chore: fix spacing in AGENTS.md

chore(deps): bump @swc/core from 1.15.30 to 1.15.32 in /docs (#39695 )
Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-04-30 05:24:31 +00:00 · 2026-04-28 16:19:18 -07:00 · 2026-04-28 16:26:57 -04:00 · 2026-04-28 13:30:39 -03:00 · 2026-04-28 10:35:26 -04:00 · 2026-04-28 14:53:57 +01:00
472 changed files with 26090 additions and 12088 deletions
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -22,6 +22,11 @@

 /.github/ @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @sadpandajoe @hainenber

+# Notify PMC members of changes to CI-executed scripts (supply-chain risk:
+# scripts/ files run directly in CI workflows and can execute arbitrary code)
+
+/scripts/ @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @sadpandajoe @hainenber
+
 # Notify PMC members of changes to required GitHub Actions

 /.asf.yaml @villebro @geido @eschutho @rusackas @betodealmeida @nytai @mistercrunch @craig-rueda @kgabryje @dpgaspar @Antonio-RiveroMartnez
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -37,6 +37,10 @@ updates:
      # `just-handlerbars-helpers` library in plugin-chart-handlebars requires `currencyformatter`` to be < 2
      - dependency-name: "currencyformatter.js"
        update-types: ["version-update:semver-major"]
+      # TODO: remove below clause once https://github.com/pmmmwh/react-refresh-webpack-plugin/pull/940 lands onto a future release
+      # and confirm the issue https://github.com/apache/superset/issues/39600 is fixed
+      - dependency-name: "react-checkbox-tree"
+        update-types: ["version-update:semver-major"]
    groups:
      storybook:
        applies-to: version-updates
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -17,6 +17,11 @@
  - any-glob-to-any-file:
    - 'superset/migrations/**'

+"risk:ci-script":
+- changed-files:
+  - any-glob-to-any-file:
+    - 'scripts/**'
+
 ############################################
 # Dependencies
 ############################################
--- a/.github/workflows/embedded-sdk-release.yml
+++ b/.github/workflows/embedded-sdk-release.yml
@@ -31,7 +31,7 @@ jobs:
        working-directory: superset-embedded-sdk
    steps:
      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+      - uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-embedded-sdk/.nvmrc'
          registry-url: 'https://registry.npmjs.org'
--- a/.github/workflows/embedded-sdk-test.yml
+++ b/.github/workflows/embedded-sdk-test.yml
@@ -19,7 +19,7 @@ jobs:
        working-directory: superset-embedded-sdk
    steps:
      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
-      - uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+      - uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-embedded-sdk/.nvmrc'
          registry-url: 'https://registry.npmjs.org'
--- a/.github/workflows/ephemeral-env-pr-close.yml
+++ b/.github/workflows/ephemeral-env-pr-close.yml
@@ -58,7 +58,7 @@ jobs:
      - name: Login to Amazon ECR
        if: steps.describe-services.outputs.active == 'true'
        id: login-ecr
-        uses: aws-actions/amazon-ecr-login@f2e9fc6c2b355c1890b65e6f6f0e2ac3e6e22f78 # v2
+        uses: aws-actions/amazon-ecr-login@19d944daaa35f0fa1d3f7f8af1d3f2e5de25c5b7 # v2

      - name: Delete ECR image tag
        if: steps.describe-services.outputs.active == 'true'
--- a/.github/workflows/ephemeral-env.yml
+++ b/.github/workflows/ephemeral-env.yml
@@ -199,7 +199,7 @@ jobs:

      - name: Login to Amazon ECR
        id: login-ecr
-        uses: aws-actions/amazon-ecr-login@f2e9fc6c2b355c1890b65e6f6f0e2ac3e6e22f78 # v2
+        uses: aws-actions/amazon-ecr-login@19d944daaa35f0fa1d3f7f8af1d3f2e5de25c5b7 # v2

      - name: Load, tag and push image to ECR
        id: push-image
@@ -235,7 +235,7 @@ jobs:

      - name: Login to Amazon ECR
        id: login-ecr
-        uses: aws-actions/amazon-ecr-login@f2e9fc6c2b355c1890b65e6f6f0e2ac3e6e22f78 # v2
+        uses: aws-actions/amazon-ecr-login@19d944daaa35f0fa1d3f7f8af1d3f2e5de25c5b7 # v2

      - name: Check target image exists in ECR
        id: check-image
--- a/.github/workflows/github-action-validator.yml
+++ b/.github/workflows/github-action-validator.yml
@@ -17,7 +17,7 @@ jobs:
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6

      - name: Set up Node.js
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version: '20'

--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -42,7 +42,7 @@ jobs:
          echo "HOMEBREW_REPOSITORY=$HOMEBREW_REPOSITORY" >>"${GITHUB_ENV}"
          brew install norwoodj/tap/helm-docs
      - name: Setup Node.js
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version: '20'

--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -44,7 +44,7 @@ jobs:

      - name: Install Node.js
        if: env.HAS_TAGS
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-frontend/.nvmrc'

--- a/.github/workflows/superset-docs-deploy.yml
+++ b/.github/workflows/superset-docs-deploy.yml
@@ -46,7 +46,7 @@ jobs:
          persist-credentials: false
          submodules: recursive
      - name: Set up Node.js
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './docs/.nvmrc'
      - name: Setup Python
--- a/.github/workflows/superset-docs-verify.yml
+++ b/.github/workflows/superset-docs-verify.yml
@@ -72,7 +72,7 @@ jobs:
          persist-credentials: false
          submodules: recursive
      - name: Set up Node.js
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './docs/.nvmrc'
      - name: yarn install
@@ -104,7 +104,7 @@ jobs:
          persist-credentials: false
          submodules: recursive
      - name: Set up Node.js
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './docs/.nvmrc'
      - name: yarn install
--- a/.github/workflows/superset-e2e.yml
+++ b/.github/workflows/superset-e2e.yml
@@ -109,7 +109,7 @@ jobs:
          run: testdata
      - name: Setup Node.js
        if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-frontend/.nvmrc'
      - name: Install npm dependencies
@@ -146,7 +146,7 @@ jobs:
          SAFE_APP_ROOT=${APP_ROOT//\//_}
          echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
      - name: Upload Artifacts
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        if: failure()
        with:
          path: ${{ github.workspace }}/superset-frontend/cypress-base/cypress/screenshots
@@ -226,7 +226,7 @@ jobs:
          run: playwright_testdata
      - name: Setup Node.js
        if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-frontend/.nvmrc'
      - name: Install npm dependencies
@@ -259,7 +259,7 @@ jobs:
          SAFE_APP_ROOT=${APP_ROOT//\//_}
          echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
      - name: Upload Playwright Artifacts
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        if: failure()
        with:
          path: |
--- a/.github/workflows/superset-extensions-cli.yml
+++ b/.github/workflows/superset-extensions-cli.yml
@@ -58,7 +58,7 @@ jobs:

      - name: Upload HTML coverage report
        if: steps.check.outputs.superset-extensions-cli
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        with:
          name: superset-extensions-cli-coverage-html
          path: htmlcov/
--- a/.github/workflows/superset-frontend.yml
+++ b/.github/workflows/superset-frontend.yml
@@ -58,7 +58,7 @@ jobs:

      - name: Upload Docker Image Artifact
        if: steps.check.outputs.frontend
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        with:
          name: docker-image
          path: docker-image.tar.zst
@@ -91,7 +91,7 @@ jobs:
          "npm run test -- --coverage --shard=${{ matrix.shard }}/8 --coverageReporters=json"

      - name: Upload Coverage Artifact
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        with:
          name: coverage-artifacts-${{ matrix.shard }}
          path: superset-frontend/coverage
--- a/.github/workflows/superset-playwright.yml
+++ b/.github/workflows/superset-playwright.yml
@@ -100,7 +100,7 @@ jobs:
          run: playwright_testdata
      - name: Setup Node.js
        if: steps.check.outputs.python || steps.check.outputs.frontend
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-frontend/.nvmrc'
      - name: Install npm dependencies
@@ -133,7 +133,7 @@ jobs:
          SAFE_APP_ROOT=${APP_ROOT//\//_}
          echo "safe_app_root=$SAFE_APP_ROOT" >> $GITHUB_OUTPUT
      - name: Upload Playwright Artifacts
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        if: failure()
        with:
          path: |
--- a/.github/workflows/superset-python-integrationtest.yml
+++ b/.github/workflows/superset-python-integrationtest.yml
@@ -101,7 +101,7 @@ jobs:
          "
      - name: Upload database diagnostics artifact
        if: steps.check.outputs.python
-        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7
        with:
          name: database-diagnostics
          path: databases-diagnostics.json
--- a/.github/workflows/superset-translations.yml
+++ b/.github/workflows/superset-translations.yml
@@ -31,7 +31,7 @@ jobs:

      - name: Setup Node.js
        if: steps.check.outputs.frontend
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file:  './superset-frontend/.nvmrc'
      - name: Install dependencies
--- a/.github/workflows/tag-release.yml
+++ b/.github/workflows/tag-release.yml
@@ -62,7 +62,7 @@ jobs:
          build: "true"

      - name: Use Node.js 20
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version: 20

@@ -117,7 +117,7 @@ jobs:
          fetch-depth: 0

      - name: Use Node.js 20
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version: 20

--- a/.github/workflows/tech-debt.yml
+++ b/.github/workflows/tech-debt.yml
@@ -35,7 +35,7 @@ jobs:
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6

      - name: Set up Node.js
-        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6
+        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6
        with:
          node-version-file: './superset-frontend/.nvmrc'

--- a/.gitignore
+++ b/.gitignore
@@ -62,6 +62,7 @@ rat-results.txt
 superset/app/
 superset-websocket/config.json
 .direnv
+*.log

 # Node.js, webpack artifacts, storybook
 *.entry.js
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -259,7 +259,7 @@ pre-commit run eslint            # Frontend linting
 ## Platform-Specific Instructions

 - **[CLAUDE.md](CLAUDE.md)** - For Claude/Anthropic tools
- **[.github/copilot-instructions.md](.github/copilot-instructions.md)** - For GitHub Copilot  
+- **[.github/copilot-instructions.md](.github/copilot-instructions.md)** - For GitHub Copilot
 - **[GEMINI.md](GEMINI.md)** - For Google Gemini tools
 - **[GPT.md](GPT.md)** - For OpenAI/ChatGPT tools
 - **[.cursor/rules/dev-standard.mdc](.cursor/rules/dev-standard.mdc)** - For Cursor editor
--- a/2
+++ b/2
@@ -29,7 +29,7 @@ ARG BUILD_TRANSLATIONS="false"
 ######################################################################
 # superset-node-ci used as a base for building frontend assets and CI
 ######################################################################
-FROM --platform=${BUILDPLATFORM} node:20-trixie-slim AS superset-node-ci
+FROM --platform=${BUILDPLATFORM} node:22-trixie-slim AS superset-node-ci
 ARG BUILD_TRANSLATIONS
 ENV BUILD_TRANSLATIONS=${BUILD_TRANSLATIONS}
 ARG DEV_MODE="false"           # Skip frontend build in dev mode
--- a/RELEASING/README.md
+++ b/RELEASING/README.md
@@ -458,7 +458,7 @@ cd ../
 sed -i '' "s/version_string = .*/version_string = \"$SUPERSET_VERSION\"/" setup.py

 # build the python distribution
-python setup.py sdist
+python -m build
 ```

 Publish to PyPI
--- a/docs/admin_docs/configuration/aws-iam.mdx
+++ b/docs/admin_docs/configuration/aws-iam.mdx
@@ -0,0 +1,162 @@
+{/*
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+*/}
+
+---
+title: AWS IAM Authentication
+sidebar_label: AWS IAM Authentication
+sidebar_position: 15
+---
+
+# AWS IAM Authentication for AWS Databases
+
+Superset supports IAM-based authentication for **Amazon Aurora** (PostgreSQL and MySQL) and **Amazon Redshift**. IAM auth eliminates the need for database passwords — Superset generates a short-lived auth token using temporary AWS credentials instead.
+
+Cross-account IAM role assumption via STS `AssumeRole` is supported, allowing a Superset deployment in one AWS account to connect to databases in a different account.
+
+## Prerequisites
+
+- Enable the `AWS_DATABASE_IAM_AUTH` feature flag in `superset_config.py`. IAM authentication is gated behind this flag; if it is disabled, connections using `aws_iam` fail with *"AWS IAM database authentication is not enabled."*
+  ```python
+  FEATURE_FLAGS = {
+      "AWS_DATABASE_IAM_AUTH": True,
+  }
+  ```
+- `boto3` must be installed in your Superset environment:
+  ```bash
+  pip install boto3
+  ```
+- The Superset server's IAM role (or static credentials) must have permission to call `sts:AssumeRole` (for cross-account) or the same-account permissions for the target service:
+  - **Aurora (RDS)**: `rds-db:connect`
+  - **Redshift provisioned**: `redshift:GetClusterCredentials`
+  - **Redshift Serverless**: `redshift-serverless:GetCredentials` and `redshift-serverless:GetWorkgroup`
+- SSL must be enabled on the Aurora / Redshift endpoint (required for IAM token auth).
+
+## Configuration
+
+IAM authentication is configured via the **encrypted_extra** field of the database connection. Access this field in the **Advanced** → **Security** section of the database connection form, under **Secure Extra**.
+
+### Aurora PostgreSQL or Aurora MySQL
+
+```json
+{
+  "aws_iam": {
+    "enabled": true,
+    "role_arn": "arn:aws:iam::222222222222:role/SupersetDatabaseAccess",
+    "external_id": "superset-prod-12345",
+    "region": "us-east-1",
+    "db_username": "superset_iam_user",
+    "session_duration": 3600
+  }
+}
+```
+
+| Field | Required | Description |
+|-------|----------|-------------|
+| `enabled` | Yes | Set to `true` to activate IAM auth |
+| `role_arn` | No | ARN of the cross-account IAM role to assume via STS. Omit for same-account auth |
+| `external_id` | No | External ID for the STS `AssumeRole` call, if required by the target role's trust policy |
+| `region` | Yes | AWS region of the database cluster |
+| `db_username` | Yes | The database username associated with the IAM identity |
+| `session_duration` | No | STS session duration in seconds (default: `3600`) |
+
+### Redshift (Serverless)
+
+```json
+{
+  "aws_iam": {
+    "enabled": true,
+    "role_arn": "arn:aws:iam::222222222222:role/SupersetRedshiftAccess",
+    "region": "us-east-1",
+    "workgroup_name": "my-workgroup",
+    "db_name": "dev"
+  }
+}
+```
+
+### Redshift (Provisioned Cluster)
+
+```json
+{
+  "aws_iam": {
+    "enabled": true,
+    "role_arn": "arn:aws:iam::222222222222:role/SupersetRedshiftAccess",
+    "region": "us-east-1",
+    "cluster_identifier": "my-cluster",
+    "db_username": "superset_iam_user",
+    "db_name": "dev"
+  }
+}
+```
+
+## Cross-Account IAM Setup
+
+To connect to a database in Account B from a Superset deployment in Account A:
+
+**1. In Account B — create a database-access role:**
+
+```json
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Effect": "Allow",
+      "Action": ["rds-db:connect"],
+      "Resource": "arn:aws:rds-db:us-east-1:222222222222:dbuser/db-XXXXXXXXXXXX/superset_iam_user"
+    }
+  ]
+}
+```
+
+**Trust policy** (allows Account A's Superset role to assume it):
+
+```json
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Effect": "Allow",
+      "Principal": {
+        "AWS": "arn:aws:iam::111111111111:role/SupersetInstanceRole"
+      },
+      "Action": "sts:AssumeRole",
+      "Condition": {
+        "StringEquals": {
+          "sts:ExternalId": "superset-prod-12345"
+        }
+      }
+    }
+  ]
+}
+```
+
+**2. In Account A — grant Superset's role permission to assume the Account B role:**
+
+```json
+{
+  "Effect": "Allow",
+  "Action": "sts:AssumeRole",
+  "Resource": "arn:aws:iam::222222222222:role/SupersetDatabaseAccess"
+}
+```
+
+**3. Configure the database connection in Superset** using the `role_arn` and `external_id` from the trust policy (as shown in the configuration example above).
+
+## Credential Caching
+
+STS credentials are cached in memory keyed by `(role_arn, region, external_id)` with a 10-minute TTL. This reduces the number of STS API calls when multiple queries are executed with the same connection. Tokens are refreshed automatically before expiry.
--- a/docs/admin_docs/configuration/configuring-superset.mdx
+++ b/docs/admin_docs/configuration/configuring-superset.mdx
@@ -109,6 +109,14 @@ SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'

 You can generate a strong secure key with `openssl rand -base64 42`.

+Alternatively, you can set the secret key using `SUPERSET_SECRET_KEY` environment variable:
+
+On a Unix-based system, such as Linux or macOS, you can do so by running the following command in your terminal:
+
+```bash
+export SUPERSET_SECRET_KEY=$(openssl rand -base64 42)
+```
+
 :::caution Use a strong secret key
 This key will be used for securely signing session cookies and encrypting sensitive information stored in Superset's application metadata database.
 Your deployment must use a complex, unique key.
--- a/docs/admin_docs/configuration/importing-exporting-datasources.mdx
+++ b/docs/admin_docs/configuration/importing-exporting-datasources.mdx
@@ -10,6 +10,10 @@ version: 1
 The superset cli allows you to import and export datasources from and to YAML. Datasources include
 databases. The data is expected to be organized in the following hierarchy:

+:::info
+Superset's ZIP-based import/export also covers **dashboards**, **charts**, and **saved queries**, exercised through the UI and REST API. The [Dashboard Import Overwrite Behavior](#dashboard-import-overwrite-behavior) and [UUIDs in API Responses](#uuids-in-api-responses) sections below document the behavior shared across all asset types.
+:::
+
 ```text
 ├──databases
 |  ├──database_1
@@ -75,6 +79,29 @@ The optional username flag **-u** sets the user used for the datasource import.
 superset import_datasources -p <path / filename> -u 'admin'
 ```

+## Dashboard Import Overwrite Behavior
+
+When importing a dashboard ZIP with the **overwrite** option enabled, any existing charts that are part of the dashboard are **replaced** rather than duplicated. This applies to:
+
+- Charts whose UUID matches a chart already present in the target instance
+- The full chart configuration (query, visualization type, columns, metrics) is replaced by the imported version
+
+If you import without the overwrite flag, existing charts with conflicting UUIDs are left unchanged and the import skips those objects. Use overwrite when you want to push a fully updated dashboard (including chart definitions) from a development or staging environment to production.
+
+## UUIDs in API Responses
+
+The REST API POST endpoints for **datasets**, **charts**, and **dashboards** include the auto-generated `uuid` field in the response body:
+
+```json
+{
+  "id": 42,
+  "uuid": "b8a8d5c3-1234-4abc-8def-0123456789ab",
+  ...
+}
+```
+
+UUIDs remain stable across import/export cycles and can be used for cross-environment workflows — for example, recording a UUID when creating a chart in development and using it to identify the matching chart after importing into production.
+
 ## Legacy Importing Datasources

 ### From older versions of Superset to current version
--- a/docs/admin_docs/configuration/mcp-server.mdx
+++ b/docs/admin_docs/configuration/mcp-server.mdx
@@ -501,6 +501,7 @@ All MCP settings go in `superset_config.py`. Defaults are defined in `superset/m
 | `MCP_SERVICE_URL` | `None` | Public base URL for MCP-generated links (set this when behind a reverse proxy) |
 | `MCP_DEBUG` | `False` | Enable debug logging |
 | `MCP_DEV_USERNAME` | -- | Superset username for development mode (no auth) |
+| `MCP_PARSE_REQUEST_ENABLED` | `True` | Pre-parse MCP tool inputs from JSON strings into objects. Set to `False` for clients (Claude Desktop, LangChain) that do not double-serialize arguments — this produces cleaner tool schemas for those clients |

 ### Authentication

@@ -664,6 +665,32 @@ MCP_CSRF_CONFIG = {

 ---

+## Audit Events
+
+All MCP tool calls are logged to Superset's event logger, the same system used by the web UI (viewable at **Settings → Action Log**). Each event captures:
+
+- **Action**: `mcp.<tool_name>.<phase>` (e.g., `mcp.list_databases.query`)
+- **User**: the resolved Superset username from the JWT or dev config
+- **Timestamp**: when the operation ran
+
+This means MCP activity is auditable alongside normal user activity. No additional configuration is required — logging is on by default whenever the event logger is enabled in your Superset deployment.
+
+## Tool Pagination
+
+MCP list tools (`list_datasets`, `list_charts`, `list_dashboards`, `list_databases`) use **offset pagination** via `page` (1-based) and `page_size` parameters. Responses include `page`, `page_size`, `total_count`, `total_pages`, `has_previous`, and `has_next`. To iterate through all results:
+
+```python
+# Example: fetch all charts across pages
+all_charts = []
+page = 1
+while True:
+    result = mcp.list_charts(page=page, page_size=50)
+    all_charts.extend(result["charts"])
+    if not result.get("has_next"):
+        break
+    page += 1
+```
+
 ## Security Best Practices

 - **Use TLS** for all production MCP endpoints -- place the server behind a reverse proxy with HTTPS
--- a/docs/admin_docs/configuration/networking-settings.mdx
+++ b/docs/admin_docs/configuration/networking-settings.mdx
@@ -64,7 +64,7 @@ There are two approaches to making dashboards publicly accessible:
 3. Edit each dashboard's properties and add the "Public" role
 4. Only dashboards with the Public role explicitly assigned are visible to anonymous users

-See the [Public role documentation](/admin-docs/security/security#public) for more details.
+See the [Public role documentation](/admin-docs/security/#public) for more details.

 #### Embedding a Public Dashboard

@@ -111,7 +111,7 @@ FEATURE_FLAGS = {
 This flag only hides the logout button when Superset detects it is running inside an iframe. Users accessing Superset directly (not embedded) will still see the logout button regardless of this setting.

 :::note
-When embedding with SSO, also set `SESSION_COOKIE_SAMESITE = 'None'` and `SESSION_COOKIE_SECURE = True`. See [Security documentation](/docs/security/securing_superset) for details.
+When embedding with SSO, also set `SESSION_COOKIE_SAMESITE = 'None'` and `SESSION_COOKIE_SECURE = True`. See [Security documentation](/admin-docs/security/securing_superset) for details.
 :::

 ## CSRF settings
--- a/docs/admin_docs/configuration/timezones.mdx
+++ b/docs/admin_docs/configuration/timezones.mdx
@@ -20,7 +20,7 @@ To help make the problem somewhat tractable—given that Apache Superset has no

 To strive for data consistency (regardless of the timezone of the client) the Apache Superset backend tries to ensure that any timestamp sent to the client has an explicit (or semi-explicit as in the case with [Epoch time](https://en.wikipedia.org/wiki/Unix_time) which is always in reference to UTC) timezone encoded within.

-The challenge however lies with the slew of [database engines](/admin-docs/databases#installing-drivers-in-docker) which Apache Superset supports and various inconsistencies between their [Python Database API (DB-API)](https://www.python.org/dev/peps/pep-0249/) implementations combined with the fact that we use [Pandas](https://pandas.pydata.org/) to read SQL into a DataFrame prior to serializing to JSON. Regrettably Pandas ignores the DB-API [type_code](https://www.python.org/dev/peps/pep-0249/#type-objects) relying by default on the underlying Python type returned by the DB-API. Currently only a subset of the supported database engines work correctly with Pandas, i.e., ensuring timestamps without an explicit timestamp are serializd to JSON with the server timezone, thus guaranteeing the client will display timestamps in a consistent manner irrespective of the client's timezone.
+The challenge however lies with the slew of [database engines](/user-docs/databases#installing-drivers-in-docker) which Apache Superset supports and various inconsistencies between their [Python Database API (DB-API)](https://www.python.org/dev/peps/pep-0249/) implementations combined with the fact that we use [Pandas](https://pandas.pydata.org/) to read SQL into a DataFrame prior to serializing to JSON. Regrettably Pandas ignores the DB-API [type_code](https://www.python.org/dev/peps/pep-0249/#type-objects) relying by default on the underlying Python type returned by the DB-API. Currently only a subset of the supported database engines work correctly with Pandas, i.e., ensuring timestamps without an explicit timestamp are serialized to JSON with the server timezone, thus guaranteeing the client will display timestamps in a consistent manner irrespective of the client's timezone.

 For example the following is a comparison of MySQL and Presto,

--- a/docs/admin_docs/installation/kubernetes.mdx
+++ b/docs/admin_docs/installation/kubernetes.mdx
@@ -149,7 +149,7 @@ For production clusters it's recommended to build own image with this step done
 Superset requires a Python DB-API database driver and a SQLAlchemy
 dialect to be installed for each datastore you want to connect to.

-See [Install Database Drivers](/admin-docs/databases#installing-database-drivers) for more information.
+See [Install Database Drivers](/user-docs/databases#installing-database-drivers) for more information.
 It is recommended that you refer to versions listed in
 [pyproject.toml](https://github.com/apache/superset/blob/master/pyproject.toml)
 instead of hard-coding them in your bootstrap script, as seen below.
--- a/docs/admin_docs/security/security.mdx
+++ b/docs/admin_docs/security/security.mdx
@@ -239,26 +239,143 @@ based on the roles and permissions that were attributed.
 ### Row Level Security

 Using Row Level Security filters (under the **Security** menu) you can create filters
-that are assigned to a particular table, as well as a set of roles.
+that are assigned to a particular dataset, as well as a set of roles.
 If you want members of the Finance team to only have access to
 rows where `department = "finance"`, you could:

 - Create a Row Level Security filter with that clause (`department = "finance"`)
- Then assign the clause to the **Finance** role and the table it applies to
+- Then assign the clause to the **Finance** role and the dataset it applies to

 The **clause** field, which can contain arbitrary text, is then added to the generated
-SQL statement’s WHERE clause. So you could even do something like create a filter
+SQL statement's WHERE clause. So you could even do something like create a filter
 for the last 30 days and apply it to a specific role, with a clause
 like `date_field > DATE_SUB(NOW(), INTERVAL 30 DAY)`. It can also support
 multiple conditions: `client_id = 6` AND `advertiser="foo"`, etc.

-All relevant Row level security filters will be combined together (under the hood,
-the different SQL clauses are combined using AND statements). This means it's
-possible to create a situation where two roles conflict in such a way as to limit a table subset to empty.
+RLS clauses also support **Jinja templating** when `ENABLE_TEMPLATE_PROCESSING` is enabled, so you can write dynamic filters such as
+`user_id = '{{ current_username() }}'` to restrict rows based on the logged-in user.

-For example, the filters `client_id=4` and `client_id=5`, applied to a role,
-will result in users of that role having `client_id=4` AND `client_id=5`
-added to their query, which can never be true.
+#### Filter Types
+
+There are two types of RLS filters:
+
+- **Regular** — The filter clause is applied when the querying user belongs to one of the
+  roles assigned to the filter. Use this to restrict what specific roles can see.
+- **Base** — The filter clause is applied to **all** users _except_ those in the assigned
+  roles. Use this to define a default restriction that privileged roles (e.g. Admin) are
+  exempt from. For example, a Base filter with clause `1 = 0` and the Admin role would
+  hide all rows from everyone except Admin — useful as a deny-by-default baseline.
+
+#### Group Keys and Filter Combination
+
+All applicable RLS filters are combined before being added to the query. The combination
+rules are:
+
+- Filters that share the **same group key** are combined with **OR** (any match within
+  the group is sufficient).
+- Different filter groups (different group keys, or no group key) are combined with
+  **AND** (all groups must match).
+- Filters with **no group key** are each treated as their own group and are always AND'd.
+
+For example, if a dataset has three filters:
+
+| Filter | Clause | Group Key |
+|--------|--------|-----------|
+| F1 | `department = 'Finance'` | `department` |
+| F2 | `department = 'Marketing'` | `department` |
+| F3 | `region = 'Europe'` | `region` |
+
+The resulting WHERE clause would be:
+
+```sql
+(department = 'Finance' OR department = 'Marketing') AND (region = 'Europe')
+```
+
+:::caution Conflicting filters
+It is possible to create filters that conflict and produce an empty result set. For
+example, the filters `client_id = 4` and `client_id = 5` **without a shared group key**
+will be AND'd together, producing `client_id = 4 AND client_id = 5`, which can never
+be true.
+
+If you intend for these to be alternatives, assign them the **same group key** so they
+are OR'd instead.
+:::
+
+#### RLS and Virtual (SQL-Based) Datasets
+
+RLS filters are assigned to **datasets**, not to underlying database tables directly. This
+has important implications when working with virtual (SQL-based) datasets:
+
+- **Physical datasets** (backed directly by a table or view) — RLS filters assigned to
+  the dataset are added as WHERE clauses to the query.
+- **Virtual datasets** (defined by a custom SQL query) — RLS filters assigned directly to
+  the virtual dataset are applied to the _outer_ query that wraps the dataset's SQL.
+  Additionally, RLS filters on the **underlying physical datasets** referenced by the
+  virtual dataset's SQL are injected into the inner subquery for each referenced table.
+
+For example, if you have:
+
+1. A physical dataset `orders` with RLS filter `region = 'US'`
+2. A virtual dataset defined as `SELECT * FROM orders WHERE status = 'active'`
+
+A user affected by the RLS filter will effectively see:
+
+```sql
+SELECT * FROM (
+  SELECT * FROM orders WHERE (region = 'US') AND status = 'active'
+) ...
+```
+
+**Key considerations for virtual datasets:**
+
+- You generally do **not** need to duplicate RLS filters on both the physical and virtual
+  dataset — filters on the physical dataset are applied automatically at query time.
+- If you assign an RLS filter directly to a virtual dataset, the clause must reference
+  columns available in the virtual dataset's _output_, not necessarily the underlying
+  table's columns.
+- In **SQL Lab**, RLS is enforced only when the `RLS_IN_SQLLAB` feature flag is enabled:
+  queries run against tables that have associated datasets with RLS filters will then have
+  the appropriate predicates injected automatically.
+
+#### Checking RLS Filters via the API
+
+You can use the RLS REST API to audit which filters are configured and which datasets
+they affect. This requires the `can_read` permission on the `Row Level Security` resource.
+
+**List all RLS rules:**
+
+```
+GET /api/v1/rowlevelsecurity/
+```
+
+**Filter RLS rules for a specific dataset** (using [Rison](https://github.com/Nanonid/rison) query syntax):
+
+```
+GET /api/v1/rowlevelsecurity/?q=(filters:!((col:tables,opr:rel_m_m,value:<dataset_id>)))
+```
+
+**Filter RLS rules by role:**
+
+```
+GET /api/v1/rowlevelsecurity/?q=(filters:!((col:roles,opr:rel_m_m,value:<role_id>)))
+```
+
+**View details of a specific rule** (including clause, assigned datasets, and roles):
+
+```
+GET /api/v1/rowlevelsecurity/<id>
+```
+
+The response includes the filter's `name`, `filter_type` (Regular or Base), `clause`,
+`group_key`, assigned `tables` (with id, schema, and table\_name), and assigned `roles`
+(with id and name).
+
+:::tip Auditing RLS for virtual datasets
+To find all RLS rules that could affect a particular virtual dataset, query the list
+endpoint filtered by that dataset's ID for any directly-assigned rules. Then also check
+the physical datasets referenced in the virtual dataset's SQL, since their RLS filters
+are applied at query time too.
+:::

 ### User Sessions

--- a/docs/developer_docs/api.mdx
+++ b/docs/developer_docs/api.mdx
@@ -59,7 +59,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 #### Core Resources

 <details>
-<summary><strong>Dashboards</strong> (26 endpoints) — Create, read, update, and delete dashboards.</summary>
+<summary><strong>Dashboards</strong> (28 endpoints) — Create, read, update, and delete dashboards.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
@@ -68,23 +68,25 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | `POST` | [Create a new dashboard](/developer-docs/api/create-a-new-dashboard) | `/api/v1/dashboard/` |
 | `GET` | [Get metadata information about this API resource (dashboard--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-dashboard-info) | `/api/v1/dashboard/_info` |
 | `GET` | [Get a dashboard detail information](/developer-docs/api/get-a-dashboard-detail-information) | `/api/v1/dashboard/{id_or_slug}` |
-| `GET` | [Get a dashboard's chart definitions.](/developer-docs/api/get-a-dashboard-s-chart-definitions) | `/api/v1/dashboard/{id_or_slug}/charts` |
+| `GET` | [Get a dashboard's chart definitions.](/developer-docs/api/get-a-dashboards-chart-definitions) | `/api/v1/dashboard/{id_or_slug}/charts` |
 | `POST` | [Create a copy of an existing dashboard](/developer-docs/api/create-a-copy-of-an-existing-dashboard) | `/api/v1/dashboard/{id_or_slug}/copy/` |
-| `GET` | [Get dashboard's datasets](/developer-docs/api/get-dashboard-s-datasets) | `/api/v1/dashboard/{id_or_slug}/datasets` |
-| `DELETE` | [Delete a dashboard's embedded configuration](/developer-docs/api/delete-a-dashboard-s-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `GET` | [Get the dashboard's embedded configuration](/developer-docs/api/get-the-dashboard-s-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `POST` | [Set a dashboard's embedded configuration](/developer-docs/api/set-a-dashboard-s-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `GET` | [Get dashboard's datasets](/developer-docs/api/get-dashboards-datasets) | `/api/v1/dashboard/{id_or_slug}/datasets` |
+| `DELETE` | [Delete a dashboard's embedded configuration](/developer-docs/api/delete-a-dashboards-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `GET` | [Get the dashboard's embedded configuration](/developer-docs/api/get-the-dashboards-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
+| `POST` | [Set a dashboard's embedded configuration](/developer-docs/api/set-a-dashboards-embedded-configuration) | `/api/v1/dashboard/{id_or_slug}/embedded` |
 | `PUT` | [Update dashboard by id_or_slug embedded](/developer-docs/api/update-dashboard-by-id-or-slug-embedded) | `/api/v1/dashboard/{id_or_slug}/embedded` |
-| `GET` | [Get dashboard's tabs](/developer-docs/api/get-dashboard-s-tabs) | `/api/v1/dashboard/{id_or_slug}/tabs` |
+| `GET` | [Get dashboard's tabs](/developer-docs/api/get-dashboards-tabs) | `/api/v1/dashboard/{id_or_slug}/tabs` |
 | `DELETE` | [Delete a dashboard](/developer-docs/api/delete-a-dashboard) | `/api/v1/dashboard/{pk}` |
 | `PUT` | [Update a dashboard](/developer-docs/api/update-a-dashboard) | `/api/v1/dashboard/{pk}` |
 | `POST` | [Compute and cache a screenshot (dashboard-pk-cache-dashboard-screenshot)](/developer-docs/api/compute-and-cache-a-screenshot-dashboard-pk-cache-dashboard-screenshot) | `/api/v1/dashboard/{pk}/cache_dashboard_screenshot/` |
+| `PUT` | [Update chart customizations configuration for a dashboard.](/developer-docs/api/update-chart-customizations-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/chart_customizations` |
 | `PUT` | [Update colors configuration for a dashboard.](/developer-docs/api/update-colors-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/colors` |
+| `GET` | [Export dashboard as example bundle](/developer-docs/api/export-dashboard-as-example-bundle) | `/api/v1/dashboard/{pk}/export_as_example/` |
 | `DELETE` | [Remove the dashboard from the user favorite list](/developer-docs/api/remove-the-dashboard-from-the-user-favorite-list) | `/api/v1/dashboard/{pk}/favorites/` |
 | `POST` | [Mark the dashboard as favorite for the current user](/developer-docs/api/mark-the-dashboard-as-favorite-for-the-current-user) | `/api/v1/dashboard/{pk}/favorites/` |
 | `PUT` | [Update native filters configuration for a dashboard.](/developer-docs/api/update-native-filters-configuration-for-a-dashboard) | `/api/v1/dashboard/{pk}/filters` |
 | `GET` | [Get a computed screenshot from cache (dashboard-pk-screenshot-digest)](/developer-docs/api/get-a-computed-screenshot-from-cache-dashboard-pk-screenshot-digest) | `/api/v1/dashboard/{pk}/screenshot/{digest}/` |
-| `GET` | [Get dashboard's thumbnail](/developer-docs/api/get-dashboard-s-thumbnail) | `/api/v1/dashboard/{pk}/thumbnail/{digest}/` |
+| `GET` | [Get dashboard's thumbnail](/developer-docs/api/get-dashboards-thumbnail) | `/api/v1/dashboard/{pk}/thumbnail/{digest}/` |
 | `GET` | [Download multiple dashboards as YAML files](/developer-docs/api/download-multiple-dashboards-as-yaml-files) | `/api/v1/dashboard/export/` |
 | `GET` | [Check favorited dashboards for current user](/developer-docs/api/check-favorited-dashboards-for-current-user) | `/api/v1/dashboard/favorite_status/` |
 | `POST` | [Import dashboard(s) with associated charts/datasets/databases](/developer-docs/api/import-dashboard-s-with-associated-charts-datasets-databases) | `/api/v1/dashboard/import/` |
@@ -101,8 +103,8 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | `GET` | [Get a list of charts](/developer-docs/api/get-a-list-of-charts) | `/api/v1/chart/` |
 | `POST` | [Create a new chart](/developer-docs/api/create-a-new-chart) | `/api/v1/chart/` |
 | `GET` | [Get metadata information about this API resource (chart--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-chart-info) | `/api/v1/chart/_info` |
+| `GET` | [Get a chart detail information](/developer-docs/api/get-a-chart-detail-information) | `/api/v1/chart/{id_or_uuid}` |
 | `DELETE` | [Delete a chart](/developer-docs/api/delete-a-chart) | `/api/v1/chart/{pk}` |
-| `GET` | [Get a chart detail information](/developer-docs/api/get-a-chart-detail-information) | `/api/v1/chart/{pk}` |
 | `PUT` | [Update a chart](/developer-docs/api/update-a-chart) | `/api/v1/chart/{pk}` |
 | `GET` | [Compute and cache a screenshot (chart-pk-cache-screenshot)](/developer-docs/api/compute-and-cache-a-screenshot-chart-pk-cache-screenshot) | `/api/v1/chart/{pk}/cache_screenshot/` |
 | `GET` | [Return payload data response for a chart](/developer-docs/api/return-payload-data-response-for-a-chart) | `/api/v1/chart/{pk}/data/` |
@@ -121,7 +123,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 </details>

 <details>
-<summary><strong>Datasets</strong> (18 endpoints) — Manage datasets (tables) used for building charts.</summary>
+<summary><strong>Datasets</strong> (19 endpoints) — Manage datasets (tables) used for building charts.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
@@ -129,13 +131,14 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | `GET` | [Get a list of datasets](/developer-docs/api/get-a-list-of-datasets) | `/api/v1/dataset/` |
 | `POST` | [Create a new dataset](/developer-docs/api/create-a-new-dataset) | `/api/v1/dataset/` |
 | `GET` | [Get metadata information about this API resource (dataset--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-dataset-info) | `/api/v1/dataset/_info` |
+| `GET` | [Get a dataset](/developer-docs/api/get-a-dataset) | `/api/v1/dataset/{id_or_uuid}` |
+| `GET` | [Get charts and dashboards count associated to a dataset](/developer-docs/api/get-charts-and-dashboards-count-associated-to-a-dataset) | `/api/v1/dataset/{id_or_uuid}/related_objects` |
 | `DELETE` | [Delete a dataset](/developer-docs/api/delete-a-dataset) | `/api/v1/dataset/{pk}` |
-| `GET` | [Get a dataset](/developer-docs/api/get-a-dataset) | `/api/v1/dataset/{pk}` |
 | `PUT` | [Update a dataset](/developer-docs/api/update-a-dataset) | `/api/v1/dataset/{pk}` |
 | `DELETE` | [Delete a dataset column](/developer-docs/api/delete-a-dataset-column) | `/api/v1/dataset/{pk}/column/{column_id}` |
+| `GET` | [Get dataset drill info](/developer-docs/api/get-dataset-drill-info) | `/api/v1/dataset/{pk}/drill_info/` |
 | `DELETE` | [Delete a dataset metric](/developer-docs/api/delete-a-dataset-metric) | `/api/v1/dataset/{pk}/metric/{metric_id}` |
 | `PUT` | [Refresh and update columns of a dataset](/developer-docs/api/refresh-and-update-columns-of-a-dataset) | `/api/v1/dataset/{pk}/refresh` |
-| `GET` | [Get charts and dashboards count associated to a dataset](/developer-docs/api/get-charts-and-dashboards-count-associated-to-a-dataset) | `/api/v1/dataset/{pk}/related_objects` |
 | `GET` | [Get distinct values from field data (dataset-distinct-column-name)](/developer-docs/api/get-distinct-values-from-field-data-dataset-distinct-column-name) | `/api/v1/dataset/distinct/{column_name}` |
 | `POST` | [Duplicate a dataset](/developer-docs/api/duplicate-a-dataset) | `/api/v1/dataset/duplicate` |
 | `GET` | [Download multiple datasets as YAML files](/developer-docs/api/download-multiple-datasets-as-yaml-files) | `/api/v1/dataset/export/` |
@@ -147,7 +150,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 </details>

 <details>
-<summary><strong>Database</strong> (31 endpoints) — Manage database connections and metadata.</summary>
+<summary><strong>Database</strong> (30 endpoints) — Manage database connections and metadata.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
@@ -165,7 +168,6 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | `GET` | [Get all schemas from a database](/developer-docs/api/get-all-schemas-from-a-database) | `/api/v1/database/{pk}/schemas/` |
 | `GET` | [Get database select star for table (database-pk-select-star-table-name)](/developer-docs/api/get-database-select-star-for-table-database-pk-select-star-table-name) | `/api/v1/database/{pk}/select_star/{table_name}/` |
 | `GET` | [Get database select star for table (database-pk-select-star-table-name-schema-name)](/developer-docs/api/get-database-select-star-for-table-database-pk-select-star-table-name-schema-name) | `/api/v1/database/{pk}/select_star/{table_name}/{schema_name}/` |
-| `DELETE` | [Delete a SSH tunnel](/developer-docs/api/delete-a-ssh-tunnel) | `/api/v1/database/{pk}/ssh_tunnel/` |
 | `POST` | [Re-sync all permissions for a database connection](/developer-docs/api/re-sync-all-permissions-for-a-database-connection) | `/api/v1/database/{pk}/sync_permissions/` |
 | `GET` | [Get table extra metadata (database-pk-table-extra-table-name-schema-name)](/developer-docs/api/get-table-extra-metadata-database-pk-table-extra-table-name-schema-name) | `/api/v1/database/{pk}/table_extra/{table_name}/{schema_name}/` |
 | `GET` | [Get table metadata](/developer-docs/api/get-table-metadata) | `/api/v1/database/{pk}/table_metadata/` |
@@ -177,7 +179,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | `GET` | [Get names of databases currently available](/developer-docs/api/get-names-of-databases-currently-available) | `/api/v1/database/available/` |
 | `GET` | [Download database(s) and associated dataset(s) as a zip file](/developer-docs/api/download-database-s-and-associated-dataset-s-as-a-zip-file) | `/api/v1/database/export/` |
 | `POST` | [Import database(s) with associated datasets](/developer-docs/api/import-database-s-with-associated-datasets) | `/api/v1/database/import/` |
-| `GET` | [Receive personal access tokens from OAuth2](/developer-docs/api/receive-personal-access-tokens-from-oauth2) | `/api/v1/database/oauth2/` |
+| `GET` | [Receive personal access tokens from OAuth2](/developer-docs/api/receive-personal-access-tokens-from-o-auth-2) | `/api/v1/database/oauth2/` |
 | `GET` | [Get related fields data (database-related-column-name)](/developer-docs/api/get-related-fields-data-database-related-column-name) | `/api/v1/database/related/{column_name}` |
 | `POST` | [Test a database connection](/developer-docs/api/test-a-database-connection) | `/api/v1/database/test_connection/` |
 | `POST` | [Upload a file and returns file metadata](/developer-docs/api/upload-a-file-and-returns-file-metadata) | `/api/v1/database/upload_metadata/` |
@@ -197,13 +199,14 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 </details>

 <details>
-<summary><strong>SQL Lab</strong> (6 endpoints) — Execute SQL queries and manage SQL Lab sessions.</summary>
+<summary><strong>SQL Lab</strong> (7 endpoints) — Execute SQL queries and manage SQL Lab sessions.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get the bootstrap data for SqlLab page](/developer-docs/api/get-the-bootstrap-data-for-sqllab-page) | `/api/v1/sqllab/` |
+| `GET` | [Get the bootstrap data for SqlLab page](/developer-docs/api/get-the-bootstrap-data-for-sql-lab-page) | `/api/v1/sqllab/` |
 | `POST` | [Estimate the SQL query execution cost](/developer-docs/api/estimate-the-sql-query-execution-cost) | `/api/v1/sqllab/estimate/` |
 | `POST` | [Execute a SQL query](/developer-docs/api/execute-a-sql-query) | `/api/v1/sqllab/execute/` |
+| `POST` | [Export SQL query results to CSV with streaming](/developer-docs/api/export-sql-query-results-to-csv-with-streaming) | `/api/v1/sqllab/export_streaming/` |
 | `GET` | [Export the SQL query results to a CSV](/developer-docs/api/export-the-sql-query-results-to-a-csv) | `/api/v1/sqllab/export/{client_id}/` |
 | `POST` | [Format SQL code](/developer-docs/api/format-sql-code) | `/api/v1/sqllab/format_sql/` |
 | `GET` | [Get the result of a SQL query execution](/developer-docs/api/get-the-result-of-a-sql-query-execution) | `/api/v1/sqllab/results/` |
@@ -236,20 +239,21 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 </details>

 <details>
-<summary><strong>Datasources</strong> (1 endpoints) — Query datasource metadata and column values.</summary>
+<summary><strong>Datasources</strong> (2 endpoints) — Query datasource metadata and column values.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `GET` | [Get possible values for a datasource column](/developer-docs/api/get-possible-values-for-a-datasource-column) | `/api/v1/datasource/{datasource_type}/{datasource_id}/column/{column_name}/values/` |
+| `POST` | [Validate a SQL expression against a datasource](/developer-docs/api/validate-a-sql-expression-against-a-datasource) | `/api/v1/datasource/{datasource_type}/{datasource_id}/validate_expression/` |

 </details>

 <details>
-<summary><strong>Advanced Data Type</strong> (2 endpoints) — Endpoints for advanced data type operations and conversions.</summary>
+<summary><strong>Advanced Data Type</strong> (2 endpoints) — Advanced data type operations and conversions.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Return an AdvancedDataTypeResponse](/developer-docs/api/return-an-advanceddatatyperesponse) | `/api/v1/advanced_data_type/convert` |
+| `GET` | [Return an AdvancedDataTypeResponse](/developer-docs/api/return-an-advanced-data-type-response) | `/api/v1/advanced_data_type/convert` |
 | `GET` | [Return a list of available advanced data types](/developer-docs/api/return-a-list-of-available-advanced-data-types) | `/api/v1/advanced_data_type/types` |

 </details>
@@ -320,32 +324,32 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 #### Sharing & Embedding

 <details>
-<summary><strong>Dashboard Permanent Link</strong> (2 endpoints) — Create and retrieve permanent links to dashboard states.</summary>
+<summary><strong>Dashboard Permanent Link</strong> (2 endpoints) — Permanent links to dashboard states.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a new dashboard's permanent link](/developer-docs/api/create-a-new-dashboard-s-permanent-link) | `/api/v1/dashboard/{pk}/permalink` |
-| `GET` | [Get dashboard's permanent link state](/developer-docs/api/get-dashboard-s-permanent-link-state) | `/api/v1/dashboard/permalink/{key}` |
+| `POST` | [Create a new dashboard's permanent link](/developer-docs/api/create-a-new-dashboards-permanent-link) | `/api/v1/dashboard/{pk}/permalink` |
+| `GET` | [Get dashboard's permanent link state](/developer-docs/api/get-dashboards-permanent-link-state) | `/api/v1/dashboard/permalink/{key}` |

 </details>

 <details>
-<summary><strong>Explore Permanent Link</strong> (2 endpoints) — Create and retrieve permanent links to chart explore states.</summary>
+<summary><strong>Explore Permanent Link</strong> (2 endpoints) — Permanent links to chart explore states.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `POST` | [Create a new permanent link (explore-permalink)](/developer-docs/api/create-a-new-permanent-link-explore-permalink) | `/api/v1/explore/permalink` |
-| `GET` | [Get chart's permanent link state](/developer-docs/api/get-chart-s-permanent-link-state) | `/api/v1/explore/permalink/{key}` |
+| `GET` | [Get chart's permanent link state](/developer-docs/api/get-charts-permanent-link-state) | `/api/v1/explore/permalink/{key}` |

 </details>

 <details>
-<summary><strong>SQL Lab Permanent Link</strong> (2 endpoints) — Create and retrieve permanent links to SQL Lab states.</summary>
+<summary><strong>SQL Lab Permanent Link</strong> (2 endpoints) — Permanent links to SQL Lab states.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `POST` | [Create a new permanent link (sqllab-permalink)](/developer-docs/api/create-a-new-permanent-link-sqllab-permalink) | `/api/v1/sqllab/permalink` |
-| `GET` | [Get permanent link state for SQLLab editor.](/developer-docs/api/get-permanent-link-state-for-sqllab-editor) | `/api/v1/sqllab/permalink/{key}` |
+| `GET` | [Get permanent link state for SQLLab editor.](/developer-docs/api/get-permanent-link-state-for-sql-lab-editor) | `/api/v1/sqllab/permalink/{key}` |

 </details>

@@ -363,10 +367,10 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \

 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `POST` | [Create a dashboard's filter state](/developer-docs/api/create-a-dashboard-s-filter-state) | `/api/v1/dashboard/{pk}/filter_state` |
-| `DELETE` | [Delete a dashboard's filter state value](/developer-docs/api/delete-a-dashboard-s-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
-| `GET` | [Get a dashboard's filter state value](/developer-docs/api/get-a-dashboard-s-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
-| `PUT` | [Update a dashboard's filter state value](/developer-docs/api/update-a-dashboard-s-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
+| `POST` | [Create a dashboard's filter state](/developer-docs/api/create-a-dashboards-filter-state) | `/api/v1/dashboard/{pk}/filter_state` |
+| `DELETE` | [Delete a dashboard's filter state value](/developer-docs/api/delete-a-dashboards-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
+| `GET` | [Get a dashboard's filter state value](/developer-docs/api/get-a-dashboards-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |
+| `PUT` | [Update a dashboard's filter state value](/developer-docs/api/update-a-dashboards-filter-state-value) | `/api/v1/dashboard/{pk}/filter_state/{key}` |

 </details>

@@ -406,16 +410,17 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 #### Security & Access Control

 <details>
-<summary><strong>Security Roles</strong> (10 endpoints) — Manage security roles and their permissions.</summary>
+<summary><strong>Security Roles</strong> (11 endpoints) — Manage security roles and their permissions.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `GET` | [Get security roles](/developer-docs/api/get-security-roles) | `/api/v1/security/roles/` |
 | `POST` | [Create security roles](/developer-docs/api/create-security-roles) | `/api/v1/security/roles/` |
-| `GET` | [Get security roles info](/developer-docs/api/get-security-roles-info) | `/api/v1/security/roles/_info` |
+| `GET` | [Get security roles  info](/developer-docs/api/get-security-roles-info) | `/api/v1/security/roles/_info` |
 | `DELETE` | [Delete security roles by pk](/developer-docs/api/delete-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
 | `GET` | [Get security roles by pk](/developer-docs/api/get-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
 | `PUT` | [Update security roles by pk](/developer-docs/api/update-security-roles-by-pk) | `/api/v1/security/roles/{pk}` |
+| `PUT` | [Update security roles by role_id groups](/developer-docs/api/update-security-roles-by-role-id-groups) | `/api/v1/security/roles/{role_id}/groups` |
 | `POST` | [Create security roles by role_id permissions](/developer-docs/api/create-security-roles-by-role-id-permissions) | `/api/v1/security/roles/{role_id}/permissions` |
 | `GET` | [Get security roles by role_id permissions](/developer-docs/api/get-security-roles-by-role-id-permissions) | `/api/v1/security/roles/{role_id}/permissions/` |
 | `PUT` | [Update security roles by role_id users](/developer-docs/api/update-security-roles-by-role-id-users) | `/api/v1/security/roles/{role_id}/users` |
@@ -430,7 +435,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 |--------|----------|-------------|
 | `GET` | [Get security users](/developer-docs/api/get-security-users) | `/api/v1/security/users/` |
 | `POST` | [Create security users](/developer-docs/api/create-security-users) | `/api/v1/security/users/` |
-| `GET` | [Get security users info](/developer-docs/api/get-security-users-info) | `/api/v1/security/users/_info` |
+| `GET` | [Get security users  info](/developer-docs/api/get-security-users-info) | `/api/v1/security/users/_info` |
 | `DELETE` | [Delete security users by pk](/developer-docs/api/delete-security-users-by-pk) | `/api/v1/security/users/{pk}` |
 | `GET` | [Get security users by pk](/developer-docs/api/get-security-users-by-pk) | `/api/v1/security/users/{pk}` |
 | `PUT` | [Update security users by pk](/developer-docs/api/update-security-users-by-pk) | `/api/v1/security/users/{pk}` |
@@ -443,7 +448,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `GET` | [Get security permissions](/developer-docs/api/get-security-permissions) | `/api/v1/security/permissions/` |
-| `GET` | [Get security permissions info](/developer-docs/api/get-security-permissions-info) | `/api/v1/security/permissions/_info` |
+| `GET` | [Get security permissions  info](/developer-docs/api/get-security-permissions-info) | `/api/v1/security/permissions/_info` |
 | `GET` | [Get security permissions by pk](/developer-docs/api/get-security-permissions-by-pk) | `/api/v1/security/permissions/{pk}` |

 </details>
@@ -455,7 +460,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 |--------|----------|-------------|
 | `GET` | [Get security resources](/developer-docs/api/get-security-resources) | `/api/v1/security/resources/` |
 | `POST` | [Create security resources](/developer-docs/api/create-security-resources) | `/api/v1/security/resources/` |
-| `GET` | [Get security resources info](/developer-docs/api/get-security-resources-info) | `/api/v1/security/resources/_info` |
+| `GET` | [Get security resources  info](/developer-docs/api/get-security-resources-info) | `/api/v1/security/resources/_info` |
 | `DELETE` | [Delete security resources by pk](/developer-docs/api/delete-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
 | `GET` | [Get security resources by pk](/developer-docs/api/get-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
 | `PUT` | [Update security resources by pk](/developer-docs/api/update-security-resources-by-pk) | `/api/v1/security/resources/{pk}` |
@@ -463,13 +468,13 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 </details>

 <details>
-<summary><strong>Security Permissions on Resources (View Menus)</strong> (6 endpoints) — Manage permission-resource mappings.</summary>
+<summary><strong>Security Permissions on Resources (View Menus)</strong> (6 endpoints) — Permission-resource mappings.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `GET` | [Get security permissions resources](/developer-docs/api/get-security-permissions-resources) | `/api/v1/security/permissions-resources/` |
 | `POST` | [Create security permissions resources](/developer-docs/api/create-security-permissions-resources) | `/api/v1/security/permissions-resources/` |
-| `GET` | [Get security permissions resources info](/developer-docs/api/get-security-permissions-resources-info) | `/api/v1/security/permissions-resources/_info` |
+| `GET` | [Get security permissions resources  info](/developer-docs/api/get-security-permissions-resources-info) | `/api/v1/security/permissions-resources/_info` |
 | `DELETE` | [Delete security permissions resources by pk](/developer-docs/api/delete-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
 | `GET` | [Get security permissions resources by pk](/developer-docs/api/get-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
 | `PUT` | [Update security permissions resources by pk](/developer-docs/api/update-security-permissions-resources-by-pk) | `/api/v1/security/permissions-resources/{pk}` |
@@ -477,7 +482,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 </details>

 <details>
-<summary><strong>Row Level Security</strong> (8 endpoints) — Manage row-level security rules for data access control.</summary>
+<summary><strong>Row Level Security</strong> (8 endpoints) — Manage row-level security rules for data access.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
@@ -495,7 +500,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 #### Import/Export & Administration

 <details>
-<summary><strong>Import/export</strong> (2 endpoints) — Import and export Superset assets (dashboards, charts, databases).</summary>
+<summary><strong>Import/export</strong> (2 endpoints) — Import and export Superset assets.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
@@ -528,11 +533,12 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 #### User & System

 <details>
-<summary><strong>Current User</strong> (2 endpoints) — Get information about the currently authenticated user.</summary>
+<summary><strong>Current User</strong> (3 endpoints) — Get information about the authenticated user.</summary>

 | Method | Endpoint | Description |
 |--------|----------|-------------|
 | `GET` | [Get the user object](/developer-docs/api/get-the-user-object) | `/api/v1/me/` |
+| `PUT` | [Update the current user](/developer-docs/api/update-the-current-user) | `/api/v1/me/` |
 | `GET` | [Get the user roles](/developer-docs/api/get-the-user-roles) | `/api/v1/me/roles/` |

 </details>
@@ -578,7 +584,23 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \

 | Method | Endpoint | Description |
 |--------|----------|-------------|
-| `GET` | [Get api by version openapi](/developer-docs/api/get-api-by-version-openapi) | `/api/{version}/_openapi` |
+| `GET` | [Get api by version  openapi](/developer-docs/api/get-api-by-version-openapi) | `/api/{version}/_openapi` |
+
+</details>
+
+#### Other
+
+<details>
+<summary><strong>Security Groups</strong> (6 endpoints) — Endpoints related to Security Groups.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get security groups](/developer-docs/api/get-security-groups) | `/api/v1/security/groups/` |
+| `POST` | [Create security groups](/developer-docs/api/create-security-groups) | `/api/v1/security/groups/` |
+| `GET` | [Get security groups  info](/developer-docs/api/get-security-groups-info) | `/api/v1/security/groups/_info` |
+| `DELETE` | [Delete security groups by pk](/developer-docs/api/delete-security-groups-by-pk) | `/api/v1/security/groups/{pk}` |
+| `GET` | [Get security groups by pk](/developer-docs/api/get-security-groups-by-pk) | `/api/v1/security/groups/{pk}` |
+| `PUT` | [Update security groups by pk](/developer-docs/api/update-security-groups-by-pk) | `/api/v1/security/groups/{pk}` |

 </details>

@@ -590,7 +612,7 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
 | `DELETE` | [Bulk delete themes](/developer-docs/api/bulk-delete-themes) | `/api/v1/theme/` |
 | `GET` | [Get a list of themes](/developer-docs/api/get-a-list-of-themes) | `/api/v1/theme/` |
 | `POST` | [Create a theme](/developer-docs/api/create-a-theme) | `/api/v1/theme/` |
-| `GET` | [Get metadata information about this API resource (theme-info)](/developer-docs/api/get-metadata-information-about-this-api-resource-theme-info) | `/api/v1/theme/_info` |
+| `GET` | [Get metadata information about this API resource (theme--info)](/developer-docs/api/get-metadata-information-about-this-api-resource-theme-info) | `/api/v1/theme/_info` |
 | `DELETE` | [Delete a theme](/developer-docs/api/delete-a-theme) | `/api/v1/theme/{pk}` |
 | `GET` | [Get a theme](/developer-docs/api/get-a-theme) | `/api/v1/theme/{pk}` |
 | `PUT` | [Update a theme](/developer-docs/api/update-a-theme) | `/api/v1/theme/{pk}` |
@@ -604,6 +626,22 @@ curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \

 </details>

+<details>
+<summary><strong>UserRegistrationsRestAPI</strong> (8 endpoints) — Endpoints related to UserRegistrationsRestAPI.</summary>
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `GET` | [Get security user registrations](/developer-docs/api/get-security-user-registrations) | `/api/v1/security/user_registrations/` |
+| `POST` | [Create security user registrations](/developer-docs/api/create-security-user-registrations) | `/api/v1/security/user_registrations/` |
+| `GET` | [Get security user registrations  info](/developer-docs/api/get-security-user-registrations-info) | `/api/v1/security/user_registrations/_info` |
+| `DELETE` | [Delete security user registrations by pk](/developer-docs/api/delete-security-user-registrations-by-pk) | `/api/v1/security/user_registrations/{pk}` |
+| `GET` | [Get security user registrations by pk](/developer-docs/api/get-security-user-registrations-by-pk) | `/api/v1/security/user_registrations/{pk}` |
+| `PUT` | [Update security user registrations by pk](/developer-docs/api/update-security-user-registrations-by-pk) | `/api/v1/security/user_registrations/{pk}` |
+| `GET` | [Get distinct values from field data (security-user-registrations-distinct-column-name)](/developer-docs/api/get-distinct-values-from-field-data-security-user-registrations-distinct-column-name) | `/api/v1/security/user_registrations/distinct/{column_name}` |
+| `GET` | [Get related fields data (security-user-registrations-related-column-name)](/developer-docs/api/get-related-fields-data-security-user-registrations-related-column-name) | `/api/v1/security/user_registrations/related/{column_name}` |
+
+</details>
+
 ---

 ### Additional Resources
--- a/docs/developer_docs/components/design-system/dropdowncontainer.mdx
+++ b/docs/developer_docs/components/design-system/dropdowncontainer.mdx
@@ -156,7 +156,7 @@ function SelectFilters() {
 ## Import

 ```tsx
-import { DropdownContainer } from '@superset/components';
+import { DropdownContainer } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/design-system/flex.mdx
+++ b/docs/developer_docs/components/design-system/flex.mdx
@@ -186,7 +186,7 @@ function JustifyAlign() {
 ## Import

 ```tsx
-import { Flex } from '@superset/components';
+import { Flex } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/design-system/grid.mdx
+++ b/docs/developer_docs/components/design-system/grid.mdx
@@ -181,7 +181,7 @@ function AlignmentDemo() {
 ## Import

 ```tsx
-import Grid from '@superset/components';
+import { Grid } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/design-system/layout.mdx
+++ b/docs/developer_docs/components/design-system/layout.mdx
@@ -128,7 +128,7 @@ function RightSidebar() {
 ## Import

 ```tsx
-import { Layout } from '@superset/components';
+import { Layout } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/design-system/metadatabar.mdx
+++ b/docs/developer_docs/components/design-system/metadatabar.mdx
@@ -163,7 +163,7 @@ function FullMetadata() {
 ## Import

 ```tsx
-import MetadataBar from '@superset/components';
+import { MetadataBar } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/design-system/space.mdx
+++ b/docs/developer_docs/components/design-system/space.mdx
@@ -157,7 +157,7 @@ function SpaceSizes() {
 ## Import

 ```tsx
-import { Space } from '@superset/components';
+import { Space } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/design-system/table.mdx
+++ b/docs/developer_docs/components/design-system/table.mdx
@@ -300,7 +300,7 @@ function LoadingTable() {
 ## Import

 ```tsx
-import { Table } from '@superset/components';
+import { Table } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/index.mdx
+++ b/docs/developer_docs/components/index.mdx
@@ -23,7 +23,16 @@ sidebar_position: 0
    under the License.
 -->

-# Superset Design System
+import { ComponentIndex } from '@site/src/components/ui-components';
+import componentData from '@site/static/data/components.json';
+
+# UI Components
+
+<ComponentIndex data={componentData} />
+
+---
+
+## Design System

 A design system is a complete set of standards intended to manage design at scale using reusable components and patterns.

@@ -35,19 +44,6 @@ The Superset Design System uses [Atomic Design](https://bradfrost.com/blog/post/

 <img src="/img/atomic-design.png" alt="Atoms = Foundations, Molecules = Components, Organisms = Patterns, Templates = Templates, Pages / Screens = Features" style={{maxWidth: '100%'}} />

---
-
-## Component Library
-
-Interactive documentation for Superset's UI component library. **53 components** documented across 2 categories.
-
-### [Core Components](./ui/)
-46 components — Buttons, inputs, modals, selects, and other fundamental UI elements.
-
-### [Layout Components](./design-system/)
-7 components — Grid, Layout, Table, Flex, Space, and container components for page structure.
-
-
 ## Usage

 All components are exported from `@superset-ui/core/components`:
--- a/docs/developer_docs/components/ui/autocomplete.mdx
+++ b/docs/developer_docs/components/ui/autocomplete.mdx
@@ -204,7 +204,7 @@ function Demo() {
 ## Import

 ```tsx
-import { AutoComplete } from '@superset/components';
+import { AutoComplete } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/avatar.mdx
+++ b/docs/developer_docs/components/ui/avatar.mdx
@@ -129,7 +129,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Avatar } from '@superset/components';
+import { Avatar } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/badge.mdx
+++ b/docs/developer_docs/components/ui/badge.mdx
@@ -149,7 +149,7 @@ function ColorGallery() {
 ## Import

 ```tsx
-import { Badge } from '@superset/components';
+import { Badge } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/breadcrumb.mdx
+++ b/docs/developer_docs/components/ui/breadcrumb.mdx
@@ -82,7 +82,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Breadcrumb } from '@superset/components';
+import { Breadcrumb } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/button.mdx
+++ b/docs/developer_docs/components/ui/button.mdx
@@ -43,7 +43,7 @@ The Button component from Superset's UI library.
 <StoryWithControls
  component="Button"
  props={{
-  buttonStyle: "default",
+  buttonStyle: "primary",
  buttonSize: "default",
  children: "Button!"
 }}
@@ -111,7 +111,7 @@ Edit the code below to experiment with the component:
 function Demo() {
  return (
    <Button
-      buttonStyle="default"
+      buttonStyle="primary"
      buttonSize="default"
    >
      Button!
@@ -124,14 +124,14 @@ function Demo() {

 | Prop | Type | Default | Description |
 |------|------|---------|-------------|
-| `buttonStyle` | `string` | `"default"` | The style variant of the button. |
+| `buttonStyle` | `string` | `"primary"` | The style variant of the button. |
 | `buttonSize` | `string` | `"default"` | The size of the button. |
 | `children` | `string` | `"Button!"` | The button text or content. |

 ## Import

 ```tsx
-import { Button } from '@superset/components';
+import { Button } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/buttongroup.mdx
+++ b/docs/developer_docs/components/ui/buttongroup.mdx
@@ -77,7 +77,7 @@ function Demo() {
 ## Import

 ```tsx
-import { ButtonGroup } from '@superset/components';
+import { ButtonGroup } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/cachedlabel.mdx
+++ b/docs/developer_docs/components/ui/cachedlabel.mdx
@@ -68,7 +68,7 @@ function Demo() {
 ## Import

 ```tsx
-import { CachedLabel } from '@superset/components';
+import { CachedLabel } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/card.mdx
+++ b/docs/developer_docs/components/ui/card.mdx
@@ -131,7 +131,7 @@ function CardStates() {
 ## Import

 ```tsx
-import { Card } from '@superset/components';
+import { Card } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/checkbox.mdx
+++ b/docs/developer_docs/components/ui/checkbox.mdx
@@ -130,7 +130,7 @@ function SelectAllDemo() {
 ## Import

 ```tsx
-import { Checkbox } from '@superset/components';
+import { Checkbox } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/collapse.mdx
+++ b/docs/developer_docs/components/ui/collapse.mdx
@@ -95,7 +95,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Collapse } from '@superset/components';
+import { Collapse } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/datepicker.mdx
+++ b/docs/developer_docs/components/ui/datepicker.mdx
@@ -99,7 +99,7 @@ function Demo() {
 ## Import

 ```tsx
-import { DatePicker } from '@superset/components';
+import { DatePicker } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/divider.mdx
+++ b/docs/developer_docs/components/ui/divider.mdx
@@ -133,7 +133,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Divider } from '@superset/components';
+import { Divider } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/editabletitle.mdx
+++ b/docs/developer_docs/components/ui/editabletitle.mdx
@@ -161,7 +161,7 @@ function Demo() {
 ## Import

 ```tsx
-import { EditableTitle } from '@superset/components';
+import { EditableTitle } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/emptystate.mdx
+++ b/docs/developer_docs/components/ui/emptystate.mdx
@@ -136,7 +136,7 @@ function Demo() {
 ## Import

 ```tsx
-import { EmptyState } from '@superset/components';
+import { EmptyState } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/favestar.mdx
+++ b/docs/developer_docs/components/ui/favestar.mdx
@@ -85,7 +85,7 @@ function Demo() {
 ## Import

 ```tsx
-import { FaveStar } from '@superset/components';
+import { FaveStar } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/iconbutton.mdx
+++ b/docs/developer_docs/components/ui/iconbutton.mdx
@@ -95,7 +95,7 @@ function Demo() {
 ## Import

 ```tsx
-import { IconButton } from '@superset/components';
+import { IconButton } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/icons.mdx
+++ b/docs/developer_docs/components/ui/icons.mdx
@@ -241,7 +241,7 @@ function IconWithText() {
 ## Import

 ```tsx
-import { Icons } from '@superset/components';
+import { Icons } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/icontooltip.mdx
+++ b/docs/developer_docs/components/ui/icontooltip.mdx
@@ -89,7 +89,7 @@ function Demo() {
 ## Import

 ```tsx
-import { IconTooltip } from '@superset/components';
+import { IconTooltip } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/infotooltip.mdx
+++ b/docs/developer_docs/components/ui/infotooltip.mdx
@@ -95,7 +95,7 @@ function Demo() {
 ## Import

 ```tsx
-import { InfoTooltip } from '@superset/components';
+import { InfoTooltip } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/input.mdx
+++ b/docs/developer_docs/components/ui/input.mdx
@@ -151,7 +151,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Input } from '@superset/components';
+import { Input } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/label.mdx
+++ b/docs/developer_docs/components/ui/label.mdx
@@ -94,7 +94,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Label } from '@superset/components';
+import { Label } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/list.mdx
+++ b/docs/developer_docs/components/ui/list.mdx
@@ -106,7 +106,7 @@ function Demo() {
 ## Import

 ```tsx
-import { List } from '@superset/components';
+import { List } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/listviewcard.mdx
+++ b/docs/developer_docs/components/ui/listviewcard.mdx
@@ -121,7 +121,7 @@ function Demo() {
 ## Import

 ```tsx
-import { ListViewCard } from '@superset/components';
+import { ListViewCard } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/loading.mdx
+++ b/docs/developer_docs/components/ui/loading.mdx
@@ -176,7 +176,7 @@ function ContextualDemo() {
 ## Import

 ```tsx
-import { Loading } from '@superset/components';
+import { Loading } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/menu.mdx
+++ b/docs/developer_docs/components/ui/menu.mdx
@@ -163,7 +163,7 @@ function MenuWithIcons() {
 ## Import

 ```tsx
-import { Menu } from '@superset/components';
+import { Menu } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/modal.mdx
+++ b/docs/developer_docs/components/ui/modal.mdx
@@ -196,7 +196,7 @@ function ConfirmationDialogs() {
 ## Import

 ```tsx
-import { Modal } from '@superset/components';
+import { Modal } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/modaltrigger.mdx
+++ b/docs/developer_docs/components/ui/modaltrigger.mdx
@@ -181,7 +181,7 @@ function DraggableModal() {
 ## Import

 ```tsx
-import { ModalTrigger } from '@superset/components';
+import { ModalTrigger } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/popover.mdx
+++ b/docs/developer_docs/components/ui/popover.mdx
@@ -188,7 +188,7 @@ function RichPopover() {
 ## Import

 ```tsx
-import { Popover } from '@superset/components';
+import { Popover } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/progressbar.mdx
+++ b/docs/developer_docs/components/ui/progressbar.mdx
@@ -195,7 +195,7 @@ function CustomColors() {
 ## Import

 ```tsx
-import { ProgressBar } from '@superset/components';
+import { ProgressBar } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/radio.mdx
+++ b/docs/developer_docs/components/ui/radio.mdx
@@ -126,7 +126,7 @@ function VerticalDemo() {
 ## Import

 ```tsx
-import { Radio } from '@superset/components';
+import { Radio } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/safemarkdown.mdx
+++ b/docs/developer_docs/components/ui/safemarkdown.mdx
@@ -74,7 +74,7 @@ function Demo() {
 ## Import

 ```tsx
-import { SafeMarkdown } from '@superset/components';
+import { SafeMarkdown } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/select.mdx
+++ b/docs/developer_docs/components/ui/select.mdx
@@ -297,7 +297,7 @@ function OneLineDemo() {
 ## Import

 ```tsx
-import { Select } from '@superset/components';
+import { Select } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/skeleton.mdx
+++ b/docs/developer_docs/components/ui/skeleton.mdx
@@ -129,7 +129,7 @@ function Demo() {
 ## Import

 ```tsx
-import { Skeleton } from '@superset/components';
+import { Skeleton } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/slider.mdx
+++ b/docs/developer_docs/components/ui/slider.mdx
@@ -242,7 +242,7 @@ function VerticalDemo() {
 ## Import

 ```tsx
-import { Slider } from '@superset/components';
+import { Slider } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/steps.mdx
+++ b/docs/developer_docs/components/ui/steps.mdx
@@ -261,7 +261,7 @@ function DotAndSmall() {
 ## Import

 ```tsx
-import { Steps } from '@superset/components';
+import { Steps } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/switch.mdx
+++ b/docs/developer_docs/components/ui/switch.mdx
@@ -182,7 +182,7 @@ function SettingsPanel() {
 ## Import

 ```tsx
-import { Switch } from '@superset/components';
+import { Switch } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/tablecollection.mdx
+++ b/docs/developer_docs/components/ui/tablecollection.mdx
@@ -52,12 +52,6 @@ function Demo() {



-## Import
-
-```tsx
-import { TableCollection } from '@superset/components';
-```
-
 ---

 :::tip[Improve this page]
--- a/docs/developer_docs/components/ui/tableview.mdx
+++ b/docs/developer_docs/components/ui/tableview.mdx
@@ -283,7 +283,7 @@ function SortingDemo() {
 ## Import

 ```tsx
-import { TableView } from '@superset/components';
+import { TableView } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/tabs.mdx
+++ b/docs/developer_docs/components/ui/tabs.mdx
@@ -212,7 +212,7 @@ function IconTabs() {
 ## Import

 ```tsx
-import { Tabs } from '@superset/components';
+import { Tabs } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/timer.mdx
+++ b/docs/developer_docs/components/ui/timer.mdx
@@ -161,7 +161,7 @@ function StartStop() {
 ## Import

 ```tsx
-import { Timer } from '@superset/components';
+import { Timer } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/tooltip.mdx
+++ b/docs/developer_docs/components/ui/tooltip.mdx
@@ -160,7 +160,7 @@ function Triggers() {
 ## Import

 ```tsx
-import { Tooltip } from '@superset/components';
+import { Tooltip } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/tree.mdx
+++ b/docs/developer_docs/components/ui/tree.mdx
@@ -257,7 +257,7 @@ function LinesAndIcons() {
 ## Import

 ```tsx
-import { Tree } from '@superset/components';
+import { Tree } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/treeselect.mdx
+++ b/docs/developer_docs/components/ui/treeselect.mdx
@@ -275,7 +275,7 @@ function TreeLinesDemo() {
 ## Import

 ```tsx
-import { TreeSelect } from '@superset/components';
+import { TreeSelect } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/typography.mdx
+++ b/docs/developer_docs/components/ui/typography.mdx
@@ -225,7 +225,7 @@ function TextStyles() {
 ## Import

 ```tsx
-import { Typography } from '@superset/components';
+import { Typography } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/unsavedchangesmodal.mdx
+++ b/docs/developer_docs/components/ui/unsavedchangesmodal.mdx
@@ -115,7 +115,7 @@ function CustomTitle() {
 ## Import

 ```tsx
-import { UnsavedChangesModal } from '@superset/components';
+import { UnsavedChangesModal } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/components/ui/upload.mdx
+++ b/docs/developer_docs/components/ui/upload.mdx
@@ -125,7 +125,7 @@ function DragDrop() {
 ## Import

 ```tsx
-import { Upload } from '@superset/components';
+import { Upload } from '@superset-ui/core/components';
 ```

 ---
--- a/docs/developer_docs/extensions/overview.md
+++ b/docs/developer_docs/extensions/overview.md
@@ -43,7 +43,7 @@ Extensions can provide:

 ## UI Components for Extensions

-Extension developers have access to pre-built UI components via `@apache-superset/core/components`. Browse all available components on the [UI Components](/docs/components/) page and filter by **Extension Compatible** to see components available to extensions.
+Extension developers have access to pre-built UI components via `@apache-superset/core/components`. Browse all available components on the [UI Components](/developer-docs/components/) page and filter by **Extension Compatible** to see components available to extensions.

 ## Next Steps

--- a/docs/docs/using-superset/creating-your-first-dashboard.mdx
+++ b/docs/docs/using-superset/creating-your-first-dashboard.mdx
@@ -63,6 +63,12 @@ by clicking the **Connect** button in the bottom right corner of the modal windo

 Congratulations, you've just added a new data source in Superset!

+### Sharing a Database Connection
+
+When adding a new database, you can share the connection with other Superset users. Shared connections appear in other users' database lists, making it easier to collaborate on the same data without requiring each user to configure the same connection separately.
+
+To share a connection, enable the **Share connection with other users** option in the **Advanced** tab of the database connection modal before saving. You can change sharing settings later by editing the database connection.
+
 ### Registering a new table

 Now that you’ve configured a data source, you can select specific tables (called **Datasets** in Superset)
@@ -80,6 +86,22 @@ we register the **cleaned_sales_data** table from the **examples** database.

 To finish, click the **Add** button in the bottom right corner. You should now see your dataset in the list of datasets.

+### Organizing Datasets into Folders
+
+The Datasets list view supports **folders** for organizing datasets into groups. To create and manage folders:
+
+1. In the **Datasets** list, click the **Folders** panel on the left sidebar.
+2. Click **+ New Folder** to create a top-level folder, or drag an existing folder to nest it.
+3. Drag dataset rows onto a folder to move them in, or right-click a dataset and select **Move to folder**.
+
+Folders are per-user organizational aids — they do not affect dataset access permissions or how other users see the datasets.
+
+### Uploading Files via the OS File Manager (PWA)
+
+When Superset is installed as a **Progressive Web App (PWA)** from your browser, your operating system will offer Superset as an option when opening CSV, Excel (`.xls`/`.xlsx`), and Parquet files. Double-clicking or right-clicking a supported file and selecting "Open with Superset" navigates directly to the upload workflow for that file.
+
+To install Superset as a PWA, look for the install icon in your browser's address bar (Chrome, Edge) when visiting your Superset instance over HTTPS. PWA installation requires HTTPS and a valid manifest — your admin needs to confirm the app manifest is served correctly.
+
 ### Customizing column properties

 Now that you've registered your dataset, you can configure column properties
@@ -193,7 +215,7 @@ Access to dashboards is managed via owners and permissions. Non-owner access can
 through dataset permissions or dashboard-level roles (using the `DASHBOARD_RBAC` feature flag).

 For detailed information on configuring dashboard access, see the
-[Dashboard Access Control](/admin-docs/security/security#dashboard-access-control) section in the
+[Dashboard Access Control](/admin-docs/security/#dashboard-access-control) section in the
 Security documentation.

 <img src={useBaseUrl("/img/tutorial/tutorial_dashboard_access.png" )} />
@@ -234,6 +256,64 @@ For example, when running the local development build, the following will disabl
 Top Nav and remove the Filter Bar:
 `http://localhost:8088/superset/dashboard/my-dashboard/?standalone=1&show_filters=0`

+### AG Grid Interactive Table
+
+The **AG Grid Interactive Table** chart type is Superset's fully-featured data grid, suitable for large paginated datasets where the standard Table chart is not enough.
+
+#### Server-Side Column Filters
+
+AG Grid supports server-side column filters that query the full dataset — not just the loaded page. Filters are applied before data is sent to the browser, so results are correct even across millions of rows.
+
+**Available filter types:**
+
+| Column type | Filter options |
+|---|---|
+| Text | Contains, equals, starts with, ends with |
+| Number | Equals, not equal, less than, greater than, between |
+| Date | Before, after, between, blank |
+| Set | Select from a list of distinct values |
+
+**AND / OR logic:** Each column supports combining multiple conditions with AND or OR. Filters from different columns are always combined with AND.
+
+**Interaction with pagination:** Server-side filters run as WHERE clauses in the underlying SQL query, so pagination always operates over the already-filtered result set.
+
+#### Time Shift (Time Comparison)
+
+AG Grid Interactive Table supports **Time Shift** (time comparison), matching the behavior of the standard Table chart. In the **Advanced Analytics** → **Time Comparison** section of the chart configuration, enter a shift expression (e.g., `1 year ago`, `minus 7 days`) to add comparison columns showing values from the offset period. Dashboard-level time range overrides apply to both the base and comparison periods.
+
+### Dynamic Currency Formatting
+
+Chart metric values can display currencies dynamically rather than using a fixed currency code. To enable:
+
+1. Open the dataset editor for your dataset (**Datasets → Edit**).
+2. In the **Advanced** tab, set **Currency Code Column** to the name of a column in your dataset that contains ISO 4217 currency codes (e.g., `USD`, `EUR`, `GBP`).
+3. In the Explore chart configuration, open the metric's **Number format** section and select **Auto-detect** for currency.
+
+When Auto-detect is active, each row uses the currency code from the designated column, so a single chart can display values in multiple currencies — each formatted correctly for its currency.
+
+### ECharts Option Editor
+
+For ECharts-based chart types (line, bar, area, scatter, pie, and others), Explore includes an advanced **ECharts Option Editor** that accepts raw JSON overrides for the underlying ECharts configuration.
+
+Access it via the **Customize** tab → **ECharts Options** section at the bottom of the panel. The JSON you enter is deep-merged on top of Superset's generated ECharts config, so you can override specific options without rewriting the entire config.
+
+**Example:** override the legend position and add a custom title:
+
+```json
+{
+  "legend": { "orient": "vertical", "right": "5%", "top": "middle" },
+  "title": { "text": "My Custom Title", "left": "center" }
+}
+```
+
+:::caution
+ECharts option overrides bypass Superset's validation layer. Invalid option keys are silently ignored by ECharts. Overrides that conflict with Superset-generated options (e.g., `series`) may produce unexpected results.
+:::
+
+### Table Chart: Exporting Filtered Data
+
+When the **Search Box** is visible in a Table chart, the **Download** action exports only the rows currently visible after the search filter is applied — not the full underlying dataset. This matches the visual output and is intentional. To export the full dataset regardless of search state, use the **Download as CSV** option from the chart's three-dot menu in the dashboard or from the Explore chart toolbar before applying a search filter.
+
 :::resources
 - [Dashboard Customization](https://docs.preset.io/docs/dashboard-customization) - Advanced dashboard styling and layout options
 - [Blog: BI Dashboard Best Practices](https://preset.io/blog/bi-dashboard-best-practices/)
--- a/docs/docs/using-superset/embedding.mdx
+++ b/docs/docs/using-superset/embedding.mdx
@@ -0,0 +1,130 @@
+{/*
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+*/}
+
+---
+title: Embedding Superset
+sidebar_position: 6
+---
+
+# Embedding Superset
+
+Superset dashboards can be embedded directly in host applications using the `@superset-ui/embedded-sdk` package.
+
+:::info Prerequisites
+- The `EMBEDDED_SUPERSET` feature flag must be enabled.
+- The embedding domain and allowed origins must be configured by an admin.
+:::
+
+## Quick Start
+
+Install the SDK:
+
+```bash
+npm install @superset-ui/embedded-sdk
+```
+
+Embed a dashboard:
+
+```javascript
+import { embedDashboard } from '@superset-ui/embedded-sdk';
+
+embedDashboard({
+  id: 'dashboard-uuid-here',          // from Dashboard → Embed
+  supersetDomain: 'https://superset.example.com',
+  mountPoint: document.getElementById('superset-container'),
+  fetchGuestToken: () => fetchTokenFromYourBackend(),
+  dashboardUiConfig: {
+    hideTitle: true,
+    filters: { expanded: false },
+  },
+});
+```
+
+`fetchGuestToken` must return a **guest token** obtained from your server by calling Superset's `/api/v1/security/guest_token/` endpoint with a service account. Do not call this endpoint from client-side code.
+
+---
+
+## Callbacks
+
+### `resolvePermalinkUrl`
+
+When a user copies a permalink from an embedded dashboard, Superset generates a URL on its own domain. In an embedded context this URL is usually not meaningful to the host application's users — the dashboard is rendered inside the host app, not at the Superset URL.
+
+The `resolvePermalinkUrl` callback lets the host app intercept permalink generation and return a URL on the host domain instead:
+
+```javascript
+embedDashboard({
+  id: 'my-dashboard-uuid',
+  supersetDomain: 'https://superset.example.com',
+  mountPoint: document.getElementById('superset-container'),
+  fetchGuestToken: () => fetchGuestToken(),
+  /**
+   * Called when Superset generates a permalink.
+   * @param {Object} args - { key: string } — the permalink key
+   * @returns {string | null} - your host URL, or null to use Superset's default
+   */
+  resolvePermalinkUrl: ({ key }) => {
+    return `https://myapp.example.com/dashboard?permalink=${key}`;
+  },
+});
+```
+
+If the callback returns `null` or is not provided, Superset uses its own permalink URL as a fallback.
+
+---
+
+## Feature Flags for Embedded Mode
+
+### `DISABLE_EMBEDDED_SUPERSET_LOGOUT`
+
+Hides the logout button when Superset is embedded in a host application. This is useful when the host application manages the session lifecycle and you do not want users to accidentally log out of the embedded Superset session:
+
+```python
+# superset_config.py
+FEATURE_FLAGS = {
+    "EMBEDDED_SUPERSET": True,
+    "DISABLE_EMBEDDED_SUPERSET_LOGOUT": True,
+}
+```
+
+When enabled, the **Logout** menu item is removed from the user avatar dropdown in the embedded view. The session can still be invalidated server-side by revoking the guest token.
+
+### `EMBEDDED_SUPERSET`
+
+Must be `True` to enable the embedded SDK and the guest token endpoint. Without this flag, `embedDashboard` will fail to load.
+
+---
+
+## URL Parameters
+
+The following URL parameters can be passed through the `urlParams` option in `dashboardUiConfig` or appended to the embedded iframe URL:
+
+| Parameter | Values | Effect |
+|-----------|--------|--------|
+| `standalone` | `0`, `1`, `2`, `3` | `0`: normal; `1`: hide nav; `2`: hide nav + title; `3`: hide nav + title + tabs |
+| `show_filters` | `0`, `1` | Show or hide the native filter bar |
+| `expand_filters` | `0`, `1` | Start with filter bar expanded or collapsed |
+
+---
+
+## Security Notes
+
+- **Guest tokens expire** — their lifetime is controlled by the `GUEST_TOKEN_JWT_EXP_SECONDS` config (default: 5 minutes). Refresh tokens before they expire using a token refresh mechanism in your host app.
+- **Row-level security** — pass `rls` rules in the guest token request to restrict which rows are visible to the embedded user.
+- **Allowed domains** — restrict which host origins can embed a dashboard by setting **Allowed Domains** per-dashboard in the *Embed* settings modal. Superset checks the request's `Referer` header against this list before serving the embedded view; an empty list allows any origin, so configure this explicitly for production.
--- a/docs/docs/using-superset/exploring-data.mdx
+++ b/docs/docs/using-superset/exploring-data.mdx
@@ -329,6 +329,27 @@ various options in this section, refer to the
 Lastly, save your chart as Tutorial Resample and add it to the Tutorial Dashboard. Go to the
 tutorial dashboard to see the four charts side by side and compare the different outputs.

+### SQL Lab Tips
+
+**Schema and table browser**: The left-side table browser uses a collapsible treeview — click a schema to expand its tables, and click a table to see its columns and sample data inline. This makes navigating large schemas much faster than the previous flat list.
+
+**Find in editor**: Press **Ctrl+F** (or **Cmd+F** on Mac) to open the Monaco find/replace widget inside the SQL editor without leaving the editor.
+
+**Resizable panels**: The dividers between the SQL editor, schema browser, and results pane are draggable. Adjust them to match your workflow and screen size.
+
+**Dialect-aware Format SQL**: The **Format SQL** button applies the SQL dialect of the currently selected database — Trino, Presto, MySQL, PostgreSQL, etc. — rather than a generic formatter. Switch to a different database in the toolbar and re-format to get dialect-specific output. Jinja template syntax (`{{ }}`, `{% %}`) is preserved during formatting and will not cause format errors.
+
+### Time Range Natural Language Expressions
+
+The **Custom** time range picker accepts natural language expressions alongside specific dates:
+
+- **Relative**: `Last 7 days`, `Last month`, `Last quarter`, `Last year`
+- **Anchored**: `previous calendar week`, `previous calendar month`
+- **"First of" expressions**: `first day of this week`, `first day of this month`, `first day of this quarter`, `first day of this year`, `first week of this year`
+- **Offsets**: `30 days ago`, `1 year ago`, `next week`
+
+These expressions are evaluated at query time, so saved charts always display data relative to the current date.
+
 :::resources
 - [Chart Walkthroughs](https://docs.preset.io/docs/chart-walkthroughs) - Detailed guides for most chart types
 - [Blog: Why Apache ECharts is the Future of Apache Superset](https://preset.io/blog/2021-4-1-why-echarts/)
--- a/docs/docs/using-superset/using-ai-with-superset.mdx
+++ b/docs/docs/using-superset/using-ai-with-superset.mdx
@@ -56,8 +56,8 @@ Ask your AI assistant to browse what's available in your Superset instance:
 Describe the visualization you want and AI creates it for you:

 - **Create charts from natural language** -- describe what you want to see and AI picks the right chart type, metrics, and dimensions
- **Preview before saving** -- AI generates a preview so you can review before committing
- **Modify existing charts** -- update filters, change chart types, add metrics
+- **Preview before saving** -- `generate_chart` defaults to `save_chart=False`, showing the chart in Explore before it's committed. Ask AI to save once you're satisfied.
+- **Modify existing charts** -- `update_chart` also supports preview mode so you can review changes before saving
 - **Get Explore links** -- open any chart in Superset's Explore view for further refinement

 **Example prompts:**
@@ -195,27 +195,59 @@ Ask your admin for the MCP server URL and any authentication tokens you need.

 ## Available Tools Reference

+### Exploration & Discovery
+
 | Tool | Description |
 |------|-------------|
 | `health_check` | Verify the MCP server is running and connected |
 | `get_instance_info` | Get instance statistics (dataset, chart, dashboard counts) |
 | `get_schema` | Discover available charts, datasets, and dashboards with schema info |
+
+### Datasets
+
+| Tool | Description |
+|------|-------------|
 | `list_datasets` | List datasets with filtering and search |
 | `get_dataset_info` | Get dataset metadata (columns, metrics, filters) |
+| `create_virtual_dataset` | Create a virtual dataset from a SQL query |
+
+### Charts
+
+| Tool | Description |
+|------|-------------|
 | `list_charts` | List charts with filtering and search |
 | `get_chart_info` | Get chart metadata and configuration |
 | `get_chart_data` | Retrieve chart data (JSON, CSV, or Excel) |
 | `get_chart_preview` | Generate a chart preview (URL, ASCII, table, or Vega-Lite) |
-| `generate_chart` | Create a new chart from a specification |
-| `update_chart` | Modify an existing chart's configuration |
+| `get_chart_type_schema` | Get the configuration schema for a chart type |
+| `generate_chart` | Create a new chart from a specification (defaults to preview mode — review before saving) |
+| `update_chart` | Modify an existing chart's configuration (pass `generate_preview=False` to persist immediately instead of returning a preview URL) |
 | `update_chart_preview` | Update a cached chart preview without saving |
+| `generate_explore_link` | Generate an Explore URL for interactive visualization |
+
+### Dashboards
+
+| Tool | Description |
+|------|-------------|
 | `list_dashboards` | List dashboards with filtering and search |
 | `get_dashboard_info` | Get dashboard metadata and layout |
 | `generate_dashboard` | Create a new dashboard with specified charts |
 | `add_chart_to_existing_dashboard` | Add a chart to an existing dashboard |
+
+### SQL
+
+| Tool | Description |
+|------|-------------|
 | `execute_sql` | Run a SQL query with RBAC enforcement |
+| `save_sql_query` | Persist a SQL query to SQL Lab's saved queries |
 | `open_sql_lab_with_context` | Open SQL Lab with a pre-populated query |
-| `generate_explore_link` | Generate an Explore URL for interactive visualization |
+
+### Databases
+
+| Tool | Description |
+|------|-------------|
+| `list_databases` | List configured database connections |
+| `get_database_info` | Get details about a specific database connection |

 ---

--- a/docs/docusaurus.config.ts
+++ b/docs/docusaurus.config.ts
@@ -178,7 +178,7 @@ if (!versionsConfig.admin_docs.disabled) {
      },
      {
        label: 'Security',
-        to: '/admin-docs/security/security',
+        to: '/admin-docs/security/',
        activeBaseRegex: '^/admin-docs/security/',
      },
    ],
@@ -227,35 +227,28 @@ if (!versionsConfig.developer_docs.disabled && !versionsConfig.developer_docs.hi
  });
 }

-// Docusaurus Faster: Rspack bundler, SWC transpilation, and other build
-// optimizations. Only enabled for local development — CI runners (GitHub
-// Actions, Netlify) have ~8GB RAM and these features push memory usage over
-// the limit. See https://docusaurus.io/blog/releases/3.6#docusaurus-faster
-const isCI = process.env.CI === 'true';

 const config: Config = {
-  ...(!isCI && {
-    future: {
-      v4: {
-        removeLegacyPostBuildHeadAttribute: true,
-        // Disabled: CSS cascade layers change specificity and cause antd
-        // styles (from Storybook component pages) to override theme styles
-        useCssCascadeLayers: false,
-      },
-      experimental_faster: {
-        swcJsLoader: true,
-        swcJsMinimizer: true,
-        swcHtmlMinimizer: true,
-        lightningCssMinimizer: true,
-        rspackBundler: true,
-        mdxCrossCompilerCache: true,
-        rspackPersistentCache: true,
-        // SSG worker threads spawn parallel Node processes, each consuming
-        // significant memory. Disabled to keep total usage reasonable.
-        ssgWorkerThreads: false,
-      },
+  future: {
+    v4: {
+      removeLegacyPostBuildHeadAttribute: true,
+      // Disabled: CSS cascade layers change specificity and cause antd
+      // styles (from Storybook component pages) to override theme styles
+      useCssCascadeLayers: false,
    },
-  }),
+    faster: {
+      swcJsLoader: false,
+      swcJsMinimizer: true,
+      swcHtmlMinimizer: true,
+      lightningCssMinimizer: true,
+      rspackBundler: true,
+      mdxCrossCompilerCache: true,
+      rspackPersistentCache: true,
+      // SSG worker threads spawn parallel Node processes, each consuming
+      // significant memory. Disabled to keep total usage reasonable.
+      ssgWorkerThreads: false,
+    },
+  },
  title: 'Superset',
  tagline:
    'Apache Superset is a modern data exploration and visualization platform',
@@ -892,10 +885,8 @@ const config: Config = {
          ],
        },
        {
-          href: '/user-docs/',
+          type: 'custom-getStartedSplit',
          position: 'right',
-          className: 'default-button-theme get-started-button',
-          label: 'Get Started',
        },
        {
          href: 'https://github.com/apache/superset',
--- a/docs/package.json
+++ b/docs/package.json
@@ -40,13 +40,13 @@
    "version:remove:components": "node scripts/manage-versions.mjs remove components"
  },
  "dependencies": {
-    "@ant-design/icons": "^6.1.1",
-    "@docusaurus/core": "3.9.2",
+    "@ant-design/icons": "^6.2.0",
+    "@docusaurus/core": "^3.10.0",
    "@docusaurus/faster": "^3.10.0",
-    "@docusaurus/plugin-client-redirects": "3.9.2",
-    "@docusaurus/preset-classic": "3.9.2",
-    "@docusaurus/theme-live-codeblock": "^3.9.2",
-    "@docusaurus/theme-mermaid": "^3.9.2",
+    "@docusaurus/plugin-client-redirects": "^3.10.0",
+    "@docusaurus/preset-classic": "3.10.0",
+    "@docusaurus/theme-live-codeblock": "^3.10.0",
+    "@docusaurus/theme-mermaid": "^3.10.0",
    "@emotion/core": "^11.0.0",
    "@emotion/react": "^11.13.3",
    "@emotion/styled": "^11.14.1",
@@ -67,12 +67,12 @@
    "@storybook/preview-api": "^8.6.18",
    "@storybook/theming": "^8.6.15",
    "@superset-ui/core": "^0.20.4",
-    "@swc/core": "^1.15.21",
-    "antd": "^6.3.5",
-    "baseline-browser-mapping": "^2.10.16",
-    "caniuse-lite": "^1.0.30001788",
-    "docusaurus-plugin-openapi-docs": "^4.6.0",
-    "docusaurus-theme-openapi-docs": "^4.6.0",
+    "@swc/core": "^1.15.32",
+    "antd": "^6.3.7",
+    "baseline-browser-mapping": "^2.10.23",
+    "caniuse-lite": "^1.0.30001791",
+    "docusaurus-plugin-openapi-docs": "^5.0.1",
+    "docusaurus-theme-openapi-docs": "^5.0.1",
    "js-yaml": "^4.1.1",
    "js-yaml-loader": "^1.2.2",
    "json-bigint": "^1.0.0",
@@ -98,16 +98,16 @@
    "@types/js-yaml": "^4.0.9",
    "@types/react": "^19.1.8",
    "@typescript-eslint/eslint-plugin": "^8.52.0",
-    "@typescript-eslint/parser": "^8.56.1",
+    "@typescript-eslint/parser": "^8.59.0",
    "eslint": "^9.39.2",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-prettier": "^5.5.5",
    "eslint-plugin-react": "^7.37.5",
-    "globals": "^17.4.0",
-    "prettier": "^3.8.1",
-    "typescript": "~5.9.3",
-    "typescript-eslint": "^8.58.0",
-    "webpack": "^5.105.4"
+    "globals": "^17.5.0",
+    "prettier": "^3.8.3",
+    "typescript": "~6.0.3",
+    "typescript-eslint": "^8.59.0",
+    "webpack": "^5.106.2"
  },
  "browserslist": {
    "production": [
@@ -124,7 +124,8 @@
  "resolutions": {
    "react-redux": "^9.2.0",
    "@reduxjs/toolkit": "^2.5.0",
-    "baseline-browser-mapping": "^2.9.19"
+    "baseline-browser-mapping": "^2.9.19",
+    "webpackbar": "^7.0.0"
  },
  "packageManager": "yarn@1.22.22+sha1.ac34549e6aa8e7ead463a7407e1c7390f61a6610"
 }
--- a/docs/scripts/generate-superset-components.mjs
+++ b/docs/scripts/generate-superset-components.mjs
@@ -185,6 +185,76 @@ const SKIP_STORIES = [
 ];


+/**
+ * Collect the set of value names exported from a barrel file, following
+ * `export * from './X'` re-exports one level deep. Used to verify that a
+ * component the docs claim is importable is actually re-exported from the
+ * public package entry point.
+ */
+function collectBarrelExports(barrelPath, visited = new Set()) {
+  const exports = new Set();
+  if (!fs.existsSync(barrelPath) || visited.has(barrelPath)) return exports;
+  visited.add(barrelPath);
+
+  const content = fs.readFileSync(barrelPath, 'utf8');
+
+  for (const m of content.matchAll(/export\s+\{([\s\S]*?)\}(?:\s+from\s+['"][^'"]+['"])?/g)) {
+    for (const part of m[1].split(',')) {
+      const cleaned = part.trim().replace(/^type\s+/, '');
+      if (!cleaned) continue;
+      const asMatch = cleaned.match(/(?:^|\s)as\s+([A-Za-z_]\w*)\s*$/);
+      if (asMatch) {
+        exports.add(asMatch[1]);
+      } else {
+        const plain = cleaned.match(/^([A-Za-z_]\w*)\s*$/);
+        if (plain) exports.add(plain[1]);
+      }
+    }
+  }
+
+  for (const m of content.matchAll(
+    /export\s+(?:const|let|var|function|class)\s+([A-Za-z_]\w*)/g
+  )) {
+    exports.add(m[1]);
+  }
+
+  for (const m of content.matchAll(/export\s+\*\s+from\s+['"]([^'"]+)['"]/g)) {
+    const target = m[1];
+    if (!target.startsWith('.')) continue;
+    const baseDir = path.dirname(barrelPath);
+    const candidates = [
+      path.resolve(baseDir, `${target}.ts`),
+      path.resolve(baseDir, `${target}.tsx`),
+      path.resolve(baseDir, target, 'index.ts'),
+      path.resolve(baseDir, target, 'index.tsx'),
+    ];
+    const resolved = candidates.find(p => fs.existsSync(p));
+    if (resolved) {
+      for (const name of collectBarrelExports(resolved, visited)) {
+        exports.add(name);
+      }
+    }
+  }
+
+  return exports;
+}
+
+const SOURCE_PUBLIC_EXPORTS = new Map();
+function getPublicExports(sourceConfig) {
+  if (SOURCE_PUBLIC_EXPORTS.has(sourceConfig)) {
+    return SOURCE_PUBLIC_EXPORTS.get(sourceConfig);
+  }
+  const sourceDir = path.join(FRONTEND_DIR, sourceConfig.path);
+  const candidates = [
+    path.join(sourceDir, 'index.ts'),
+    path.join(sourceDir, 'index.tsx'),
+  ];
+  const barrel = candidates.find(p => fs.existsSync(p));
+  const result = barrel ? collectBarrelExports(barrel) : null;
+  SOURCE_PUBLIC_EXPORTS.set(sourceConfig, result);
+  return result;
+}
+
 /**
 * Recursively find all story files in a directory
 */
@@ -1048,6 +1118,28 @@ function generateMDX(component, storyContent) {
  // Use resolved import path if available, otherwise fall back to source config
  const componentImportPath = resolvedImportPath || sourceConfig.importPrefix;

+  // The displayed import in user docs should reflect the public package path,
+  // not the internal storybook alias.
+  const docImportPath = sourceConfig.importPrefix.startsWith('@superset/')
+    ? sourceConfig.docImportPrefix
+    : componentImportPath;
+
+  // When the source uses the internal storybook alias, the public package
+  // re-exports components as named exports (e.g. `export { default as Foo }`),
+  // so users must use named imports even when the story uses a default import.
+  const useDefaultImport =
+    isDefaultExport && !sourceConfig.importPrefix.startsWith('@superset/');
+
+  // Only render the import snippet if the component is actually re-exported
+  // from the public package barrel; otherwise the snippet would mislead users
+  // copy-pasting it (e.g. TableCollection, which has a story but is not
+  // re-exported from `@superset-ui/core/components`).
+  const publicExports = sourceConfig.importPrefix.startsWith('@superset/')
+    ? getPublicExports(sourceConfig)
+    : null;
+  const isPubliclyExported =
+    !publicExports || publicExports.has(componentName);
+
  // Determine component description based on source
  const defaultDesc = sourceConfig.category === 'ui'
    ? `The ${componentName} component from Superset's UI library.`
@@ -1134,13 +1226,13 @@ ${Object.keys(args).length > 0 ? `## Props
 |------|------|---------|-------------|
 ${propsTable}` : ''}

-## Import
+${isPubliclyExported ? `## Import

 \`\`\`tsx
-${isDefaultExport ? `import ${componentName} from '${componentImportPath}';` : `import { ${componentName} } from '${componentImportPath}';`}
+${useDefaultImport ? `import ${componentName} from '${docImportPath}';` : `import { ${componentName} } from '${docImportPath}';`}
 \`\`\`

---
+---` : '---'}

 :::tip[Improve this page]
 This documentation is auto-generated from the component's Storybook story.
--- a/docs/src/components/GetStartedSplitButton.tsx
+++ b/docs/src/components/GetStartedSplitButton.tsx
@@ -0,0 +1,155 @@
+/**
+ * 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 { DownOutlined } from '@ant-design/icons';
+import Link from '@docusaurus/Link';
+import { Dropdown } from 'antd';
+import type { MenuProps } from 'antd';
+import styled from '@emotion/styled';
+import { mq } from '../utils.js';
+
+const getStartedMenuItems: MenuProps['items'] = [
+  { key: 'users', label: <Link to="/user-docs/">Users</Link> },
+  { key: 'admins', label: <Link to="/admin-docs/">Admins</Link> },
+  { key: 'developers', label: <Link to="/developer-docs/">Developers</Link> },
+];
+
+const Root = styled.div<{ $variant: 'hero' | 'navbar' }>`
+  display: flex;
+  align-items: stretch;
+  border-radius: 10px;
+  overflow: hidden;
+  position: relative;
+  z-index: 2;
+  font-weight: bold;
+
+  ${({ $variant }) =>
+    $variant === 'hero'
+      ? `
+    width: 208px;
+    margin: 15px auto 0;
+    font-size: 20px;
+    ${mq[1]} {
+      font-size: 19px;
+      width: 214px;
+    }
+  `
+      : `
+    width: 176px;
+    margin-right: 20px;
+    font-size: 18px;
+  `}
+
+  .split-main {
+    flex: 1;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    color: #ffffff;
+    text-decoration: none;
+    min-width: 0;
+    ${({ $variant }) =>
+      $variant === 'hero'
+        ? `padding: 10px 10px;`
+        : `padding: 7px 8px;`}
+  }
+
+  .split-main:hover {
+    color: #ffffff;
+  }
+
+  .split-divider {
+    width: 1px;
+    flex-shrink: 0;
+    align-self: stretch;
+    background: rgba(255, 255, 255, 0.38);
+    ${({ $variant }) =>
+      $variant === 'hero'
+        ? `margin: 8px 0;`
+        : `margin: 6px 0;`}
+  }
+
+  .split-dropdown-trigger {
+    flex-shrink: 0;
+    border: none;
+    padding: 0;
+    margin: 0;
+    cursor: pointer;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    background: transparent;
+    color: #ffffff;
+    ${({ $variant }) =>
+      $variant === 'hero'
+        ? `
+      width: 44px;
+      font-size: 11px;
+      ${mq[1]} {
+        width: 46px;
+      }
+    `
+        : `
+      width: 38px;
+      font-size: 10px;
+    `}
+  }
+
+  .split-dropdown-trigger:hover {
+    color: #ffffff;
+  }
+`;
+
+export type GetStartedSplitButtonProps = {
+  variant: 'hero' | 'navbar';
+  /** Classes for the outer control (include default-button-theme get-started-split) */
+  rootClassName: string;
+};
+
+export default function GetStartedSplitButton({
+  variant,
+  rootClassName,
+}: GetStartedSplitButtonProps) {
+  const menuClassName = `get-started-split-dropdown-menu get-started-split-dropdown-menu--${variant}`;
+
+  return (
+    <Root $variant={variant} className={rootClassName}>
+      <Link to="/user-docs/" className="split-main">
+        Get Started
+      </Link>
+      <span className="split-divider" aria-hidden />
+      <Dropdown
+        menu={{
+          items: getStartedMenuItems,
+          className: menuClassName,
+        }}
+        trigger={['click']}
+        placement="bottomRight"
+      >
+        <button
+          type="button"
+          className="split-dropdown-trigger"
+          aria-haspopup="menu"
+          aria-label="Choose documentation: Users, Admins, or Developers"
+        >
+          <DownOutlined />
+        </button>
+      </Dropdown>
+    </Root>
+  );
+}
--- a/docs/src/data/databases.json
+++ b/docs/src/data/databases.json
@@ -1,13 +1,13 @@
 {
-  "generated": "2026-02-24T20:28:17.222Z",
+  "generated": "2026-04-25T02:18:43.905Z",
  "statistics": {
-    "totalDatabases": 72,
-    "withDocumentation": 72,
-    "withConnectionString": 72,
+    "totalDatabases": 73,
+    "withDocumentation": 73,
+    "withConnectionString": 73,
    "withDrivers": 36,
-    "withAuthMethods": 4,
-    "supportsJoins": 68,
-    "supportsSubqueries": 69,
+    "withAuthMethods": 5,
+    "supportsJoins": 69,
+    "supportsSubqueries": 70,
    "supportsDynamicSchema": 15,
    "supportsCatalog": 9,
    "averageScore": 31,
@@ -23,6 +23,7 @@
        "Amazon Athena",
        "Google BigQuery",
        "Databend",
+        "Google Datastore",
        "IBM Db2",
        "Denodo",
        "Dremio",
@@ -177,10 +178,12 @@
      ],
      "Cloud - Google": [
        "Google BigQuery",
+        "Google Datastore",
        "Google Sheets"
      ],
      "Search & NoSQL": [
        "Couchbase",
+        "Google Datastore",
        "Amazon DynamoDB",
        "Elasticsearch",
        "MongoDB",
@@ -751,14 +754,14 @@
          "OPEN_SOURCE"
        ],
        "pypi_packages": [
-          "clickhouse-connect>=0.6.8"
+          "clickhouse-connect>=0.13.0"
        ],
        "connection_string": "clickhousedb://{username}:{password}@{host}:{port}/{database}",
        "default_port": 8123,
        "drivers": [
          {
            "name": "clickhouse-connect (Recommended)",
-            "pypi_package": "clickhouse-connect>=0.6.8",
+            "pypi_package": "clickhouse-connect>=0.13.0",
            "connection_string": "clickhousedb://{username}:{password}@{host}:{port}/{database}",
            "is_recommended": true,
            "notes": "Official ClickHouse Python driver with native protocol support."
@@ -781,7 +784,7 @@
            "connection_string": "clickhousedb://localhost/default"
          }
        ],
-        "install_instructions": "echo \"clickhouse-connect>=0.6.8\" >> ./docker/requirements-local.txt",
+        "install_instructions": "echo \"clickhouse-connect>=0.13.0\" >> ./docker/requirements-local.txt",
        "compatible_databases": [
          {
            "name": "ClickHouse Cloud",
@@ -794,7 +797,7 @@
              "HOSTED_OPEN_SOURCE"
            ],
            "pypi_packages": [
-              "clickhouse-connect>=0.6.8"
+              "clickhouse-connect>=0.13.0"
            ],
            "connection_string": "clickhousedb://{username}:{password}@{host}:8443/{database}?secure=true",
            "parameters": {
@@ -816,7 +819,7 @@
              "HOSTED_OPEN_SOURCE"
            ],
            "pypi_packages": [
-              "clickhouse-connect>=0.6.8"
+              "clickhouse-connect>=0.13.0"
            ],
            "connection_string": "clickhousedb://{username}:{password}@{host}/{database}?secure=true",
            "docs_url": "https://docs.altinity.com/"
@@ -1013,7 +1016,7 @@
      "documentation": {
        "description": "CrateDB is a distributed SQL database for machine data and IoT workloads.",
        "logo": "cratedb.svg",
-        "homepage_url": "https://crate.io/",
+        "homepage_url": "https://cratedb.com",
        "categories": [
          "TIME_SERIES",
          "OPEN_SOURCE"
@@ -1296,6 +1299,114 @@
      "query_cost_estimation": false,
      "sql_validation": false
    },
+    "Google Datastore": {
+      "engine": "google_datastore",
+      "engine_name": "Google Datastore",
+      "module": "datastore",
+      "documentation": {
+        "description": "Google Cloud Datastore is a highly scalable NoSQL database for your applications.",
+        "logo": "datastore.png",
+        "homepage_url": "https://cloud.google.com/datastore/",
+        "categories": [
+          "CLOUD_GCP",
+          "SEARCH_NOSQL",
+          "PROPRIETARY"
+        ],
+        "pypi_packages": [
+          "python-datastore-sqlalchemy"
+        ],
+        "connection_string": "datastore://{project_id}/?database={database_id}",
+        "authentication_methods": [
+          {
+            "name": "Service Account JSON",
+            "description": "Upload service account credentials JSON or paste in Secure Extra",
+            "secure_extra": {
+              "credentials_info": {
+                "type": "service_account",
+                "project_id": "...",
+                "private_key_id": "...",
+                "private_key": "...",
+                "client_email": "...",
+                "client_id": "...",
+                "auth_uri": "...",
+                "token_uri": "..."
+              }
+            }
+          }
+        ],
+        "notes": "Create a Service Account via GCP console with access to datastore datasets.",
+        "docs_url": "https://github.com/splasky/Python-datastore-sqlalchemy",
+        "custom_errors": [
+          {
+            "regex_name": "CONNECTION_DATABASE_PERMISSIONS_REGEX",
+            "message_template": "Unable to connect. Verify that the following roles are set on the service account: \"Cloud Datastore Viewer\", \"Cloud Datastore User\", \"Cloud Datastore Creator\"",
+            "error_type": "CONNECTION_DATABASE_PERMISSIONS_ERROR",
+            "category": "Permissions",
+            "description": "Insufficient permissions",
+            "issue_codes": [
+              1017
+            ]
+          },
+          {
+            "regex_name": "TABLE_DOES_NOT_EXIST_REGEX",
+            "message_template": "The table \"%(table)s\" does not exist. A valid table must be used to run this query.",
+            "error_type": "TABLE_DOES_NOT_EXIST_ERROR",
+            "category": "Query",
+            "description": "Table not found",
+            "issue_codes": [
+              1003,
+              1005
+            ]
+          },
+          {
+            "regex_name": "COLUMN_DOES_NOT_EXIST_REGEX",
+            "message_template": "We can't seem to resolve column \"%(column)s\" at line %(location)s.",
+            "error_type": "COLUMN_DOES_NOT_EXIST_ERROR",
+            "category": "Query",
+            "description": "Column not found",
+            "issue_codes": [
+              1003,
+              1004
+            ]
+          },
+          {
+            "regex_name": "SCHEMA_DOES_NOT_EXIST_REGEX",
+            "message_template": "The schema \"%(schema)s\" does not exist. A valid schema must be used to run this query.",
+            "error_type": "SCHEMA_DOES_NOT_EXIST_ERROR",
+            "category": "Query",
+            "description": "Schema not found",
+            "issue_codes": [
+              1003,
+              1016
+            ]
+          },
+          {
+            "regex_name": "SYNTAX_ERROR_REGEX",
+            "message_template": "Please check your query for syntax errors at or near \"%(syntax_error)s\". Then, try running your query again.",
+            "error_type": "SYNTAX_ERROR",
+            "category": "Query",
+            "description": "SQL syntax error",
+            "issue_codes": [
+              1030
+            ]
+          }
+        ]
+      },
+      "time_grains": {},
+      "score": 0,
+      "max_score": 0,
+      "joins": true,
+      "subqueries": true,
+      "supports_dynamic_schema": false,
+      "supports_catalog": false,
+      "supports_dynamic_catalog": false,
+      "ssh_tunneling": false,
+      "query_cancelation": false,
+      "supports_file_upload": false,
+      "user_impersonation": false,
+      "query_cost_estimation": false,
+      "sql_validation": false
+    },
    "IBM Db2": {
      "engine": "ibm_db2",
      "engine_name": "IBM Db2",
@@ -4754,9 +4865,9 @@
            }
          },
          {
-            "name": "IAM Credentials (Serverless)",
-            "description": "Use IAM-based credentials for Redshift Serverless",
-            "requirements": "IAM role must have redshift-serverless:GetCredentials and redshift-serverless:GetWorkgroup permissions",
+            "name": "IAM Role (Serverless)",
+            "description": "Authenticate using the IAM role attached to the environment (EC2 instance profile, ECS task role, etc.). No credentials needed.",
+            "requirements": "The attached IAM role must have redshift-serverless:GetCredentials and redshift-serverless:GetWorkgroup permissions.",
            "connection_string": "redshift+redshift_connector://",
            "engine_parameters": {
              "connect_args": {
@@ -4768,6 +4879,26 @@
                "user": "IAMR:<superset iam role name>"
              }
            }
+          },
+          {
+            "name": "IAM Access Key (Serverless)",
+            "description": "Authenticate using explicit AWS access key and secret. Suitable for local development or CI environments without an attached IAM role.",
+            "requirements": "The IAM user must have redshift-serverless:GetCredentials and redshift-serverless:GetWorkgroup permissions.",
+            "connection_string": "redshift+redshift_connector://",
+            "engine_parameters": {
+              "connect_args": {
+                "iam": true,
+                "is_serverless": true,
+                "serverless_acct_id": "<aws account number>",
+                "serverless_work_group": "<redshift work group>",
+                "database": "<database>",
+                "host": "<endpoint>",
+                "port": 5439,
+                "region": "<aws region>",
+                "access_key_id": "<aws access key id>",
+                "secret_access_key": "<aws secret access key>"
+              }
+            }
          }
        ],
        "custom_errors": [
--- a/docs/src/pages/index.tsx
+++ b/docs/src/pages/index.tsx
@@ -28,6 +28,7 @@ import databaseData from '../data/databases.json';
 import BlurredSection from '../components/BlurredSection';
 import DataSet from '../../../RESOURCES/INTHEWILD.yaml';
 import type { DatabaseData } from '../components/databases/types';
+import GetStartedSplitButton from '../components/GetStartedSplitButton';
 import '../styles/main.css';

 // Build database list from databases.json (databases with logos)
@@ -191,20 +192,6 @@ const StyledTitleContainer = styled('div')`
  }
 `;

-const StyledButton = styled(Link)`
-  border-radius: 10px;
-  font-size: 20px;
-  font-weight: bold;
-  width: 170px;
-  padding: 10px 0;
-  margin: 15px auto 0;
-  ${mq[1]} {
-    font-size: 19px;
-    width: 175px;
-    padding: 10px 0;
-  }
-`;
-
 const StyledScreenshotContainer = styled('div')`
  position: relative;
  display: inline-block;
@@ -717,9 +704,10 @@ export default function Home(): JSX.Element {
              </span>
            </div>
            <img src="/img/community/line.png" alt="line" />
-            <StyledButton className="default-button-theme" href="/docs/intro">
-              Get Started
-            </StyledButton>
+            <GetStartedSplitButton
+              variant="hero"
+              rootClassName="default-button-theme get-started-split"
+            />
          </div>
          <StyledScreenshotContainer>
            <img
--- a/docs/src/styles/main.css
+++ b/docs/src/styles/main.css
@@ -105,6 +105,45 @@ a > span > svg {
  opacity: 1;
 }

+/* Homepage split "Get started": gradient button + chevron column */
+.default-button-theme.get-started-split {
+  display: flex;
+  padding: 0;
+}
+
+.get-started-split-dropdown-menu.ant-dropdown-menu {
+  background: linear-gradient(180deg, #20a7c9 0%, #0c8fae 100%) !important;
+  border: 1px solid rgba(255, 255, 255, 0.22);
+  box-shadow: 0 4px 14px rgba(0, 0, 0, 0.2) !important;
+}
+
+.get-started-split-dropdown-menu--hero.ant-dropdown-menu {
+  min-width: 208px;
+}
+
+@media (max-width: 768px) {
+  .get-started-split-dropdown-menu--hero.ant-dropdown-menu {
+    min-width: 214px;
+  }
+}
+
+.get-started-split-dropdown-menu--navbar.ant-dropdown-menu {
+  min-width: 176px;
+}
+
+.get-started-split-dropdown-menu .ant-dropdown-menu-item {
+  color: #ffffff !important;
+}
+
+.get-started-split-dropdown-menu .ant-dropdown-menu-item:hover,
+.get-started-split-dropdown-menu .ant-dropdown-menu-item-active {
+  background: rgba(255, 255, 255, 0.15) !important;
+}
+
+.get-started-split-dropdown-menu .ant-dropdown-menu-item a {
+  color: inherit !important;
+}
+
 /* Navbar */

 .navbar {
@@ -117,11 +156,14 @@ a > span > svg {
  border-radius: 10px;
  font-size: 18px;
  font-weight: bold;
-  width: 142px;
-  padding: 7px 0;
  margin-right: 20px;
 }

+.navbar .get-started-button.get-started-split {
+  width: 176px;
+  padding: 0;
+}
+
 .navbar .github-button {
  background-image: url('/img/github.png');
  background-size: contain;
--- a/docs/src/theme/NavbarItem/ComponentTypes.tsx
+++ b/docs/src/theme/NavbarItem/ComponentTypes.tsx
@@ -0,0 +1,41 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+import DocNavbarItem from '@theme-original/NavbarItem/DocNavbarItem';
+import DocSidebarNavbarItem from '@theme-original/NavbarItem/DocSidebarNavbarItem';
+import DocsVersionDropdownNavbarItem from '@theme-original/NavbarItem/DocsVersionDropdownNavbarItem';
+import DocsVersionNavbarItem from '@theme-original/NavbarItem/DocsVersionNavbarItem';
+import DropdownNavbarItem from '@theme-original/NavbarItem/DropdownNavbarItem';
+import DefaultNavbarItem from '@theme-original/NavbarItem/DefaultNavbarItem';
+import HtmlNavbarItem from '@theme-original/NavbarItem/HtmlNavbarItem';
+import LocaleDropdownNavbarItem from '@theme-original/NavbarItem/LocaleDropdownNavbarItem';
+import SearchNavbarItem from '@theme-original/NavbarItem/SearchNavbarItem';
+import GetStartedSplitNavbarItem from './GetStartedSplitNavbarItem';
+
+export default {
+  default: DefaultNavbarItem,
+  localeDropdown: LocaleDropdownNavbarItem,
+  search: SearchNavbarItem,
+  dropdown: DropdownNavbarItem,
+  html: HtmlNavbarItem,
+  doc: DocNavbarItem,
+  docSidebar: DocSidebarNavbarItem,
+  docsVersion: DocsVersionNavbarItem,
+  docsVersionDropdown: DocsVersionDropdownNavbarItem,
+  'custom-getStartedSplit': GetStartedSplitNavbarItem,
+};
--- a/Show More
+++ b/Show More