSection.startsWith('..')) return null;
+    const relFromDocsRoot = path.relative(docsRoot, resolvedSource);
+    if (relFromDocsRoot.startsWith('..') || !fs.existsSync(resolvedSource)) {
+      return null;
+    }
+    const destPath = path.join(frozenDataDir, relFromDocsRoot);
+    fs.mkdirSync(path.dirname(destPath), { recursive: true });
+    fs.copyFileSync(resolvedSource, destPath);
+    const rewritten = path
+      .relative(path.dirname(fullPath), destPath)
+      .split(path.sep)
+      .join('/');
+    const finalImport = rewritten.startsWith('.') ? rewritten : `./${rewritten}`;
+    return `${prefix}${finalImport}${suffix}`;
+  }
+
+  function walk(dir, depth) {
+    for (const entry of fs.readdirSync(dir, { withFileTypes: true })) {
+      const fullPath = path.join(dir, entry.name);
+      if (entry.isDirectory()) {
+        if (entry.name.startsWith('_')) continue;
+        walk(fullPath, depth + 1);
+      } else if (entry.isFile() && /\.(md|mdx)$/.test(entry.name)) {
+        const original = fs.readFileSync(fullPath, 'utf8');
+        let inFence = false;
+        let mutated = false;
+        const updated = original.split('\n').map(line => {
+          if (/^\s*(```|~~~)/.test(line)) {
+            inFence = !inFence;
+            return line;
+          }
+          if (inFence) return line;
+          return line.replace(dataImportRe, (match, prefix, pathSpec, importPath, suffix) => {
+            const rewritten = freezeOne(fullPath, depth, prefix, pathSpec, importPath, suffix);
+            if (rewritten === null) return match;
+            mutated = true;
+            return rewritten;
+          });
+        }).join('\n');
+        if (mutated) {
+          fs.writeFileSync(fullPath, updated);
+          const rel = path.relative(versionedDocsPath, fullPath);
+          console.log(`    Froze data imports in ${rel}`);
+        }
+      }
+    }
+  }
+
+  walk(versionedDocsPath, 0);
+}
+
+function fixVersionedImports(section, version) {
+  // Versioned content lands one directory deeper than the source content,
+  // so any `../../src/` or `../../data/` imports in .md/.mdx files need
+  // an extra `../` to keep reaching docs/src and docs/data.
+  const versionedDocsDir = section === 'docs'
+    ? `versioned_docs/version-${version}`
+    : `${section}_versioned_docs/version-${version}`;
+  const versionedDocsPath = path.join(__dirname, '..', versionedDocsDir);
+
+  if (!fs.existsSync(versionedDocsPath)) {
+    return;
+  }
+
+  console.log(`  Fixing relative imports in ${versionedDocsDir}...`);
+
+  // Imports whose `../` count exceeds the file's depth within the section
+  // escape the section root, so they need one extra `../` once the file
+  // lives one level deeper inside the snapshot dir. Imports that stay
+  // inside the section are unaffected (the section copies wholesale).
+  function walk(dir, depth) {
+    for (const entry of fs.readdirSync(dir, { withFileTypes: true })) {
+      const fullPath = path.join(dir, entry.name);
+      if (entry.isDirectory()) {
+        walk(fullPath, depth + 1);
+      } else if (entry.isFile() && /\.(md|mdx)$/.test(entry.name)) {
+        const original = fs.readFileSync(fullPath, 'utf8');
+        // Track fenced code blocks so we don't rewrite import samples inside
+        // ```ts / ```js (etc.) blocks that are documentation, not real imports.
+        let inFence = false;
+        const updated = original.split('\n').map(line => {
+          if (/^\s*(```|~~~)/.test(line)) {
+            inFence = !inFence;
+            return line;
+          }
+          if (inFence) return line;
+          return line.replace(
+            /(from\s+['"])((?:\.\.\/)+)/g,
+            (match, prefix, dots) => {
+              const upCount = dots.match(/\.\.\//g).length;
+              return upCount > depth ? `${prefix}../${dots}` : match;
+            },
+          );
+        }).join('\n');
+        if (updated !== original) {
+          fs.writeFileSync(fullPath, updated);
+          const rel = path.relative(versionedDocsPath, fullPath);
+          console.log(`    Fixed imports in ${rel}`);
+        }
+      }
+    }
+  }
+
+  walk(versionedDocsPath, 0);
 }
 
 function addVersion(section, version) {
@@ -91,6 +215,28 @@ function addVersion(section, version) {
 
   console.log(`Creating version ${version} for ${section}...`);
 
+  // Refresh auto-generated content (database pages, API reference,
+  // component playground) so the snapshot captures the current state of
+  // master rather than whatever happened to be on disk. `generate:smart`
+  // hashes its inputs and skips unchanged generators, so this is cheap
+  // when the dev already has fresh output.
+  //
+  // Use --skip-generate if you've placed a CI-artifact databases.json
+  // (the `database-diagnostics` artifact from Python-Integration) and
+  // want to preserve it instead of letting the local env regenerate it.
+  // See docs/README.md "Before You Cut" for the canonical release flow.
+  if (skipGenerate) {
+    console.log(`  Skipping auto-gen refresh (--skip-generate set)`);
+  } else {
+    console.log(`  Refreshing auto-generated docs...`);
+    try {
+      execSync('yarn run generate:smart', { stdio: 'inherit' });
+    } catch (error) {
+      console.error(`Failed to refresh auto-generated docs: ${error.message}`);
+      process.exit(1);
+    }
+  }
+
   // Run Docusaurus version command
   const docusaurusCommand = section === 'docs'
     ? `yarn docusaurus docs:version ${version}`
@@ -103,10 +249,12 @@ function addVersion(section, version) {
     process.exit(1);
   }
 
-  // Fix relative imports in versioned docs (for main docs section only)
-  if (section === 'docs') {
-    fixVersionedImports(version);
-  }
+  // Freeze data imports BEFORE adjusting paths, so the depth-aware rewriter
+  // doesn't process the now-local imports we just rewrote.
+  freezeDataImports(section, version);
+
+  // Fix relative imports in versioned content
+  fixVersionedImports(section, version);
 
   // Update config
   // Add to onlyIncludeVersions array (after 'current')
@@ -121,10 +269,15 @@ function addVersion(section, version) {
     banner: 'none'
   };
 
-  // Optionally update lastVersion if this is the first non-current version
-  if (config[section].onlyIncludeVersions.length === 2) {
-    config[section].lastVersion = version;
-  }
+  // Note: we deliberately do NOT auto-bump `lastVersion` to the new
+  // version. Superset's docs site keeps `lastVersion: 'current'` so
+  // the canonical URLs (`/user-docs/...`, `/admin-docs/...`,
+  // `/developer-docs/...`, `/components/...`) always render master
+  // content; cut versions are accessed only via their explicit version
+  // segment. (`/docs/...` paths are legacy and handled via per-page
+  // redirects in docusaurus.config.ts — not a current canonical
+  // form.) If you want a different policy, edit versions-config.json
+  // after cutting.
 
   saveConfig(config);
   console.log(`✅ Version ${version} added successfully to ${section}`);
@@ -185,8 +338,17 @@ function removeVersion(section, version) {
     const versionIndex = versions.indexOf(version);
     if (versionIndex > -1) {
       versions.splice(versionIndex, 1);
-      fs.writeFileSync(versionsJsonPath, JSON.stringify(versions, null, 2) + '\n');
-      console.log(`  Updated ${versionsJsonFile}`);
+      if (versions.length === 0) {
+        // Sections with no versions shouldn't carry an empty versions file
+        // on disk — Docusaurus doesn't require it, and an empty `[]` file
+        // gets picked up by `docusaurus version` and snapshotted into the
+        // next cut.
+        fs.unlinkSync(versionsJsonPath);
+        console.log(`  Removed empty ${versionsJsonFile}`);
+      } else {
+        fs.writeFileSync(versionsJsonPath, JSON.stringify(versions, null, 2) + '\n');
+        console.log(`  Updated ${versionsJsonFile}`);
+      }
     }
   }
 
@@ -211,17 +373,20 @@ function removeVersion(section, version) {
 function printUsage() {
   console.log(`
 Usage:
-  node scripts/manage-versions.js add <section> <version>
-  node scripts/manage-versions.js remove <section> <version>
+  node scripts/manage-versions.mjs add <section> <version> [--skip-generate]
+  node scripts/manage-versions.mjs remove <section> <version>
 
 Where:
-  - section: 'docs', 'developer_portal', or 'components'
+  - section: 'docs', 'developer_docs', 'admin_docs', or 'components'
   - version: version string (e.g., '1.2.0', '2.0.0')
+  - --skip-generate: skip refreshing auto-generated docs before snapshotting
+                     (use when you've already placed a fresh databases.json
+                     from CI and want to preserve it)
 
 Examples:
-  node scripts/manage-versions.js add docs 2.0.0
-  node scripts/manage-versions.js add developer_portal 1.3.0
-  node scripts/manage-versions.js remove components 1.0.0
+  node scripts/manage-versions.mjs add docs 2.0.0
+  node scripts/manage-versions.mjs add developer_docs 1.3.0
+  node scripts/manage-versions.mjs remove components 1.0.0
 `);
 }
 

docs/src/theme/DocVersionBadge/index.js

@@ -30,19 +30,30 @@ import { DownOutlined } from '@ant-design/icons';
 
 import styles from './styles.module.css';
 
+// Map each versioned plugin id to the URL prefix it actually serves
+// content from. Three of the four routeBasePath values differ from
+// their pluginId — the default preset-classic docs plugin lives at
+// `/user-docs`, and admin_docs / developer_docs use hyphens in their
+// URLs even though the plugin ids use underscores. Without this map
+// the basePath derivation below would mis-split the pathname for
+// those sections and the version dropdown would jump to the section
+// root instead of preserving the current page.
+//
+// Keep in sync with the `routeBasePath` values in docusaurus.config.ts.
+const PLUGIN_ID_TO_BASE_PATH = {
+  default: '/user-docs',
+  components: '/components',
+  admin_docs: '/admin-docs',
+  developer_docs: '/developer-docs',
+};
+
 export default function DocVersionBadge() {
   const activePlugin = useActivePlugin();
   const { pathname } = useLocation();
   const pluginId = activePlugin?.pluginId;
   const [versionedPath, setVersionedPath] = React.useState('');
 
-  // Show version selector for all versioned sections
-  const isVersioned = [
-    'default',  // main docs
-    'components',
-    'tutorials',
-    'developer_portal',
-  ].includes(pluginId);
+  const isVersioned = pluginId && pluginId in PLUGIN_ID_TO_BASE_PATH;
 
   const { preferredVersion } = useDocsPreferredVersion(pluginId);
   const versions = useVersions(pluginId);
@@ -53,7 +64,8 @@ export default function DocVersionBadge() {
     if (!pathname || !version || !pluginId) return;
 
     let relativePath = '';
-    const basePath = pluginId === 'default' ? '/docs' : `/${pluginId}`;
+    const basePath = PLUGIN_ID_TO_BASE_PATH[pluginId];
+    if (!basePath) return;
 
     // Handle different version path patterns
     if (pathname.includes(basePath)) {

docs/src/theme/DocVersionBanner/index.js

@@ -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.
- */
-
-import React, { useState, useEffect } from 'react';
-import DocVersionBanner from '@theme-original/DocVersionBanner';
-import {
-  useActivePlugin,
-  useDocsVersion,
-  useVersions,
-} from '@docusaurus/plugin-content-docs/client';
-import { useLocation } from '@docusaurus/router';
-import { useDocsPreferredVersion } from '@docusaurus/theme-common';
-import { Dropdown } from 'antd';
-import { DownOutlined } from '@ant-design/icons';
-
-import styles from './styles.module.css';
-
-export default function DocVersionBannerWrapper(props) {
-  const activePlugin = useActivePlugin();
-  const { pathname } = useLocation();
-  const pluginId = activePlugin?.pluginId;
-  const [versionedPath, setVersionedPath] = useState('');
-
-  // Only show version selector for tutorials
-  // Main docs, components, and developer_portal use the DocVersionBadge component instead
-  const isVersioned = pluginId && ['tutorials'].includes(pluginId);
-
-  const { preferredVersion } = useDocsPreferredVersion(pluginId);
-  const versions = useVersions(pluginId);
-  const version = useDocsVersion();
-
-  // Early return if required data is not available
-  if (!isVersioned || !versions || !version) {
-    return <DocVersionBanner {...props} />;
-  }
-
-  // Extract the current page path relative to the version
-  useEffect(() => {
-    if (!pathname || !version || !pluginId) return;
-
-    let relativePath = '';
-
-    // Handle different version path patterns
-    if (pathname.includes(`/${pluginId}/`)) {
-      // Extract the part after the version
-      // Example: /components/1.1.0/ui-components/button -> /ui-components/button
-      const parts = pathname.split(`/${pluginId}/`);
-      if (parts.length > 1) {
-        const afterPluginId = parts[1];
-        // Find where the version part ends
-        const versionParts = afterPluginId.split('/');
-        if (versionParts.length > 1) {
-          // Remove the version part and join the rest
-          relativePath = '/' + versionParts.slice(1).join('/');
-        }
-      }
-    }
-
-    setVersionedPath(relativePath);
-  }, [pathname, version, pluginId]);
-
-  // Create dropdown items for version selection
-  const items = versions.map(v => {
-    // Construct the URL for this version, preserving the current page
-    // v.path is the version-specific path like "1.0.0" or "next"
-    let versionUrl = v.path;
-
-    if (versionedPath) {
-      // Construct the full URL with the version and the current page path
-      versionUrl = v.path + versionedPath;
-    }
-
-    return {
-      key: v.name,
-      label: (
-        <a href={versionUrl}>
-          {v.label}
-          {v.name === version.name && ' (current)'}
-          {v.name === preferredVersion?.name && ' (preferred)'}
-        </a>
-      ),
-    };
-  });
-
-  return (
-    <>
-      <DocVersionBanner {...props} />
-      {isVersioned && (
-        <div className={styles.versionBanner}>
-          <div className={styles.versionContainer}>
-            <span className={styles.versionLabel}>Version:</span>
-            <Dropdown menu={{ items }} trigger={['click']}>
-              <a
-                onClick={e => e.preventDefault()}
-                className={styles.versionSelector}
-              >
-                {version.label} <DownOutlined />
-              </a>
-            </Dropdown>
-          </div>
-        </div>
-      )}
-    </>
-  );
-}

docs/tutorials_versions.json

@@ -1,3 +0,0 @@
-[
-  "1.0.0"
-]

scripts/change_detector.py

@@ -20,7 +20,7 @@ import json
 import os
 import re
 import subprocess
-from typing import List
+from typing import List, Optional
 from urllib.request import Request, urlopen
 
 # Define patterns for each group of files you're interested in
@@ -111,7 +111,7 @@ def main(event_type: str, sha: str, repo: str) -> None:
     """Main function to check for file changes based on event context."""
     print("SHA:", sha)
     print("EVENT_TYPE", event_type)
-    files = []
+    files: Optional[List[str]] = []
     if event_type == "pull_request":
         pr_number = os.getenv("GITHUB_REF", "").split("/")[-2]
         if is_int(pr_number):
@@ -124,11 +124,15 @@ def main(event_type: str, sha: str, repo: str) -> None:
         print("Files touched since previous commit:")
         print_files(files)
 
-    elif event_type == "workflow_dispatch":
-        print("Workflow dispatched, assuming all changed")
+    elif event_type in ("workflow_dispatch", "schedule"):
+        # Manual or cron-triggered runs aren't tied to a specific diff, so
+        # treat every group as changed. `files = None` makes the loop below
+        # short-circuit to True for every group via `files is None or ...`.
+        print(f"{event_type} run, assuming all changed")
+        files = None
 
     else:
-        raise ValueError("Unsupported event type")
+        raise ValueError(f"Unsupported event type: {event_type}")
 
     changes_detected = {}
     for group, regex_patterns in PATTERNS.items():
@@ -144,7 +148,7 @@ def main(event_type: str, sha: str, repo: str) -> None:
             # NOTE: as noted above, we assume that if 100 files are touched, we should
             # trigger all checks. This is a workaround for the GitHub API limit of 100
             # files. Using >= 99 because off-by-one errors are not uncommon
-            if changed or len(files) >= 99:
+            if changed or (files is not None and len(files) >= 99):
                 print(f"{check}=true", file=f)
                 print(f"Triggering group: {check}")
 

superset-core/pyproject.toml

@@ -18,7 +18,7 @@
 
 [project]
 name = "apache-superset-core"
-version = "0.1.0rc3"
+version = "0.1.0"
 description = "Core Python package for building Apache Superset backend extensions and integrations"
 readme = "README.md"
 authors = [

superset-embedded-sdk/package-lock.json

@@ -71,14 +71,14 @@
       }
     },
     "node_modules/@babel/code-frame": {
-      "version": "7.24.7",
-      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.24.7.tgz",
-      "integrity": "sha512-BcYH1CVJBO9tvyIZ2jVeXgSIMvGZ2FDRvDdOIVQyuklNKSsx+eppDEBq/g47Ayw+RqNFE+URvOShmf+f/qwAlA==",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
+      "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/highlight": "^7.24.7",
-        "picocolors": "^1.0.0"
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -126,16 +126,16 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.25.6",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.25.6.tgz",
-      "integrity": "sha512-VPC82gr1seXOpkjAAKoLhP50vx4vGNlF4msF64dSFq1P8RfB+QAuJWGHPXXPc8QyfVWwwB/TNNU4+ayZmHNbZw==",
+      "version": "7.29.1",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.1.tgz",
+      "integrity": "sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.25.6",
-        "@jridgewell/gen-mapping": "^0.3.5",
-        "@jridgewell/trace-mapping": "^0.3.25",
-        "jsesc": "^2.5.1"
+        "@babel/parser": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/gen-mapping": "^0.3.12",
+        "@jridgewell/trace-mapping": "^0.3.28",
+        "jsesc": "^3.0.2"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -242,6 +242,15 @@
         "@babel/core": "^7.4.0 || ^8.0.0-0 <8.0.0"
       }
     },
+    "node_modules/@babel/helper-globals": {
+      "version": "7.28.0",
+      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.28.0.tgz",
+      "integrity": "sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==",
+      "dev": true,
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
     "node_modules/@babel/helper-member-expression-to-functions": {
       "version": "7.24.8",
       "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.24.8.tgz",
@@ -257,30 +266,27 @@
       }
     },
     "node_modules/@babel/helper-module-imports": {
-      "version": "7.24.7",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.24.7.tgz",
-      "integrity": "sha512-8AyH3C+74cgCVVXow/myrynrAGv+nTVg5vKu2nZph9x7RcRwzmh0VFallJuFTZ9mx6u4eSdXZfcOzSqTUm0HCA==",
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.28.6.tgz",
+      "integrity": "sha512-l5XkZK7r7wa9LucGw9LwZyyCUscb4x37JWTPz7swwFE/0FMQAGpiWUZn8u9DzkSBWEcK25jmvubfpw2dnAMdbw==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/traverse": "^7.24.7",
-        "@babel/types": "^7.24.7"
+        "@babel/traverse": "^7.28.6",
+        "@babel/types": "^7.28.6"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-module-transforms": {
-      "version": "7.25.2",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.25.2.tgz",
-      "integrity": "sha512-BjyRAbix6j/wv83ftcVJmBt72QtHI56C7JXZoG2xATiLpmoC7dpd8WnkikExHDVPpi/3qCmO6WY1EaXOluiecQ==",
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.28.6.tgz",
+      "integrity": "sha512-67oXFAYr2cDLDVGLXTEABjdBJZ6drElUSI7WKp70NrpyISso3plG9SAGEF6y7zbha/wOzUByWWTJvEDVNIUGcA==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/helper-module-imports": "^7.24.7",
-        "@babel/helper-simple-access": "^7.24.7",
-        "@babel/helper-validator-identifier": "^7.24.7",
-        "@babel/traverse": "^7.25.2"
+        "@babel/helper-module-imports": "^7.28.6",
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "@babel/traverse": "^7.28.6"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -303,11 +309,10 @@
       }
     },
     "node_modules/@babel/helper-plugin-utils": {
-      "version": "7.24.8",
-      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.24.8.tgz",
-      "integrity": "sha512-FFWx5142D8h2Mgr/iPVGH5G7w6jDn4jUSpZTyDnQO0Yn7Ks2Kuz6Pci8H6MPCoUJegd/UZQ3tAvfLCxQSnWWwg==",
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.28.6.tgz",
+      "integrity": "sha512-S9gzZ/bz83GRysI7gAD4wPT/AI3uCnY+9xn+Mx/KPs2JwHJIz1W8PZkg2cqyt3RNOBM8ejcXhV6y8Og7ly/Dug==",
       "dev": true,
-      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
@@ -377,21 +382,19 @@
       }
     },
     "node_modules/@babel/helper-string-parser": {
-      "version": "7.24.8",
-      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.24.8.tgz",
-      "integrity": "sha512-pO9KhhRcuUyGnJWwyEgnRJTSIZHiT+vMD0kPeD+so0l7mxkMT19g3pjY9GTnHySck/hDzq+dtW/4VgnMkippsQ==",
+      "version": "7.27.1",
+      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
+      "integrity": "sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==",
       "dev": true,
-      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-validator-identifier": {
-      "version": "7.24.7",
-      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.24.7.tgz",
-      "integrity": "sha512-rR+PBcQ1SMQDDyF6X0wxtG8QyLCgUB0eRAGguqRLfkCA87l7yAP7ehq8SNj96OOGTO8OBV70KhuFYcIkHXOg0w==",
+      "version": "7.28.5",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz",
+      "integrity": "sha512-qSs4ifwzKJSV39ucNjsvc6WVHs6b7S03sOh2OcHF9UHfVPqWWALUsNUVzhSBiItjRZoLHx7nIarVjqKVusUZ1Q==",
       "dev": true,
-      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
@@ -435,30 +438,13 @@
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@babel/highlight": {
-      "version": "7.24.7",
-      "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.24.7.tgz",
-      "integrity": "sha512-EStJpq4OuY8xYfhGVXngigBJRWxftKX9ksiGDnmlY3o7B/V7KIAc9X4oiK87uPJSc/vs5L869bem5fhZa8caZw==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-validator-identifier": "^7.24.7",
-        "chalk": "^2.4.2",
-        "js-tokens": "^4.0.0",
-        "picocolors": "^1.0.0"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
     "node_modules/@babel/parser": {
-      "version": "7.25.6",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.25.6.tgz",
-      "integrity": "sha512-trGdfBdbD0l1ZPmcJ83eNxB9rbEax4ALFTF7fN386TMYbeCQbyme5cOEXQhbGXKebwGaB/J52w1mrklMcbgy6Q==",
+      "version": "7.29.3",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.3.tgz",
+      "integrity": "sha512-b3ctpQwp+PROvU/cttc4OYl4MzfJUWy6FZg+PMXfzmt/+39iHVF0sDfqay8TQM3JA2EUOyKcFZt75jWriQijsA==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.25.6"
+        "@babel/types": "^7.29.0"
       },
       "bin": {
         "parser": "bin/babel-parser.js"
@@ -1262,16 +1248,15 @@
       }
     },
     "node_modules/@babel/plugin-transform-modules-systemjs": {
-      "version": "7.25.0",
-      "resolved": "https://registry.npmjs.org/@babel/plugin-transform-modules-systemjs/-/plugin-transform-modules-systemjs-7.25.0.tgz",
-      "integrity": "sha512-YPJfjQPDXxyQWg/0+jHKj1llnY5f/R6a0p/vP4lPymxLu7Lvl4k2WMitqi08yxwQcCVUUdG9LCUj4TNEgAp3Jw==",
+      "version": "7.29.4",
+      "resolved": "https://registry.npmjs.org/@babel/plugin-transform-modules-systemjs/-/plugin-transform-modules-systemjs-7.29.4.tgz",
+      "integrity": "sha512-N7QmZ0xRZfjHOfZeQLJjwgX2zS9pdGHSVl/cjSGlo4dXMqvurfxXDMKY4RqEKzPozV78VMcd0lxyG13mlbKc4w==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/helper-module-transforms": "^7.25.0",
-        "@babel/helper-plugin-utils": "^7.24.8",
-        "@babel/helper-validator-identifier": "^7.24.7",
-        "@babel/traverse": "^7.25.0"
+        "@babel/helper-module-transforms": "^7.28.6",
+        "@babel/helper-plugin-utils": "^7.28.6",
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "@babel/traverse": "^7.29.0"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -1858,49 +1843,45 @@
       }
     },
     "node_modules/@babel/template": {
-      "version": "7.25.0",
-      "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.25.0.tgz",
-      "integrity": "sha512-aOOgh1/5XzKvg1jvVz7AVrx2piJ2XBi227DHmbY6y+bM9H2FlN+IfecYu4Xl0cNiiVejlsCri89LUsbj8vJD9Q==",
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.28.6.tgz",
+      "integrity": "sha512-YA6Ma2KsCdGb+WC6UpBVFJGXL58MDA6oyONbjyF/+5sBgxY/dwkhLogbMT2GXXyU84/IhRw/2D1Os1B/giz+BQ==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.24.7",
-        "@babel/parser": "^7.25.0",
-        "@babel/types": "^7.25.0"
+        "@babel/code-frame": "^7.28.6",
+        "@babel/parser": "^7.28.6",
+        "@babel/types": "^7.28.6"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/traverse": {
-      "version": "7.25.6",
-      "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.25.6.tgz",
-      "integrity": "sha512-9Vrcx5ZW6UwK5tvqsj0nGpp/XzqthkT0dqIc9g1AdtygFToNtTF67XzYS//dm+SAK9cp3B9R4ZO/46p63SCjlQ==",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.29.0.tgz",
+      "integrity": "sha512-4HPiQr0X7+waHfyXPZpWPfWL/J7dcN1mx9gL6WdQVMbPnF3+ZhSMs8tCxN7oHddJE9fhNE7+lxdnlyemKfJRuA==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.24.7",
-        "@babel/generator": "^7.25.6",
-        "@babel/parser": "^7.25.6",
-        "@babel/template": "^7.25.0",
-        "@babel/types": "^7.25.6",
-        "debug": "^4.3.1",
-        "globals": "^11.1.0"
+        "@babel/code-frame": "^7.29.0",
+        "@babel/generator": "^7.29.0",
+        "@babel/helper-globals": "^7.28.0",
+        "@babel/parser": "^7.29.0",
+        "@babel/template": "^7.28.6",
+        "@babel/types": "^7.29.0",
+        "debug": "^4.3.1"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/types": {
-      "version": "7.25.6",
-      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.25.6.tgz",
-      "integrity": "sha512-/l42B1qxpG6RdfYf343Uw1vmDjeNhneUXtzhojE7pDgfpEypmRhI6j1kr17XCVv4Cgl9HdAiQY2x0GwKm7rWCw==",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.29.0.tgz",
+      "integrity": "sha512-LwdZHpScM4Qz8Xw2iKSzS+cfglZzJGvofQICy7W7v4caru4EaAmyUuO6BGrbyQ2mYV11W0U8j5mBhd14dd3B0A==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "@babel/helper-string-parser": "^7.24.8",
-        "@babel/helper-validator-identifier": "^7.24.7",
-        "to-fast-properties": "^2.0.0"
+        "@babel/helper-string-parser": "^7.27.1",
+        "@babel/helper-validator-identifier": "^7.28.5"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -2659,17 +2640,13 @@
       }
     },
     "node_modules/@jridgewell/gen-mapping": {
-      "version": "0.3.5",
-      "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.5.tgz",
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@@ -12844,9 +12664,9 @@
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superset-extensions-cli/pyproject.toml

@@ -17,7 +17,7 @@
 
 [project]
 name = "apache-superset-extensions-cli"
-version = "0.1.0rc3"
+version = "0.1.0"
 description = "Official command-line interface for building, bundling, and managing Apache Superset extensions"
 readme = "README.md"
 authors = [

superset-frontend/package-lock.json

@@ -83,7 +83,7 @@
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         "ag-grid-react": "35.2.1",
         "antd": "^5.26.0",
-        "chrono-node": "^2.9.0",
+        "chrono-node": "^2.9.1",
         "classnames": "^2.2.5",
         "content-disposition": "^1.1.0",
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@@ -102,15 +102,15 @@
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         "geostyler-wfs-parser": "^3.0.1",
         "google-auth-library": "^10.6.2",
-        "immer": "^11.1.4",
+        "immer": "^11.1.7",
         "interweave": "^13.1.1",
         "jquery": "^4.0.0",
         "js-levenshtein": "^1.1.6",
         "json-bigint": "^1.0.0",
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         "lodash": "^4.18.1",
-        "mapbox-gl": "^3.23.0",
-        "markdown-to-jsx": "^9.7.16",
+        "mapbox-gl": "^3.23.1",
+        "markdown-to-jsx": "^9.8.0",
         "match-sorter": "^8.3.0",
         "memoize-one": "^5.2.1",
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@@ -169,10 +169,10 @@
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-        "@babel/preset-env": "^7.29.3",
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         "@babel/preset-react": "^7.28.5",
         "@babel/preset-typescript": "^7.28.5",
-        "@babel/register": "^7.23.7",
+        "@babel/register": "^7.29.3",
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         "@babel/runtime-corejs3": "^7.29.2",
         "@babel/types": "^7.28.6",
@@ -180,7 +180,7 @@
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         "@mihkeleidast/storybook-addon-source": "^1.0.1",
-        "@playwright/test": "^1.59.1",
+        "@playwright/test": "^1.60.0",
         "@pmmmwh/react-refresh-webpack-plugin": "^0.6.2",
         "@storybook/addon-actions": "^8.6.18",
         "@storybook/addon-controls": "^8.6.18",
@@ -229,7 +229,7 @@
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         "babel-plugin-lodash": "^3.3.4",
-        "baseline-browser-mapping": "^2.10.24",
+        "baseline-browser-mapping": "^2.10.29",
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@@ -269,7 +269,7 @@
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-        "oxlint": "^1.62.0",
+        "oxlint": "^1.63.0",
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@@ -290,7 +290,7 @@
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-        "wait-on": "^9.0.6",
+        "wait-on": "^9.0.10",
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@@ -1838,9 +1838,9 @@
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+      "version": "7.29.4",
+      "resolved": "https://registry.npmjs.org/@babel/plugin-transform-modules-systemjs/-/plugin-transform-modules-systemjs-7.29.4.tgz",
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       "dev": true,
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       "dependencies": {
@@ -2409,9 +2409,9 @@
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+      "version": "7.29.5",
+      "resolved": "https://registry.npmjs.org/@babel/preset-env/-/preset-env-7.29.5.tgz",
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       "license": "MIT",
       "dependencies": {
@@ -2454,7 +2454,7 @@
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@@ -2575,9 +2575,9 @@
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+      "version": "7.29.3",
+      "resolved": "https://registry.npmjs.org/@babel/register/-/register-7.29.3.tgz",
+      "integrity": "sha512-F6C1KpIdoImKQfsD6HSxZ+mS4YY/2Q+JsqrmTC5ApVkTR2rG+nnbpjhWwzA5bDNu8mJjB3AryqDaWFLd4gCbJQ==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -8643,9 +8643,9 @@
       "license": "MIT"
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-      "resolved": "https://registry.npmjs.org/markdown-to-jsx/-/markdown-to-jsx-9.7.16.tgz",
-      "integrity": "sha512-+LEgOlYfUEB9i2Oaxasec9H2HytB1+SQcgwFmQiNTKwe8cQ2E9bDNgePGq6ChIycMxtpcEY0g44aQ3uJoMw8eg==",
+      "version": "9.8.0",
+      "resolved": "https://registry.npmjs.org/markdown-to-jsx/-/markdown-to-jsx-9.8.0.tgz",
+      "integrity": "sha512-NWL0vDt6BeQgCxc2kK6g2SEPJpQuacu+NJk5j4QT4wlNmbsHdudoAbTGLCIyoPhfMiEqD1OZVBsYK0hvCky/HQ==",
       "license": "MIT",
       "engines": {
         "node": ">= 18"
@@ -38273,9 +38273,9 @@
       }
     },
     "node_modules/oxlint": {
-      "version": "1.62.0",
-      "resolved": "https://registry.npmjs.org/oxlint/-/oxlint-1.62.0.tgz",
-      "integrity": "sha512-1uFkg6HakjsGIpW9wNdeW4/2LOHW9MEkoWjZUTUfQtIHyLIZPYt00w3Sg+H3lH+206FgBPHBbW5dVE5l2ExECQ==",
+      "version": "1.63.0",
+      "resolved": "https://registry.npmjs.org/oxlint/-/oxlint-1.63.0.tgz",
+      "integrity": "sha512-9TGXetdjgIHOJ9OiReomP7nnrMkV9HxC1xM2ramJSLQpzxjsAJtQwa4wqkJN2f/uCrqZuJseFuSlWDdvcruveg==",
       "dev": true,
       "license": "MIT",
       "bin": {
@@ -38288,28 +38288,28 @@
         "url": "https://github.com/sponsors/Boshen"
       },
       "optionalDependencies": {
-        "@oxlint/binding-android-arm-eabi": "1.62.0",
-        "@oxlint/binding-android-arm64": "1.62.0",
-        "@oxlint/binding-darwin-arm64": "1.62.0",
-        "@oxlint/binding-darwin-x64": "1.62.0",
-        "@oxlint/binding-freebsd-x64": "1.62.0",
-        "@oxlint/binding-linux-arm-gnueabihf": "1.62.0",
-        "@oxlint/binding-linux-arm-musleabihf": "1.62.0",
-        "@oxlint/binding-linux-arm64-gnu": "1.62.0",
-        "@oxlint/binding-linux-arm64-musl": "1.62.0",
-        "@oxlint/binding-linux-ppc64-gnu": "1.62.0",
-        "@oxlint/binding-linux-riscv64-gnu": "1.62.0",
-        "@oxlint/binding-linux-riscv64-musl": "1.62.0",
-        "@oxlint/binding-linux-s390x-gnu": "1.62.0",
-        "@oxlint/binding-linux-x64-gnu": "1.62.0",
-        "@oxlint/binding-linux-x64-musl": "1.62.0",
-        "@oxlint/binding-openharmony-arm64": "1.62.0",
-        "@oxlint/binding-win32-arm64-msvc": "1.62.0",
-        "@oxlint/binding-win32-ia32-msvc": "1.62.0",
-        "@oxlint/binding-win32-x64-msvc": "1.62.0"
+        "@oxlint/binding-android-arm-eabi": "1.63.0",
+        "@oxlint/binding-android-arm64": "1.63.0",
+        "@oxlint/binding-darwin-arm64": "1.63.0",
+        "@oxlint/binding-darwin-x64": "1.63.0",
+        "@oxlint/binding-freebsd-x64": "1.63.0",
+        "@oxlint/binding-linux-arm-gnueabihf": "1.63.0",
+        "@oxlint/binding-linux-arm-musleabihf": "1.63.0",
+        "@oxlint/binding-linux-arm64-gnu": "1.63.0",
+        "@oxlint/binding-linux-arm64-musl": "1.63.0",
+        "@oxlint/binding-linux-ppc64-gnu": "1.63.0",
+        "@oxlint/binding-linux-riscv64-gnu": "1.63.0",
+        "@oxlint/binding-linux-riscv64-musl": "1.63.0",
+        "@oxlint/binding-linux-s390x-gnu": "1.63.0",
+        "@oxlint/binding-linux-x64-gnu": "1.63.0",
+        "@oxlint/binding-linux-x64-musl": "1.63.0",
+        "@oxlint/binding-openharmony-arm64": "1.63.0",
+        "@oxlint/binding-win32-arm64-msvc": "1.63.0",
+        "@oxlint/binding-win32-ia32-msvc": "1.63.0",
+        "@oxlint/binding-win32-x64-msvc": "1.63.0"
       },
       "peerDependencies": {
-        "oxlint-tsgolint": ">=0.18.0"
+        "oxlint-tsgolint": ">=0.22.1"
       },
       "peerDependenciesMeta": {
         "oxlint-tsgolint": {
@@ -39123,13 +39123,13 @@
       }
     },
     "node_modules/playwright": {
-      "version": "1.59.1",
-      "resolved": "https://registry.npmjs.org/playwright/-/playwright-1.59.1.tgz",
-      "integrity": "sha512-C8oWjPR3F81yljW9o5OxcWzfh6avkVwDD2VYdwIGqTkl+OGFISgypqzfu7dOe4QNLL2aqcWBmI3PMtLIK233lw==",
+      "version": "1.60.0",
+      "resolved": "https://registry.npmjs.org/playwright/-/playwright-1.60.0.tgz",
+      "integrity": "sha512-hheHdokM8cdqCb0lcE3s+zT4t4W+vvjpGxsZlDnikarzx8tSzMebh3UiFtgqwFwnTnjYQcsyMF8ei2mCO/tpeA==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
-        "playwright-core": "1.59.1"
+        "playwright-core": "1.60.0"
       },
       "bin": {
         "playwright": "cli.js"
@@ -39142,9 +39142,9 @@
       }
     },
     "node_modules/playwright-core": {
-      "version": "1.59.1",
-      "resolved": "https://registry.npmjs.org/playwright-core/-/playwright-core-1.59.1.tgz",
-      "integrity": "sha512-HBV/RJg81z5BiiZ9yPzIiClYV/QMsDCKUyogwH9p3MCP6IYjUFu/MActgYAvK0oWyV9NlwM3GLBjADyWgydVyg==",
+      "version": "1.60.0",
+      "resolved": "https://registry.npmjs.org/playwright-core/-/playwright-core-1.60.0.tgz",
+      "integrity": "sha512-9bW6zvX/m0lEbgTKJ6YppOKx8H3VOPBMOCFh2irXFOT4BbHgrx5hPjwJYLT40Lu+4qtD36qKc/Hn56StUW57IA==",
       "dev": true,
       "license": "Apache-2.0",
       "bin": {
@@ -47992,9 +47992,9 @@
       }
     },
     "node_modules/wait-on": {
-      "version": "9.0.6",
-      "resolved": "https://registry.npmjs.org/wait-on/-/wait-on-9.0.6.tgz",
-      "integrity": "sha512-KR+Te+NBg6DmPVil4anyIO72mpt/QDHjRo3nVFkwRgb26oweUp3DDW2szO3EeUY4cqafWy4rQuOOeEk4n+7Oeg==",
+      "version": "9.0.10",
+      "resolved": "https://registry.npmjs.org/wait-on/-/wait-on-9.0.10.tgz",
+      "integrity": "sha512-rCoJEhvMr0X6alHmwc9abbrA5ZrLZFKpFQVKPNFwl2h7DapXOGdmimIHDtLOWhT4PjhZhxFEtZoQgEXbkDWdZw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -49733,7 +49733,7 @@
       "dependencies": {
         "chalk": "^5.6.2",
         "lodash-es": "^4.18.1",
-        "yeoman-generator": "^8.1.2",
+        "yeoman-generator": "^8.2.2",
         "yosay": "^3.0.0"
       },
       "devDependencies": {
@@ -50107,12 +50107,12 @@
     },
     "packages/superset-core": {
       "name": "@apache-superset/core",
-      "version": "0.1.0-rc3",
+      "version": "0.1.0",
       "license": "Apache-2.0",
       "devDependencies": {
         "@babel/cli": "^7.28.6",
         "@babel/core": "^7.29.0",
-        "@babel/preset-env": "^7.29.3",
+        "@babel/preset-env": "^7.29.5",
         "@babel/preset-react": "^7.28.5",
         "@babel/preset-typescript": "^7.28.5",
         "@emotion/styled": "^11.14.1",
@@ -50892,7 +50892,7 @@
       "license": "Apache-2.0",
       "dependencies": {
         "@math.gl/web-mercator": "^4.1.0",
-        "mapbox-gl": "^3.23.0",
+        "mapbox-gl": "^3.23.1",
         "maplibre-gl": "^5.24.0",
         "react-map-gl": "^8.1.0",
         "supercluster": "^8.0.1"

superset-frontend/package.json

@@ -164,7 +164,7 @@
     "ag-grid-community": "35.2.1",
     "ag-grid-react": "35.2.1",
     "antd": "^5.26.0",
-    "chrono-node": "^2.9.0",
+    "chrono-node": "^2.9.1",
     "classnames": "^2.2.5",
     "content-disposition": "^1.1.0",
     "d3-color": "^3.1.0",
@@ -183,15 +183,15 @@
     "geostyler-style": "11.0.2",
     "geostyler-wfs-parser": "^3.0.1",
     "google-auth-library": "^10.6.2",
-    "immer": "^11.1.4",
+    "immer": "^11.1.7",
     "interweave": "^13.1.1",
     "jquery": "^4.0.0",
     "js-levenshtein": "^1.1.6",
     "json-bigint": "^1.0.0",
     "json-stringify-pretty-compact": "^2.0.0",
     "lodash": "^4.18.1",
-    "mapbox-gl": "^3.23.0",
-    "markdown-to-jsx": "^9.7.16",
+    "mapbox-gl": "^3.23.1",
+    "markdown-to-jsx": "^9.8.0",
     "match-sorter": "^8.3.0",
     "memoize-one": "^5.2.1",
     "mousetrap": "^1.6.5",
@@ -250,10 +250,10 @@
     "@babel/plugin-transform-export-namespace-from": "^7.27.1",
     "@babel/plugin-transform-modules-commonjs": "^7.28.6",
     "@babel/plugin-transform-runtime": "^7.29.0",
-    "@babel/preset-env": "^7.29.3",
+    "@babel/preset-env": "^7.29.5",
     "@babel/preset-react": "^7.28.5",
     "@babel/preset-typescript": "^7.28.5",
-    "@babel/register": "^7.23.7",
+    "@babel/register": "^7.29.3",
     "@babel/runtime": "^7.29.2",
     "@babel/runtime-corejs3": "^7.29.2",
     "@babel/types": "^7.28.6",
@@ -261,7 +261,7 @@
     "@emotion/jest": "^11.14.2",
     "@istanbuljs/nyc-config-typescript": "^1.0.1",
     "@mihkeleidast/storybook-addon-source": "^1.0.1",
-    "@playwright/test": "^1.59.1",
+    "@playwright/test": "^1.60.0",
     "@pmmmwh/react-refresh-webpack-plugin": "^0.6.2",
     "@storybook/addon-actions": "^8.6.18",
     "@storybook/addon-controls": "^8.6.18",
@@ -310,7 +310,7 @@
     "babel-plugin-dynamic-import-node": "^2.3.3",
     "babel-plugin-jsx-remove-data-test-id": "^3.0.0",
     "babel-plugin-lodash": "^3.3.4",
-    "baseline-browser-mapping": "^2.10.24",
+    "baseline-browser-mapping": "^2.10.29",
     "cheerio": "1.2.0",
     "concurrently": "^9.2.1",
     "copy-webpack-plugin": "^14.0.0",
@@ -350,7 +350,7 @@
     "lightningcss": "^1.32.0",
     "mini-css-extract-plugin": "^2.10.2",
     "open-cli": "^9.0.0",
-    "oxlint": "^1.62.0",
+    "oxlint": "^1.63.0",
     "po2json": "^0.4.5",
     "prettier": "3.8.3",
     "prettier-plugin-packagejson": "^3.0.2",
@@ -371,7 +371,7 @@
     "typescript": "5.4.5",
     "unzipper": "^0.12.3",
     "vm-browserify": "^1.1.2",
-    "wait-on": "^9.0.6",
+    "wait-on": "^9.0.10",
     "webpack": "^5.106.2",
     "webpack-bundle-analyzer": "^5.3.0",
     "webpack-cli": "^6.0.1",

superset-frontend/packages/superset-core/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@apache-superset/core",
-  "version": "0.1.0-rc3",
+  "version": "0.1.0",
   "description": "This package contains UI elements, APIs, and utility functions used by Superset.",
   "sideEffects": false,
   "main": "lib/index.js",
@@ -75,7 +75,7 @@
   "devDependencies": {
     "@babel/cli": "^7.28.6",
     "@babel/core": "^7.29.0",
-    "@babel/preset-env": "^7.29.3",
+    "@babel/preset-env": "^7.29.5",
     "@babel/preset-react": "^7.28.5",
     "@babel/preset-typescript": "^7.28.5",
     "typescript": "^5.0.0",

superset-frontend/packages/superset-ui-core/src/chart/components/createLoadableRenderer.ts

@@ -17,59 +17,109 @@
  * under the License.
  */
 
-import Loadable from 'react-loadable';
-import { ComponentClass } from 'react';
+import { ReactElement, useEffect, useRef, useState } from 'react';
 
 export type LoadableRendererProps = {
-  onRenderFailure?: Function;
-  onRenderSuccess?: Function;
+  onRenderFailure?: (error: Error) => void;
+  onRenderSuccess?: () => void;
 };
 
-const defaultProps = {
-  onRenderFailure() {},
-  onRenderSuccess() {},
+type LoaderMap<Exports> = {
+  [K in keyof Exports]: () => Promise<Exports[K]> | Exports[K];
 };
 
-export interface LoadableRenderer<Props>
-  extends
-    ComponentClass<Props & LoadableRendererProps>,
-    Loadable.LoadableComponent {}
-
-export default function createLoadableRenderer<
-  Props,
-  Exports extends { [key: string]: any },
->(options: Loadable.OptionsWithMap<Props, Exports>): LoadableRenderer<Props> {
-  const LoadableRenderer = Loadable.Map<Props, Exports>(
-    options,
-  ) as LoadableRenderer<Props>;
-
-  // Extends the behavior of LoadableComponent to provide post-render listeners
-  class CustomLoadableRenderer extends LoadableRenderer {
-    static defaultProps: object;
-
-    componentDidMount() {
-      this.afterRender();
-    }
-
-    componentDidUpdate() {
-      this.afterRender();
-    }
-
-    afterRender() {
-      const { loaded, loading, error } = this.state;
-      const { onRenderFailure, onRenderSuccess } = this.props;
-      if (!loading) {
-        if (error) {
-          (onRenderFailure as Function)(error);
-        } else if (loaded && Object.keys(loaded).length > 0) {
-          (onRenderSuccess as Function)();
-        }
-      }
-    }
-  }
-
-  CustomLoadableRenderer.defaultProps = defaultProps;
-  CustomLoadableRenderer.preload = LoadableRenderer.preload;
-
-  return CustomLoadableRenderer;
+export interface LoadingProps {
+  error?: { toString(): string };
+}
+
+export interface LoadableOptions<Props, Exports> {
+  loader: LoaderMap<Exports>;
+  loading: (loadingProps: LoadingProps) => ReactElement | null;
+  render: (loaded: Exports, props: Props) => ReactElement;
+}
+
+export interface LoadableRenderer<Props> {
+  (props: Props & LoadableRendererProps): ReactElement | null;
+  preload: () => Promise<unknown>;
+  displayName?: string;
+}
+
+export default function createLoadableRenderer<Props, Exports>(
+  options: LoadableOptions<Props, Exports>,
+): LoadableRenderer<Props> {
+  let promise: Promise<Exports> | null = null;
+  let cachedResult: Exports | null = null;
+  let cachedError: Error | null = null;
+
+  const load = (): Promise<Exports> => {
+    if (promise) return promise;
+    const keys = Object.keys(options.loader) as (keyof Exports)[];
+    promise = Promise.all(
+      keys.map(key => Promise.resolve(options.loader[key]())),
+    ).then(
+      values => {
+        const loaded = {} as Exports;
+        keys.forEach((key, i) => {
+          loaded[key] = values[i] as Exports[typeof key];
+        });
+        cachedResult = loaded;
+        return loaded;
+      },
+      err => {
+        cachedError = err instanceof Error ? err : new Error(String(err));
+        throw cachedError;
+      },
+    );
+    return promise;
+  };
+
+  const Renderer: LoadableRenderer<Props> = props => {
+    const [state, setState] = useState<{
+      loaded: Exports | null;
+      error: Error | null;
+    }>(() => ({ loaded: cachedResult, error: cachedError }));
+
+    useEffect(() => {
+      if (state.loaded || state.error) return undefined;
+      let cancelled = false;
+      load().then(
+        loaded => {
+          if (!cancelled) setState({ loaded, error: null });
+        },
+        err => {
+          if (!cancelled) setState({ loaded: null, error: err });
+        },
+      );
+      return () => {
+        cancelled = true;
+      };
+    }, [state.loaded, state.error]);
+
+    // Keep callback refs current without retriggering the post-load effect on
+    // every prop update.
+    const onRenderSuccessRef = useRef(props.onRenderSuccess);
+    const onRenderFailureRef = useRef(props.onRenderFailure);
+    onRenderSuccessRef.current = props.onRenderSuccess;
+    onRenderFailureRef.current = props.onRenderFailure;
+
+    useEffect(() => {
+      if (state.error) {
+        onRenderFailureRef.current?.(state.error);
+      } else if (state.loaded && Object.keys(state.loaded).length > 0) {
+        onRenderSuccessRef.current?.();
+      }
+    }, [state.loaded, state.error]);
+
+    if (state.error) {
+      return options.loading({ error: state.error });
+    }
+    if (!state.loaded) {
+      return options.loading({});
+    }
+    return options.render(state.loaded, props as Props);
+  };
+
+  Renderer.preload = load;
+
+  return Renderer;
 }

superset-frontend/plugins/legacy-plugin-chart-rose/src/Rose.ts

@@ -386,11 +386,7 @@ function Rose(element: HTMLElement, props: RoseProps): void {
     .enter()
     .append('g')
     .attr('class', 'segment')
-    .classed('clickable', true)
-    .on('mouseover', mouseover)
-    .on('mouseout', mouseout)
-    .on('mousemove', mousemove)
-    .on('click', click);
+    .classed('clickable', true);
 
   const labels = labelsWrap
     .selectAll('g')
@@ -614,6 +610,11 @@ function Rose(element: HTMLElement, props: RoseProps): void {
     }
   }
 
+  ae.on('mouseover', mouseover)
+    .on('mouseout', mouseout)
+    .on('mousemove', mousemove)
+    .on('click', click);
+
   function updateActive(): void {
     const delay = d3.event.altKey ? 3000 : 300;
     legendWrap.datum(legendData(datum)).call(legend);

superset-frontend/plugins/plugin-chart-point-cluster-map/package.json

@@ -27,7 +27,7 @@
   ],
   "dependencies": {
     "@math.gl/web-mercator": "^4.1.0",
-    "mapbox-gl": "^3.23.0",
+    "mapbox-gl": "^3.23.1",
     "maplibre-gl": "^5.24.0",
     "react-map-gl": "^8.1.0",
     "supercluster": "^8.0.1"

superset-frontend/src/components/Chart/DrillDetail/DrillDetailPane.tsx

@@ -50,7 +50,6 @@ import Table, {
 import { RootState } from 'src/dashboard/types';
 import { usePermissions } from 'src/hooks/usePermissions';
 import { useToasts } from 'src/components/MessageToasts/withToasts';
-import { ensureAppRoot } from 'src/utils/pathUtils';
 import { safeStringify } from 'src/utils/safeStringify';
 import HeaderWithRadioGroup from '@superset-ui/core/components/Table/header-renderers/HeaderWithRadioGroup';
 import { useDatasetMetadataBar } from 'src/features/datasets/metadataBar/useDatasetMetadataBar';
@@ -250,7 +249,7 @@ export default function DrillDetailPane({
       if (dashboardId) {
         payload.form_data = { dashboardId };
       }
-      SupersetClient.postForm(ensureAppRoot('/api/v1/chart/data'), {
+      SupersetClient.postForm('/api/v1/chart/data', {
         form_data: safeStringify(payload),
       }).catch(error => {
         addDangerToast(

superset-frontend/src/components/Chart/chartAction.ts

@@ -48,7 +48,6 @@ import { Logger, LOG_ACTIONS_LOAD_CHART } from 'src/logger/LogUtils';
 import { allowCrossDomain as domainShardingEnabled } from 'src/utils/hostNamesConfig';
 import { updateDataMask } from 'src/dataMask/actions';
 import { waitForAsyncData } from 'src/middleware/asyncEvent';
-import { ensureAppRoot } from 'src/utils/pathUtils';
 import { safeStringify } from 'src/utils/safeStringify';
 import { extendedDayjs } from '@superset-ui/core/utils/dates';
 import type { Dispatch, Action, AnyAction } from 'redux';
@@ -781,6 +780,15 @@ export function exploreJSON(
         handleChartDataResponse(response, json, useLegacyApi),
       )
       .then(queriesResponse => {
+        // Drop stale responses: if a newer query has started for this chart,
+        // its controller will have replaced ours in state, so ignore this
+        // response to avoid clobbering newer data with older results.
+        if (key != null) {
+          const currentController = getState().charts?.[key]?.queryController;
+          if (currentController && currentController !== controller) {
+            return undefined;
+          }
+        }
         (queriesResponse as QueryData[]).forEach(
           (resultItem: QueryData & { applied_filters?: JsonObject[] }) =>
             dispatch(
@@ -826,6 +834,15 @@ export function exploreJSON(
             );
           }
 
+          // Drop stale failures the same way we drop stale successes,
+          // so a slow earlier request can't mark a newer one as failed.
+          if (key != null) {
+            const currentController = getState().charts?.[key]?.queryController;
+            if (currentController && currentController !== controller) {
+              return undefined;
+            }
+          }
+
           if (isFeatureEnabled(FeatureFlag.GlobalAsyncQueries)) {
             // In async mode we just pass the raw error response through
             return dispatch(
@@ -934,7 +951,7 @@ export function redirectSQLLab(
             requestedQuery: payload,
           });
         } else {
-          SupersetClient.postForm(ensureAppRoot(redirectUrl), {
+          SupersetClient.postForm(redirectUrl, {
             form_data: safeStringify(payload),
           });
         }

superset-frontend/src/components/Chart/chartActions.test.ts

@@ -156,6 +156,78 @@ describe('chart actions', () => {
       .mockImplementation((data: unknown) => Promise.resolve(data));
   });
 
+  test('should drop stale success dispatches when a newer controller has replaced ours in state', async () => {
+    const chartKey = 'stale_success_test';
+    const formData: Partial<QueryFormData> = {
+      slice_id: 456,
+      datasource: 'table__1',
+      viz_type: 'table',
+    };
+    // A controller belonging to a *newer* in-flight request, already stored
+    // in state by the time this thunk's response resolves.
+    const newerController = new AbortController();
+    const state: MockState = {
+      charts: {
+        [chartKey]: {
+          queryController: newerController,
+        },
+      },
+      common: {
+        conf: {
+          SUPERSET_WEBSERVER_TIMEOUT: 60,
+        },
+      },
+    };
+    const getState = jest.fn(() => state);
+    const dispatchMock = jest.fn();
+    const getChartDataRequestSpy = jest
+      .spyOn(actions, 'getChartDataRequest')
+      .mockResolvedValue({
+        response: { status: 200 } as Response,
+        json: { result: [{ data: [{ stale: true }] }] },
+      });
+    const handleChartDataResponseSpy = jest
+      .spyOn(actions, 'handleChartDataResponse')
+      .mockResolvedValue([{ data: [{ stale: true }] }]);
+    const updateDataMaskSpy = jest
+      .spyOn(dataMaskActions, 'updateDataMask')
+      .mockReturnValue({ type: 'UPDATE_DATA_MASK' } as ReturnType<
+        typeof dataMaskActions.updateDataMask
+      >);
+    const getQuerySettingsStub = jest
+      .spyOn(exploreUtils, 'getQuerySettings')
+      .mockReturnValue([false, () => {}] as unknown as ReturnType<
+        typeof exploreUtils.getQuerySettings
+      >);
+
+    try {
+      const thunkAction = actions.exploreJSON(
+        formData as QueryFormData,
+        false,
+        undefined,
+        chartKey,
+      );
+      await thunkAction(
+        dispatchMock as unknown as actions.ChartThunkDispatch,
+        getState as unknown as () => actions.RootState,
+        undefined,
+      );
+
+      // CHART_UPDATE_STARTED is fine (it ran before the gate),
+      // but CHART_UPDATE_SUCCEEDED must NOT have fired with the stale data.
+      const dispatchedTypes = dispatchMock.mock.calls.map(
+        ([action]) => action?.type,
+      );
+      expect(dispatchedTypes).toContain(actions.CHART_UPDATE_STARTED);
+      expect(dispatchedTypes).not.toContain(actions.CHART_UPDATE_SUCCEEDED);
+    } finally {
+      getChartDataRequestSpy.mockRestore();
+      handleChartDataResponseSpy.mockRestore();
+      updateDataMaskSpy.mockRestore();
+      getQuerySettingsStub.mockRestore();
+    }
+  });
+
   test('should defer abort of previous controller to avoid Redux state mutation', async () => {
     jest.useFakeTimers();
     const chartKey = 'defer_abort_test';

superset-frontend/src/dashboard/components/DashboardBuilder/DashboardBuilder.test.tsx

@@ -24,6 +24,7 @@ import {
   screen,
 } from 'spec/helpers/testing-library';
 import { FeatureFlag } from '@superset-ui/core';
+import { supersetTheme } from '@apache-superset/core/theme';
 import {
   OPEN_FILTER_BAR_WIDTH,
   CLOSED_FILTER_BAR_WIDTH,
@@ -489,6 +490,48 @@ test('should render ParentSize wrapper with height 100% for tabs', async () => {
   expect(tabPanels.length).toBeGreaterThan(0);
 });
 
+test('should apply min-height to the top-level tab drop target so tabs can be dropped on dashboards with content', () => {
+  (useStoredSidebarWidth as jest.Mock).mockImplementation(() => [
+    100,
+    jest.fn(),
+  ]);
+  (fetchFaveStar as jest.Mock).mockReturnValue({ type: 'mock-action' });
+  (setActiveTab as jest.Mock).mockReturnValue({ type: 'mock-action' });
+
+  const { getByTestId } = render(<DashboardBuilder />, {
+    useRedux: true,
+    store: storeWithState({
+      ...mockState,
+      dashboardLayout: undoableDashboardLayout,
+      dashboardState: { ...mockState.dashboardState, editMode: true },
+    }),
+    useDnd: true,
+    useTheme: true,
+    useRouter: true,
+  });
+
+  const headerWrapper = getByTestId('dashboard-header-wrapper');
+
+  // The Droppable inside the header should have the empty-droptarget class
+  // when there are no top-level tabs and edit mode is active. Without this
+  // class (and its associated min-height CSS rule), the drop target has zero
+  // height and users cannot drag tabs onto dashboards that already have
+  // content.
+  const droptarget = headerWrapper.querySelector('.empty-droptarget');
+  expect(droptarget).toBeInTheDocument();
+
+  // Verify the StyledHeader CSS defines a non-zero min-height for
+  // .empty-droptarget, derived from theme.sizeUnit * 4 to stay in sync
+  // with the source rule in DashboardBuilder.tsx.
+  expect(headerWrapper).toHaveStyleRule(
+    'min-height',
+    `${supersetTheme.sizeUnit * 4}px`,
+    {
+      target: '.empty-droptarget',
+    },
+  );
+});
+
 test('should maintain layout when switching between tabs', async () => {
   (useStoredSidebarWidth as jest.Mock).mockImplementation(() => [
     100,

superset-frontend/src/dashboard/components/DashboardBuilder/DashboardBuilder.tsx

@@ -100,6 +100,10 @@ const StyledHeader = styled.div<{ filterBarWidth: number }>`
     z-index: 99;
     max-width: calc(100vw - ${filterBarWidth}px);
 
+    .empty-droptarget {
+      min-height: ${theme.sizeUnit * 4}px;
+    }
+
     .empty-droptarget:before {
       position: absolute;
       content: '';

superset-frontend/src/embedded/index.tsx

@@ -18,7 +18,7 @@
  */
 import 'src/public-path';
 
-import { lazy, StrictMode, Suspense, useEffect } from 'react';
+import { lazy, Suspense, useEffect } from 'react';
 import { createRoot, type Root } from 'react-dom/client';
 import { BrowserRouter as Router, Route } from 'react-router-dom';
 import { Global } from '@emotion/react';
@@ -197,11 +197,7 @@ function start() {
       if (!root) {
         root = createRoot(appMountPoint);
       }
-      root.render(
-        <StrictMode>
-          <EmbeddedApp />
-        </StrictMode>,
-      );
+      root.render(<EmbeddedApp />);
     },
     err => {
       // something is most likely wrong with the guest token; reset the guard

superset-frontend/src/explore/components/controls/ZoomConfigControl/ZoomConfigControl.tsx

@@ -66,7 +66,6 @@ export const ZoomConfigControl: FC<ZoomConfigsControlProps> = ({
   };
 
   const onBaseWidthChange = (width: number) => {
-    console.log('now in onbasewidthcahnge');
     setBaseWidth(width);
     if (!value) {
       return;

superset-frontend/src/explore/exploreUtils/exportChart.test.ts

@@ -58,7 +58,9 @@ beforeEach(() => {
   });
 });
 
-// Tests for exportChart URL prefix handling in streaming export
+// Tests for exportChart URL prefix handling in streaming export.
+// Streaming uses native fetch (not SupersetClient), so exportChart must apply
+// ensureAppRoot before passing the URL to onStartStreamingExport.
 test('exportChart v1 API passes prefixed URL to onStartStreamingExport when app root is configured', async () => {
   const appRoot = '/superset';
   ensureAppRoot.mockImplementation((path: string) => `${appRoot}${path}`);
@@ -111,6 +113,24 @@ test('exportChart v1 API passes nested prefix for deeply nested deployments', as
   expect(callArgs.exportType).toBe('xlsx');
 });
 
+// Regression test for the double-prefix bug: SupersetClient.postForm adds appRoot
+// internally via getUrl(), so the URL passed must NOT already be prefixed.
+test('exportChart v1 API calls postForm with unprefixed URL when app root is configured', async () => {
+  const { SupersetClient } = jest.requireMock('@superset-ui/core');
+  const appRoot = '/analytics';
+  ensureAppRoot.mockImplementation((path: string) => `${appRoot}${path}`);
+
+  await exportChart({
+    formData: baseFormData,
+    resultFormat: 'csv',
+  });
+
+  expect(SupersetClient.postForm).toHaveBeenCalledTimes(1);
+  const [url] = SupersetClient.postForm.mock.calls[0];
+  expect(url).toBe('/api/v1/chart/data');
+  expect(url).not.toContain(appRoot);
+});
+
 test('exportChart passes csv exportType for CSV exports', async () => {
   const onStartStreamingExport = jest.fn();
 
@@ -143,7 +163,7 @@ test('exportChart passes xlsx exportType for Excel exports', async () => {
   );
 });
 
-test('exportChart legacy API (useLegacyApi=true) passes prefixed URL with app root configured', async () => {
+test('exportChart legacy API (useLegacyApi=true) passes prefixed URL to onStartStreamingExport when app root is configured', async () => {
   const appRoot = '/superset';
   ensureAppRoot.mockImplementation((path: string) => `${appRoot}${path}`);
 
@@ -165,6 +185,8 @@ test('exportChart legacy API (useLegacyApi=true) passes prefixed URL with app ro
 
   expect(onStartStreamingExport).toHaveBeenCalledTimes(1);
   const callArgs = onStartStreamingExport.mock.calls[0][0];
+  // The legacy blueprint path is /superset/explore_json/; with appRoot=/superset the
+  // full streaming URL is /superset/superset/explore_json/ (appRoot + blueprint prefix).
   expect(callArgs.url).toBe('/superset/superset/explore_json/?csv=true');
   expect(callArgs.exportType).toBe('csv');
 });

superset-frontend/src/explore/exploreUtils/index.ts

@@ -76,6 +76,7 @@ interface GetExploreUrlParams {
   allowDomainSharding?: boolean;
   method?: 'GET' | 'POST';
   relative?: boolean;
+  includeAppRoot?: boolean;
 }
 
 interface BuildV1ChartDataPayloadParams {
@@ -223,6 +224,7 @@ export function getExploreUrl({
   allowDomainSharding = false,
   method = 'POST',
   relative = false,
+  includeAppRoot = true,
 }: GetExploreUrlParams): string | null {
   if (!formData.datasource) {
     return null;
@@ -242,7 +244,7 @@ export function getExploreUrl({
     uri = URI(URI(curUrl).search());
   }
 
-  const directory = getURIDirectory(endpointType);
+  const directory = getURIDirectory(endpointType, includeAppRoot);
 
   // Building the querystring (search) part of the URI
   const search = uri.search(true) as Record<string, string>;
@@ -370,10 +372,11 @@ export const exportChart = async ({
       force,
       allowDomainSharding: false,
       relative: true,
+      includeAppRoot: false,
     });
     payload = formData;
   } else {
-    url = ensureAppRoot('/api/v1/chart/data');
+    url = '/api/v1/chart/data';
     payload = await buildV1ChartDataPayload({
       formData,
       force,
@@ -385,14 +388,16 @@ export const exportChart = async ({
 
   // Check if streaming export handler is provided (from dashboard Chart.jsx)
   if (onStartStreamingExport) {
-    // Streaming is handled by the caller - pass URL, payload, and export type
+    // Streaming uses native fetch — apply appRoot prefix here since useStreamingExport
+    // does not go through SupersetClient (which would add it automatically).
     onStartStreamingExport({
-      url,
+      url: url ? ensureAppRoot(url) : url,
       payload,
       exportType: resultFormat,
     });
   } else {
-    // Fallback to original behavior for non-streaming exports
+    // SupersetClient.postForm calls getUrl({ endpoint }) internally, which prepends
+    // appRoot — so the URL must NOT be pre-prefixed here.
     SupersetClient.postForm(url as string, {
       form_data: safeStringify(payload),
     });

superset-frontend/src/features/semanticLayers/jsonFormsHelpers.tsx

@@ -255,22 +255,107 @@ const EnumNamesRenderer = withJsonFormsControlProps(EnumNamesControl);
 const enumNamesEntry = {
   // Rank 5: higher than the default string renderer (2–3) so this fires
   // whenever x-enumNames is present, regardless of the underlying type.
+  // Array-of-enum schemas are handled by ``multiEnumEntry`` below — this
+  // renderer only targets scalar string/number controls.
   tester: rankWith(
     5,
-    schemaMatches(s => {
-      const names = (s as Record<string, unknown>)['x-enumNames'];
-      return Array.isArray(names) && (names as unknown[]).length > 0;
-    }),
+    and(
+      schemaMatches(s => {
+        const names = (s as Record<string, unknown>)['x-enumNames'];
+        return Array.isArray(names) && (names as unknown[]).length > 0;
+      }),
+      schemaMatches(
+        s => (s as Record<string, unknown>)?.type !== 'array',
+      ),
+    ),
   ),
   renderer: EnumNamesRenderer,
 };
 
+/**
+ * Renderer for ``{type: 'array', items: {enum: [...]}}`` schemas.  Renders
+ * a single Antd Select with ``mode="multiple"`` (tag-style multi-select),
+ * matching the natural expectation of a "pick several from a list" control.
+ *
+ * Without this, the default ``PrimitiveArrayControl`` from the upstream
+ * library renders an "Add …" button that creates one single-select per
+ * element — visually wrong for an enum multi-select and unable to display
+ * ``items.x-enumNames`` labels.
+ *
+ * The renderer is dynamic-aware: when the host form is refreshing the
+ * schema (e.g. compatible options narrowing as the user picks), the Select
+ * shows a loading indicator without becoming disabled, so the user can
+ * continue editing while options refresh.
+ */
+function MultiEnumControl(props: ControlProps) {
+  const { refreshingSchema } = props.config ?? {};
+  const arraySchema = props.schema as Record<string, unknown>;
+  const itemsSchema =
+    (arraySchema.items as Record<string, unknown>) ??
+    ({} as Record<string, unknown>);
+
+  const enumValues = (itemsSchema.enum as unknown[]) ?? [];
+  const enumNames =
+    (itemsSchema['x-enumNames'] as string[]) ?? enumValues.map(String);
+
+  const options = enumValues.map((value, index) => ({
+    value: value as string | number,
+    label: enumNames[index] ?? String(value),
+  }));
+
+  const value = Array.isArray(props.data) ? (props.data as unknown[]) : [];
+
+  const tooltip = (props.uischema?.options as Record<string, unknown>)
+    ?.tooltip as string | undefined;
+
+  return (
+    <Form.Item label={props.label} tooltip={tooltip}>
+      <Select
+        mode="multiple"
+        value={value as (string | number)[]}
+        onChange={next => props.handleChange(props.path, next)}
+        options={options}
+        style={{ width: '100%' }}
+        disabled={!props.enabled}
+        loading={!!refreshingSchema}
+        allowClear
+        optionFilterProp="label"
+        placeholder={
+          (props.uischema?.options as Record<string, unknown>)
+            ?.placeholderText as string | undefined
+        }
+      />
+    </Form.Item>
+  );
+}
+const MultiEnumRenderer = withJsonFormsControlProps(MultiEnumControl);
+const multiEnumEntry = {
+  // Rank 35: must beat upstream ``PrimitiveArrayRenderer`` (rank 30) so an
+  // ``array``/``items.enum`` schema renders as one Antd multi-select tag
+  // box instead of the "Add" repeater pattern that PrimitiveArray uses.
+  tester: rankWith(
+    35,
+    schemaMatches(s => {
+      const schema = s as Record<string, unknown>;
+      if (schema?.type !== 'array') return false;
+      const items = schema.items as Record<string, unknown> | undefined;
+      return (
+        !!items &&
+        Array.isArray(items.enum) &&
+        (items.enum as unknown[]).length > 0
+      );
+    }),
+  ),
+  renderer: MultiEnumRenderer,
+};
+
 export const renderers = [
   ...rendererRegistryEntries,
   passwordEntry,
   constEntry,
   readOnlyEntry,
   enumNamesEntry,
+  multiEnumEntry,
   dynamicFieldEntry,
 ];
 

superset-frontend/src/features/semanticViews/AddSemanticViewModal.tsx

@@ -254,7 +254,9 @@ export default function AddSemanticViewModal({
           !schema?.properties ||
           Object.keys(schema.properties).length === 0
         ) {
-          // No runtime config needed — fetch views right away
+          // Preserve top-level runtime metadata (e.g. x-singleView) even when
+          // there are no form fields, then fetch views right away.
+          applyRuntimeSchema(schema);
           fetchViews(uuid, {}, gen);
         } else {
           applyRuntimeSchema(schema);
@@ -456,6 +458,32 @@ export default function AddSemanticViewModal({
   const viewsDisabled =
     loadingViews || (!loadingViews && availableViews.length === 0);
 
+  // When ``x-singleView: true`` the runtime form fully describes a single
+  // semantic view (e.g. a MetricFlow cube).  Hide the picker and auto-select
+  // whatever ``get_semantic_views`` returned so the Add button can fire
+  // without an extra user click.
+  const singleViewMode =
+    (runtimeSchema as Record<string, unknown> | null)?.['x-singleView'] ===
+    true;
+
+  useEffect(() => {
+    if (!singleViewMode) return;
+    const namesToAdd = availableViews
+      .filter(v => !v.already_added)
+      .map(v => v.name)
+      .sort((a, b) => a.localeCompare(b))
+      .slice(0, 1);
+    setSelectedViewNames(prev => {
+      if (
+        prev.length === namesToAdd.length &&
+        prev.every((n, i) => n === namesToAdd[i])
+      ) {
+        return prev;
+      }
+      return namesToAdd;
+    });
+  }, [singleViewMode, availableViews]);
+
   return (
     <StandardModal
       show={show}
@@ -511,8 +539,12 @@ export default function AddSemanticViewModal({
           </>
         )}
 
-        {/* Semantic Views — always visible once a layer is selected */}
-        {selectedLayerUuid && !loadingRuntime && (
+        {/* Semantic Views — always visible once a layer is selected, unless
+            the runtime schema declares ``x-singleView: true``: extensions
+            (e.g. MetricFlow cubes) whose runtime form fully describes a
+            single view set that flag so the picker disappears and the
+            view is auto-selected when ``get_semantic_views`` returns it. */}
+        {selectedLayerUuid && !loadingRuntime && !singleViewMode && (
           <ModalFormField label={t('Semantic Views')}>
             <Select
               ariaLabel={t('Semantic views')}

superset-frontend/src/types/emotion-jest.d.ts

@@ -17,33 +17,4 @@
  * under the License.
  */
 
-.versionBanner {
-  background-color: var(--ifm-color-emphasis-100);
-  padding: 0.5rem 1rem;
-  margin-bottom: 1rem;
-  border-bottom: 1px solid var(--ifm-color-emphasis-200);
-}
-
-.versionContainer {
-  display: flex;
-  align-items: center;
-  max-width: var(--ifm-container-width);
-  margin: 0 auto;
-  padding: 0 var(--ifm-spacing-horizontal);
-}
-
-.versionLabel {
-  font-weight: bold;
-  margin-right: 0.5rem;
-}
-
-.versionSelector {
-  cursor: pointer;
-  color: var(--ifm-color-primary);
-  font-weight: 500;
-}
-
-.versionSelector:hover {
-  text-decoration: none;
-  color: var(--ifm-color-primary-darker);
-}
+/// <reference types="@emotion/jest" />

superset-frontend/src/views/index.tsx

@@ -18,7 +18,6 @@
  */
 import 'src/public-path';
 
-import { StrictMode } from 'react';
 import { createRoot } from 'react-dom/client';
 import { logging } from '@apache-superset/core/utils';
 import initPreamble from 'src/preamble';
@@ -32,11 +31,7 @@ if (appMountPoint) {
       await initPreamble();
     } finally {
       const { default: App } = await import(/* webpackMode: "eager" */ './App');
-      root.render(
-        <StrictMode>
-          <App />
-        </StrictMode>,
-      );
+      root.render(<App />);
     }
   })().catch(err => {
     logging.error('Unhandled error during app initialization', err);

superset-frontend/src/views/menu.tsx

@@ -20,7 +20,6 @@ import 'src/public-path';
 
 // Menu App. Used in views that do not already include the Menu component in the layout.
 // eg, backend rendered views
-import { StrictMode } from 'react';
 import { Provider } from 'react-redux';
 import { createRoot } from 'react-dom/client';
 import { BrowserRouter } from 'react-router-dom';
@@ -46,26 +45,24 @@ const emotionCache = createCache({
 });
 
 const app = (
-  <StrictMode>
-    <CacheProvider value={emotionCache}>
-      <ThemeProvider theme={theme}>
-        <Provider store={store}>
-          <BrowserRouter>
-            <QueryParamProvider
-              adapter={ReactRouter5Adapter}
-              options={{
-                searchStringToObject: querystring.parse,
-                objectToSearchString: (object: Record<string, any>) =>
-                  querystring.stringify(object, { encode: false }),
-              }}
-            >
-              <Menu data={menu} />
-            </QueryParamProvider>
-          </BrowserRouter>
-        </Provider>
-      </ThemeProvider>
-    </CacheProvider>
-  </StrictMode>
+  <CacheProvider value={emotionCache}>
+    <ThemeProvider theme={theme}>
+      <Provider store={store}>
+        <BrowserRouter>
+          <QueryParamProvider
+            adapter={ReactRouter5Adapter}
+            options={{
+              searchStringToObject: querystring.parse,
+              objectToSearchString: (object: Record<string, any>) =>
+                querystring.stringify(object, { encode: false }),
+            }}
+          >
+            <Menu data={menu} />
+          </QueryParamProvider>
+        </BrowserRouter>
+      </Provider>
+    </ThemeProvider>
+  </CacheProvider>
 );
 
 const menuMountPoint = document.getElementById('app-menu');

superset/mcp_service/chart/chart_utils.py

@@ -1212,6 +1212,17 @@ def _resolve_viz_type(config: Any) -> str:
     return "unknown"
 
 
+TABLE_VIZ_TYPE_LABELS = {
+    "table": "table chart",
+    "ag-grid-table": "interactive table chart",
+}
+
+
+def get_table_chart_type_label(viz_type: str | None) -> str | None:
+    """Return a user-facing label for table-family Superset viz types."""
+    return TABLE_VIZ_TYPE_LABELS.get(viz_type) if viz_type is not None else None
+
+
 def analyze_chart_capabilities(chart: Any | None, config: Any) -> ChartCapabilities:
     """Analyze chart capabilities based on type and configuration."""
     if chart:

superset/mcp_service/chart/schemas.py

@@ -1872,6 +1872,12 @@ class GenerateChartResponse(BaseModel):
 
     # Navigation and context
     explore_url: str | None = Field(None, description="Edit chart in Superset")
+    chart_type_label: str | None = Field(
+        None,
+        description=(
+            "User-facing chart type label derived from the rendered visualization type"
+        ),
+    )
     embed_code: str | None = Field(None, description="HTML embed snippet")
     api_endpoints: Dict[str, str] = Field(
         default_factory=dict, description="Related API endpoints for data/updates"

superset/mcp_service/chart/tool/generate_chart.py

@@ -35,6 +35,7 @@ from superset.mcp_service.chart.chart_utils import (
     analyze_chart_capabilities,
     analyze_chart_semantics,
     generate_chart_name,
+    get_table_chart_type_label,
     map_config_to_form_data,
     validate_chart_dataset,
 )
@@ -746,6 +747,7 @@ async def generate_chart(  # noqa: C901
             "capabilities": capabilities.model_dump() if capabilities else None,
             "semantics": semantics.model_dump() if semantics else None,
             "explore_url": explore_url,
+            "chart_type_label": get_table_chart_type_label(form_data.get("viz_type")),
             # Form data fields - REQUIRED for chatbot/external client rendering
             "form_data": _sanitize_generate_chart_form_data_for_llm_context(form_data),
             "form_data_key": form_data_key,

superset/mcp_service/explore/tool/generate_explore_link.py

@@ -33,6 +33,7 @@ from superset.mcp_service.auth import has_dataset_access
 from superset.mcp_service.chart.chart_helpers import extract_form_data_key_from_url
 from superset.mcp_service.chart.chart_utils import (
     generate_explore_link as generate_url,
+    get_table_chart_type_label,
     map_config_to_form_data,
 )
 from superset.mcp_service.chart.compile import validate_and_compile
@@ -130,6 +131,7 @@ async def generate_explore_link(
                     "url": "",
                     "form_data": {},
                     "form_data_key": None,
+                    "chart_type_label": None,
                     "error": (
                         f"Dataset not found: {request.dataset_id}. "
                         "Use list_datasets to find valid dataset IDs."
@@ -148,6 +150,7 @@ async def generate_explore_link(
                     "url": "",
                     "form_data": {},
                     "form_data_key": None,
+                    "chart_type_label": None,
                     "error": (
                         f"Dataset not found: {request.dataset_id}. "
                         "Use list_datasets to find valid dataset IDs."
@@ -217,6 +220,7 @@ async def generate_explore_link(
                 "url": "",
                 "form_data": form_data,
                 "form_data_key": None,
+                "chart_type_label": None,
                 "error": error_payload,
             }
 
@@ -243,6 +247,7 @@ async def generate_explore_link(
             "url": explore_url,
             "form_data": form_data,
             "form_data_key": form_data_key,
+            "chart_type_label": get_table_chart_type_label(form_data.get("viz_type")),
             "error": None,
         }
 
@@ -260,5 +265,6 @@ async def generate_explore_link(
             "url": "",
             "form_data": {},
             "form_data_key": None,
+            "chart_type_label": None,
             "error": f"Failed to generate explore link: {str(e)}",
         }

superset/utils/pandas_postprocessing/pivot.py

@@ -27,6 +27,55 @@ from superset.utils.pandas_postprocessing.utils import (
 )
 
 
+def _restore_dropped_metric_columns(
+    df: DataFrame,
+    expected_metrics: list[str],
+    orig_columns: Optional[DataFrame],
+) -> DataFrame:
+    """Re-add metric columns that pivot_table dropped due to all-NaN values.
+
+    When drop_missing_columns=True, pandas pivot_table silently removes columns
+    whose entries are all NaN. This breaks downstream post-processing steps
+    (rename, rolling) that use validate_column_args to assert the columns exist.
+    Restoring the columns as all-NaN preserves the expected schema while still
+    allowing sparse category combinations to be dropped — only metric-level
+    absences are restored.
+
+    Note: this intentionally changes the visible output of drop_missing_columns=True
+    for all-NaN metrics: they are kept as empty series rather than dropped. This is
+    necessary for chart-rendering post-processing to maintain schema stability.
+
+    :param df: Post-pivot DataFrame (may have MultiIndex or flat columns).
+    :param expected_metrics: Metric column names that should exist at level 0.
+    :param orig_columns: Pre-pivot slice of the groupby column(s), used to
+           lazily compute (metric, *col_vals) restoration keys for only the
+           metrics that were entirely absent after pivoting. None for flat pivots.
+    """
+    if orig_columns is not None:
+        # MultiIndex case. Only compute keys for metrics that were entirely
+        # dropped — skips metrics still present, avoiding O(n_rows × n_metrics)
+        # upfront work when no all-NaN drop occurred.
+        existing_metrics = (
+            set(df.columns.get_level_values(0)) if len(df.columns) > 0 else set()
+        )
+        missing = {m for m in expected_metrics if m not in existing_metrics}
+        if missing:
+            # Dict preserves data-insertion order and deduplicates, so restored
+            # columns appear in deterministic order.
+            keys_dict: dict[tuple[Any, ...], None] = {}
+            for row in orig_columns.itertuples():
+                for metric in missing:
+                    keys_dict[(metric, *row[1:])] = None
+            for key in keys_dict:
+                df[key] = float("nan")
+    else:
+        # Flat case (no groupby columns): restore simple metric columns.
+        for metric in expected_metrics:
+            if metric not in df.columns:
+                df[metric] = float("nan")
+    return df
+
+
 @validate_column_args("index", "columns")
 def pivot(  # pylint: disable=too-many-arguments
     df: DataFrame,
@@ -50,7 +99,11 @@ def pivot(  # pylint: disable=too-many-arguments
     :param column_fill_value: Value to replace missing pivot columns with. By default
            replaces missing values with "<NULL>". Set to `None` to remove columns
            with missing values.
-    :param drop_missing_columns: Do not include columns whose entries are all missing
+    :param drop_missing_columns: Do not include columns whose entries are all missing.
+           Note: metric columns entirely absent after pivoting (the whole metric is
+           all-NaN) are restored as empty series so that downstream post-processing
+           (rename, rolling) can reference them. Sparse category combinations where
+           only some (metric, category) pairs are all-NaN may still be dropped.
     :param combine_value_with_metric: Display metrics side by side within each column,
            as opposed to each column being displayed side by side for each metric.
     :param aggregates: A mapping from aggregate column name to the aggregate
@@ -79,15 +132,20 @@ def pivot(  # pylint: disable=too-many-arguments
     #  Remove once/if support is added.
     aggfunc = {na.column: na.aggfunc for na in aggregate_funcs.values()}
 
-    # When dropna = False, the pivot_table function will calculate cartesian-product
-    # for MultiIndex.
+    # For drop_missing_columns=False: pre-compute all (metric, *col_vals) tuples
+    # to filter Cartesian-product columns after pivoting.
+    # For drop_missing_columns=True: save a slice of the groupby column data so
+    # that _restore_dropped_metric_columns can build keys lazily — only for metrics
+    # that were actually dropped, avoiding O(n_rows × n_metrics) upfront work in
+    # the common case where no metric is entirely all-NaN.
     # https://github.com/apache/superset/issues/15956
     # https://github.com/pandas-dev/pandas/issues/18030
-    series_set = set()
+    pivot_key_set: set[tuple[Any, ...]] = set()
     if not drop_missing_columns and columns:
         for row in df[columns].itertuples():
             for metric in aggfunc.keys():
-                series_set.add(tuple([metric]) + tuple(row[1:]))  # noqa: C409
+                pivot_key_set.add((metric, *row[1:]))
+    orig_columns_df = df[columns] if columns else None
 
     df = df.pivot_table(
         values=aggfunc.keys(),
@@ -100,10 +158,14 @@ def pivot(  # pylint: disable=too-many-arguments
         margins_name=marginal_distribution_name,
     )
 
-    if not drop_missing_columns and len(series_set) > 0 and not df.empty:
-        df = df.drop(df.columns.difference(series_set), axis=PandasAxis.COLUMN)
+    if drop_missing_columns:
+        df = _restore_dropped_metric_columns(df, list(aggfunc.keys()), orig_columns_df)
+    elif pivot_key_set and not df.empty:
+        df = df.drop(df.columns.difference(pivot_key_set), axis=PandasAxis.COLUMN)
 
     if combine_value_with_metric:
-        df = df.stack(0).unstack()
+        # dropna=False preserves restored all-NaN metric rows that would otherwise
+        # be silently dropped by stack's default dropna=True behavior.
+        df = df.stack(level=0, dropna=False).unstack()
 
     return df

tests/unit_tests/mcp_service/chart/test_chart_schemas.py

@@ -25,11 +25,27 @@ from pydantic import ValidationError
 from superset.mcp_service.chart.schemas import (
     ColumnRef,
     GenerateChartRequest,
+    GenerateChartResponse,
     TableChartConfig,
     XYChartConfig,
 )
 
 
+class TestGenerateChartResponse:
+    """Test GenerateChartResponse validation."""
+
+    def test_chart_type_label_accepted(self) -> None:
+        response = GenerateChartResponse.model_validate(
+            {
+                "success": True,
+                "chart_type_label": "table chart",
+                "form_data": {"viz_type": "table"},
+            }
+        )
+
+        assert response.chart_type_label == "table chart"
+
+
 class TestTableChartConfig:
     """Test TableChartConfig validation."""
 

tests/unit_tests/mcp_service/chart/test_chart_utils.py

@@ -31,6 +31,7 @@ from superset.mcp_service.chart.chart_utils import (
     create_metric_object,
     generate_chart_name,
     generate_explore_link,
+    get_table_chart_type_label,
     is_column_truly_temporal,
     map_config_to_form_data,
     map_filter_operator,
@@ -49,6 +50,27 @@ from superset.mcp_service.chart.schemas import (
 from superset.utils.core import FilterOperator, GenericDataType
 
 
+class TestGetTableChartTypeLabel:
+    """Test user-facing labels for table-family chart types."""
+
+    def test_regular_table_label(self) -> None:
+        assert get_table_chart_type_label("table") == "table chart"
+
+    def test_ag_grid_table_label(self) -> None:
+        assert get_table_chart_type_label("ag-grid-table") == (
+            "interactive table chart"
+        )
+
+    def test_non_table_viz_type_has_no_label(self) -> None:
+        assert get_table_chart_type_label("echarts_timeseries_bar") is None
+
+    def test_unknown_viz_type_has_no_label(self) -> None:
+        assert get_table_chart_type_label("my-custom-chart") is None
+
+    def test_missing_viz_type_has_no_label(self) -> None:
+        assert get_table_chart_type_label(None) is None
+
+
 class TestCreateMetricObject:
     """Test create_metric_object function"""
 

tests/unit_tests/mcp_service/chart/tool/test_generate_chart.py

@@ -19,7 +19,7 @@
 Unit tests for MCP generate_chart tool
 """
 
-from unittest.mock import MagicMock, Mock, patch
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
 import pytest
 from sqlalchemy.orm.exc import DetachedInstanceError
@@ -37,6 +37,7 @@ from superset.mcp_service.chart.tool.generate_chart import (
     _compile_chart,
     _sanitize_generate_chart_form_data_for_llm_context,
     CompileResult,
+    generate_chart,
 )
 from superset.mcp_service.utils import sanitize_for_llm_context
 from superset.utils import json as utils_json
@@ -45,6 +46,58 @@ from superset.utils import json as utils_json
 class TestGenerateChart:
     """Tests for generate_chart MCP tool."""
 
+    @pytest.mark.asyncio
+    async def test_generate_chart_returns_table_chart_type_label(self) -> None:
+        """Test chart generation response includes table chart type label."""
+        request = GenerateChartRequest(
+            dataset_id="1",
+            config=TableChartConfig(
+                chart_type="table",
+                columns=[ColumnRef(name="region")],
+            ),
+            preview_formats=["url"],
+        )
+        ctx = MagicMock()
+        ctx.info = AsyncMock()
+        ctx.debug = AsyncMock()
+        ctx.warning = AsyncMock()
+        ctx.error = AsyncMock()
+        ctx.report_progress = AsyncMock()
+        validation_result = Mock(
+            is_valid=True,
+            request=request,
+            warnings={},
+            error=None,
+        )
+        mock_user = Mock()
+        mock_user.id = 1
+        mock_user.username = "admin"
+        mock_user.roles = []
+        mock_user.groups = []
+
+        with (
+            patch(
+                "superset.mcp_service.auth.get_user_from_request",
+                return_value=mock_user,
+            ),
+            patch(
+                "superset.mcp_service.chart.validation.ValidationPipeline."
+                "validate_request_with_warnings",
+                return_value=validation_result,
+            ),
+            patch(
+                "superset.mcp_service.chart.chart_utils.generate_explore_link",
+                return_value=(
+                    "http://localhost:9001/explore/?"
+                    "form_data_key=test_form_data_key_123"
+                ),
+            ),
+            patch("superset.daos.dataset.DatasetDAO.find_by_id", return_value=None),
+        ):
+            result = await generate_chart(request, ctx=ctx)
+
+        assert result.chart_type_label == "table chart"
+
     @pytest.mark.asyncio
     async def test_generate_chart_request_structure(self):
         """Test that chart generation request structures are properly formed."""

tests/unit_tests/mcp_service/explore/tool/test_generate_explore_link.py

@@ -158,6 +158,7 @@ class TestGenerateExploreLink:
                 result.data["url"]
                 == "http://localhost:9001/explore/?form_data_key=test_form_data_key_123"
             )
+            assert result.data["chart_type_label"] == "table chart"
             mock_create_form_data.assert_called_once()
 
     @patch("superset.daos.dataset.DatasetDAO.find_by_id")
@@ -197,8 +198,36 @@ class TestGenerateExploreLink:
                 result.data["url"]
                 == "http://localhost:9001/explore/?form_data_key=comprehensive_key_456"
             )
+            assert result.data["chart_type_label"] == "table chart"
             mock_create_form_data.assert_called_once()
 
+    @patch("superset.daos.dataset.DatasetDAO.find_by_id")
+    @patch(
+        "superset.mcp_service.commands.create_form_data.MCPCreateFormDataCommand.run"
+    )
+    @pytest.mark.asyncio
+    async def test_generate_ag_grid_table_explore_link_label(
+        self, mock_create_form_data, mock_find_dataset, mcp_server
+    ) -> None:
+        """Test generating explore link reports AG Grid table label."""
+        mock_create_form_data.return_value = "ag_grid_key_123"
+        mock_find_dataset.return_value = _mock_dataset(id=1)
+
+        config = TableChartConfig(
+            chart_type="table",
+            viz_type="ag-grid-table",
+            columns=[ColumnRef(name="region")],
+        )
+        request = GenerateExploreLinkRequest(dataset_id="1", config=config)
+
+        async with Client(mcp_server) as client:
+            result = await client.call_tool(
+                "generate_explore_link", {"request": request.model_dump()}
+            )
+
+            assert result.data["error"] is None
+            assert result.data["chart_type_label"] == "interactive table chart"
+
     @patch("superset.daos.dataset.DatasetDAO.find_by_id")
     @patch(
         "superset.mcp_service.commands.create_form_data.MCPCreateFormDataCommand.run"
@@ -236,6 +265,7 @@ class TestGenerateExploreLink:
                 result.data["url"]
                 == "http://localhost:9001/explore/?form_data_key=line_chart_key_789"
             )
+            assert result.data["chart_type_label"] is None
             mock_create_form_data.assert_called_once()
 
     @patch("superset.daos.dataset.DatasetDAO.find_by_id")
@@ -690,6 +720,7 @@ class TestGenerateExploreLink:
                 assert result.data["url"] == ""
                 assert result.data["form_data"] == {}
                 assert result.data["form_data_key"] is None
+                assert result.data["chart_type_label"] is None
                 assert "Invalid config structure" in result.data["error"]
         finally:
             # Restore original function
@@ -775,6 +806,7 @@ class TestGenerateExploreLink:
             assert result.data["url"] == ""
             assert result.data["form_data"] == {}
             assert result.data["form_data_key"] is None
+            assert result.data["chart_type_label"] is None
             assert "Dataset not found: 99999" in result.data["error"]
             assert "list_datasets" in result.data["error"]
 
@@ -801,6 +833,7 @@ class TestGenerateExploreLink:
             assert result.data["url"] == ""
             assert result.data["form_data"] == {}
             assert result.data["form_data_key"] is None
+            assert result.data["chart_type_label"] is None
             assert "Dataset not found" in result.data["error"]
 
 
@@ -1015,6 +1048,7 @@ class TestGenerateExploreLinkValidation:
 
             assert result.data["url"] == ""
             assert result.data["form_data_key"] is None
+            assert result.data["chart_type_label"] is None
             error = result.data["error"]
             assert isinstance(error, dict)
             assert error["error_code"] == "CHART_VALIDATION_FAILED"
@@ -1050,6 +1084,7 @@ class TestGenerateExploreLinkValidation:
             )
 
             assert result.data["url"] == ""
+            assert result.data["chart_type_label"] is None
             # Surface as "not found" rather than leaking that the dataset exists.
             assert "Dataset not found" in result.data["error"]
             mock_create_form_data.assert_not_called()

tests/unit_tests/pandas_postprocessing/test_pivot.py

@@ -16,6 +16,7 @@
 # under the License.
 
 import numpy as np
+import pandas as pd
 import pytest
 from pandas import DataFrame, to_datetime
 
@@ -203,3 +204,245 @@ def test_pivot_eliminate_cartesian_product_columns():
         "metric2, 1, 1",
     ]
     assert np.isnan(df["metric, 1, 1"][0])
+
+
+def test_pivot_preserves_all_nan_metric_flat():
+    """
+    Pivot with drop_missing_columns=True must not drop metric columns whose entries
+    are all NaN. This prevents downstream post-processing (e.g. rename) from failing
+    with "Referenced columns not available in DataFrame" when a Jinja metric
+    expression evaluates to NULL for every row (SC-100398).
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(["2019-01-01", "2019-01-02", "2019-01-03"]),
+            "metric": [np.nan, np.nan, np.nan],
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        aggregates={"metric": {"operator": "mean"}},
+        drop_missing_columns=True,
+    )
+
+    assert "metric" in df.columns
+    assert df["metric"].isna().all()
+
+
+def test_pivot_preserves_all_nan_metric_with_columns():
+    """
+    Pivot with groupby columns and drop_missing_columns=True must restore the
+    exact (metric, category_val) MultiIndex keys when all values for that metric
+    are NaN. The restored keys must use the actual category values from the input
+    data so that downstream rename/rolling validation and flatten produce the
+    correct column names.
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(["2019-01-01", "2019-01-01"]),
+            "category": ["A", "B"],
+            "metric": [np.nan, np.nan],
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        columns=["category"],
+        aggregates={"metric": {"operator": "mean"}},
+        drop_missing_columns=True,
+    )
+
+    assert isinstance(df.columns, pd.MultiIndex)
+    assert "metric" in df.columns.get_level_values(0)
+    # Exact keys must reflect the real category values, not placeholders.
+    assert ("metric", "A") in df.columns
+    assert ("metric", "B") in df.columns
+
+    df = flatten(df)
+    assert "metric, A" in df.columns
+    assert "metric, B" in df.columns
+    assert df["metric, A"].isna().all()
+    assert df["metric, B"].isna().all()
+
+
+def test_pivot_preserves_all_nan_metric_multi_column():
+    """
+    Pivot with multiple groupby columns and an all-NaN metric restores the full
+    multi-level (metric, col_val_1, col_val_2) key, not a truncated or placeholder
+    version. Exercises the case where columns=["country", "category"].
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(
+                ["2019-01-01", "2019-01-01", "2019-01-01", "2019-01-01"]
+            ),
+            "country": ["US", "US", "EU", "EU"],
+            "category": ["A", "B", "A", "B"],
+            "metric": [np.nan, np.nan, np.nan, np.nan],
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        columns=["country", "category"],
+        aggregates={"metric": {"operator": "mean"}},
+        drop_missing_columns=True,
+    )
+
+    assert isinstance(df.columns, pd.MultiIndex)
+    assert "metric" in df.columns.get_level_values(0)
+    # All four combinations must be restored with correct full tuple keys.
+    assert ("metric", "US", "A") in df.columns
+    assert ("metric", "US", "B") in df.columns
+    assert ("metric", "EU", "A") in df.columns
+    assert ("metric", "EU", "B") in df.columns
+
+    df = flatten(df)
+    assert "metric, US, A" in df.columns
+    assert "metric, EU, B" in df.columns
+    assert df["metric, US, A"].isna().all()
+
+
+def test_pivot_restored_nan_metric_column_order_is_deterministic():
+    """
+    Restored all-NaN metric columns must appear in data-insertion order, not
+    in nondeterministic hash-set iteration order. This prevents column ordering
+    from varying across Python processes (which randomize hash seeds by default).
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(["2019-01-01", "2019-01-01", "2019-01-01"]),
+            "category": ["C", "A", "B"],
+            "metric": [np.nan, np.nan, np.nan],
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        columns=["category"],
+        aggregates={"metric": {"operator": "mean"}},
+        drop_missing_columns=True,
+    )
+
+    # Columns restored in data-insertion order: C, A, B (not alphabetical or random).
+    assert list(df.columns.get_level_values(1)) == ["C", "A", "B"]
+
+
+def test_pivot_preserves_all_nan_metric_combine_value_with_metric():
+    """
+    When combine_value_with_metric=True, a stack()/unstack() is applied after
+    column restoration. stack() drops all-NaN rows by default, which would remove
+    the restored metric before downstream post-processing can reference it.
+    Using dropna=False on stack() ensures restored all-NaN metrics survive.
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(["2019-01-01", "2019-01-01"]),
+            "category": ["A", "B"],
+            "metric": [np.nan, np.nan],
+            "metric2": [1.0, 2.0],
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        columns=["category"],
+        aggregates={
+            "metric": {"operator": "mean"},
+            "metric2": {"operator": "mean"},
+        },
+        drop_missing_columns=True,
+        combine_value_with_metric=True,
+    )
+
+    # After stack()/unstack(), columns are (category_val, metric_name) tuples.
+    # The all-NaN metric must appear in level 1 alongside metric2.
+    assert isinstance(df.columns, pd.MultiIndex)
+    metric_names = df.columns.get_level_values(1).tolist()
+    assert "metric" in metric_names
+    assert "metric2" in metric_names
+
+
+def test_pivot_combine_sparse_metrics_no_spurious_extra_columns():
+    """
+    With drop_missing_columns=True and combine_value_with_metric=True, using
+    stack(dropna=False) to preserve restored all-NaN metrics must not alter output
+    shape for sparse-but-not-all-NaN metric/category pairs. stack(dropna=False) only
+    changes behaviour for rows that are entirely NaN (a restored metric); sparse rows
+    with at least one non-NaN value are unaffected — same result as dropna=True.
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(["2019-01-01", "2019-01-01"]),
+            "category": ["A", "B"],
+            "metric1": [1.0, np.nan],  # data only for category A
+            "metric2": [np.nan, 2.0],  # data only for category B
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        columns=["category"],
+        aggregates={
+            "metric1": {"operator": "mean"},
+            "metric2": {"operator": "mean"},
+        },
+        drop_missing_columns=True,
+        combine_value_with_metric=True,
+    )
+
+    # After combine, columns are (category_val, metric_name) tuples.
+    # Neither metric is entirely absent after pivoting, so _restore adds nothing.
+    # stack(dropna=False) does not change results for sparse rows with mixed NaN/data.
+    assert isinstance(df.columns, pd.MultiIndex)
+    assert sorted(df.columns.get_level_values(0).unique()) == ["A", "B"]
+    assert sorted(df.columns.get_level_values(1).unique()) == ["metric1", "metric2"]
+    # Sparse NaN cells are present but the data cells must retain their values.
+    assert df[("A", "metric1")].iloc[0] == 1.0
+    assert df[("B", "metric2")].iloc[0] == 2.0
+
+
+def test_pivot_only_entirely_absent_metrics_are_restored():
+    """
+    Only metrics with zero surviving columns after pivoting are restored.
+    A metric with partial NaN — data for some categories but not all — must not
+    be touched: its present columns are unchanged and its absent sparse combinations
+    remain dropped. This makes the restoration invariant explicit.
+    """
+    mock_df = DataFrame(
+        {
+            "dttm": to_datetime(["2019-01-01", "2019-01-01"]),
+            "category": ["A", "B"],
+            "metric_all_nan": [np.nan, np.nan],  # entirely absent → restored
+            "metric_partial": [1.0, np.nan],  # partially present → not restored
+        }
+    )
+
+    df = pivot(
+        df=mock_df,
+        index=["dttm"],
+        columns=["category"],
+        aggregates={
+            "metric_all_nan": {"operator": "mean"},
+            "metric_partial": {"operator": "mean"},
+        },
+        drop_missing_columns=True,
+    )
+
+    # metric_all_nan was entirely absent: both category columns are restored as NaN.
+    assert ("metric_all_nan", "A") in df.columns
+    assert ("metric_all_nan", "B") in df.columns
+    assert df[("metric_all_nan", "A")].isna().all()
+    assert df[("metric_all_nan", "B")].isna().all()
+
+    # metric_partial has data for A: present column is unchanged, sparse B dropped.
+    assert ("metric_partial", "A") in df.columns
+    assert ("metric_partial", "B") not in df.columns
+    assert df[("metric_partial", "A")].iloc[0] == 1.0