just tag to clone

* store transform revisions

* Add tests

* remove unneeded arity

* fix whitespace

* include impl.transform in revisions.init

* move transform test to enterprise folder

* use =? and check unneeded keys were removed

* revert =? use

* dissoc source from transform comparison

.clj-kondo/config.edn

@@ -624,10 +624,11 @@
    metabase.test/with-non-admin-groups-no-root-collection-perms                                                              hooks.common/do*
    metabase.test/with-persistence-enabled!                                                                                   hooks.metabase.model-persistence.test-util/with-persistence-enabled!
    metabase.test/with-prometheus-system!                                                                                     hooks.common/with-two-bindings
+   metabase.test/with-random-premium-token!                                                                                  hooks.common/with-one-binding
    metabase.test/with-temp                                                                                                   hooks.toucan2.tools.with-temp/with-temp
    metabase.test/with-temp-file                                                                                              hooks.metabase.test.util/with-temp-file
    metabase.test/with-temporary-setting-values                                                                               hooks.metabase.test.util/with-temporary-setting-values
-   metabase.users.api-test/with-temp-user-email!                                                                              hooks.common/with-one-binding
+   metabase.users.api-test/with-temp-user-email!                                                                             hooks.common/with-one-binding
    metabase.util.i18n/deferred-trs                                                                                           hooks.metabase.util.i18n/deferred-trs
    metabase.util.i18n/deferred-tru                                                                                           hooks.metabase.util.i18n/deferred-tru
    metabase.util.i18n/trs                                                                                                    hooks.metabase.util.i18n/trs

.clj-kondo/config/modules/config.edn

@@ -428,6 +428,11 @@
    :api  #{metabase.database-routing.core}
    :uses #{premium-features}}
 
+  dependencies
+  {:team "Querying"
+   :api  #{metabase.premium-features.core}
+   :uses #{premium-features}}
+
   driver
   {:team "Drivers"
    :api  #{metabase.driver
@@ -556,6 +561,11 @@
            models
            util}}
 
+  graph
+  {:team "Querying"
+   :api  #{metabase.graph.core}
+   :uses #{util}}
+
   indexed-entities
   {:team "UX West"
    :api  #{metabase.indexed-entities.api
@@ -725,6 +735,7 @@
            metabase.native-query-snippets.core}
    :uses #{api
            collections
+           events
            lib
            models
            permissions
@@ -1241,6 +1252,7 @@
            events
            lib
            models
+           premium-features
            query-processor
            settings
            task
@@ -1349,9 +1361,11 @@
   users
   {:team "UX West"
    :api  #{metabase.users.api
+           metabase.users.core
            metabase.users.init
            metabase.users.models.user
-           metabase.users.models.user-parameter-value}
+           metabase.users.models.user-parameter-value
+           metabase.users.schema}
    :uses #{analytics
            api
            appearance
@@ -1715,6 +1729,29 @@
            warehouse-schema
            warehouses}}
 
+  enterprise/dependencies
+  {:team "Querying"
+   :api  #{metabase-enterprise.dependencies.api
+           metabase-enterprise.dependencies.core
+           metabase-enterprise.dependencies.init}
+   :uses #{analyze
+           api
+           app-db
+           collections
+           config
+           driver
+           events
+           graph
+           lib
+           lib-be
+           models
+           native-query-snippets
+           premium-features
+           queries
+           query-processor
+           task
+           util}}
+
   enterprise/documents
   {:team "UX West"
    :api  #{metabase-enterprise.documents.api
@@ -1833,6 +1870,7 @@
            search
            server
            settings
+           store-api
            sync
            system
            task

.cljfmt.edn

@@ -232,7 +232,6 @@
   metabase.test.data/$ids                                                                [[:inner 0]]
   metabase.test.data/dataset                                                             [[:inner 0]]
   metabase.test.data/mbql-query                                                          [[:inner 0]]
-  metabase.test.data/native-query                                                        [[:block 0]]
   metabase.test.data/query                                                               [[:block 1]]
   metabase.test.data/run-mbql-query                                                      [[:inner 0]]
   metabase.test.data/with-empty-h2-app-db!                                               [[:block 0]]
@@ -253,7 +252,6 @@
   metabase.test/format-rows-by                                                           [[:default]]
   metabase.test/let-url                                                                  [[:block 1]]
   metabase.test/mbql-query                                                               [[:inner 0]]
-  metabase.test/native-query                                                             [[:block 0]]
   metabase.test/query                                                                    [[:block 1]]
   metabase.test/run-mbql-query                                                           [[:inner 0]]
   metabase.test/test-driver                                                              [[:inner 0]]

.github/actions/cleanup-python-runner/action.yml

@@ -0,0 +1,36 @@
+name: Cleanup Python Runner
+description: Cleanup python-runner services and upload logs as artifacts
+
+inputs:
+  upload-logs:
+    description: 'Whether to upload logs (typically on failure)'
+    required: false
+    default: 'false'
+  logs-artifact-suffix:
+    description: 'The unique name of the .zip artifact containing the logs'
+    required: false
+    default: ''
+
+runs:
+  using: composite
+  steps:
+    - name: Cleanup python-runner services
+      if: always()
+      run: |
+        echo "Stopping python-runner services..."
+        if [ -d "python-runner" ]; then
+          cd python-runner
+          make stop || echo "WARNING: Failed to stop python runner"
+        fi
+      shell: bash
+
+    - name: Upload python-runner logs
+      if: ${{inputs.upload-logs == 'true' && inputs.logs-artifact-suffix != ''}}
+      uses: actions/upload-artifact@v4
+      with:
+        name: python-runner-logs-${{inputs.logs-artifact-suffix}}
+        path: |
+          python-runner.out.log
+          python-runner.err.log
+        retention-days: 1
+        if-no-files-found: warn

.github/actions/setup-python-runner/action.yml

@@ -0,0 +1,27 @@
+name: Setup Python Runner
+description: Setup python-runner for tests
+inputs:
+  metabase-automation-token:
+    description: Token for accessing the python-runner repository
+    required: true
+  python-runner-version:
+    description: Git tag or commit of the python-runner repository to checkout
+    required: false
+    default: 'v0.0.1'
+runs:
+  using: composite
+  steps:
+    - name: Clone and setup python-runner
+      run: |
+        echo "Cloning python-runner repository..."
+        git clone --depth 1 --branch ${{ inputs.python-runner-version }} \
+          https://${{ inputs.metabase-automation-token }}@github.com/metabase/python-runner-container.git python-runner
+
+        echo "Starting python-runner..."
+        cd python-runner
+        make run-ci 1> ../python-runner.out.log 2> ../python-runner.err.log
+        make logs 1>> ../python-runner.out.log 2>> ../python-runner.err.log &
+        cd ..
+      shell: bash
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ inputs.metabase-automation-token }}

.github/scripts/setup-python-runner.sh

@@ -24,6 +24,7 @@ git clone --depth 1 https://${METABASE_AUTOMATION_USER_TOKEN}@github.com/metabas
 if [ "$SKIP_START" = false ]; then
   echo "Starting python-runner..."
   cd python-runner
-  make run-ci
+  make run-ci 1> ../python-runner.out.log 2> ../python-runner.err.log
+  make logs 1>> ../python-runner.out.log 2>> ../python-runner.err.log &
   cd ..
 fi

.github/workflows/drivers.yml

@@ -6,6 +6,10 @@ on:
       skip:
         type: boolean
         default: false
+      python-runner-version:
+        type: string
+        default: 'v0.0.1'
+        description: 'Git tag or commit of python-runner repository to use'
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}-drivers
@@ -115,10 +119,11 @@ jobs:
             test-args: >-
               :only-tags [:mb/driver-tests]
               :exclude-tags [:mb/transforms-python-test]
-          - name: Transforms Python Tests
-            test-args: >-
-              :only-tags [:mb/transforms-python-test]
-            needs-python-runner: true
+# DS 2025-09-26 temporarily disabled while we diagnose flakes
+#          - name: Transforms Python Tests
+#            test-args: >-
+#              :only-tags [:mb/transforms-python-test]
+#            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: bigquery-cloud-sdk
@@ -134,10 +139,12 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Test BigQuery Cloud SDK driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-bigquery-cloud-sdk-ee'
@@ -153,6 +160,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-clickhouse-ee:
     if: ${{ !inputs.skip }}
@@ -182,9 +195,10 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Add ClickHouse TLS instance to /etc/hosts
       run: |
         sudo echo "127.0.0.1 server.clickhouseconnect.test" | sudo tee -a /etc/hosts
@@ -201,6 +215,7 @@ jobs:
           clickhouse_cluster_node2
           nginx
     - name: Test Clickhouse driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-clickhouse-ee'
@@ -216,6 +231,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-druid-ee:
     needs: determine-driver-skips
@@ -376,10 +397,12 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup python-runner
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Test H2 driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-h2'
@@ -397,6 +420,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: always()
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mysql-mariadb:
     if: ${{ !inputs.skip }}
@@ -430,7 +459,7 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
-              :exclude-tags [:mb/transforms-python-test]
+            exclude-tag: ':mb/transforms-python-test'
           - name: Transforms Python Tests
             test-args: >-
               :only-tags [:mb/transforms-python-test]
@@ -490,11 +519,13 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Setup python-runner
-      #if: ${{ matrix.job.needs-python-runner == true }}
-        env:
-          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-        run: ./.github/scripts/setup-python-runner.sh
+        if: ${{ matrix.job.needs-python-runner == true }}
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+          python-runner-version: ${{ inputs.python-runner-version }}
       - name: Test ${{ matrix.version.name }}
+        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: ${{ matrix.version.junit-name }}
@@ -512,6 +543,12 @@ jobs:
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+          logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mongo:
     needs: determine-driver-skips
@@ -555,10 +592,12 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Test ${{ matrix.version.name }}
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
@@ -574,6 +613,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mongo-ssl:
     needs: determine-driver-skips
@@ -769,7 +814,7 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
-              :exclude-tags [:mb/transforms-python-test]
+            exclude-tag: ':mb/transforms-python-test'
           - name: Transforms Python Tests
             test-args: >-
               :only-tags [:mb/transforms-python-test]
@@ -816,11 +861,13 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Setup python-runner
-      #if: ${{ matrix.job.needs-python-runner == true }}
-        env:
-          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-        run: ./.github/scripts/setup-python-runner.sh
+        if: ${{ matrix.job.needs-python-runner == true }}
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+          python-runner-version: ${{ inputs.python-runner-version }}
       - name: Test ${{ matrix.version.name }} (${{ matrix.job.name }})
+        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: 'be-tests-${{ matrix.version.junit-name }}'
@@ -838,6 +885,12 @@ jobs:
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+          logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-presto-jdbc-ee:
     needs: determine-driver-skips
@@ -948,10 +1001,12 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Test ${{ matrix.job.name }}
+      id: test-driver
       if: ${{ !matrix.job.skip }}
       uses: ./.github/actions/test-driver
       with:
@@ -969,6 +1024,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-snowflake-ee:
     if: ${{ !inputs.skip }}
@@ -982,10 +1043,11 @@ jobs:
             test-args: >-
               :only-tags [:mb/driver-tests]
               :exclude-tags [:mb/transforms-python-test]
-          - name: Transforms Python Tests
-            test-args: >-
-              :only-tags [:mb/transforms-python-test]
-            needs-python-runner: true
+# DS 2025-09-26 temporarily disabled while we diagnose flakes
+#          - name: Transforms Python Tests
+#            test-args: >-
+#              :only-tags [:mb/transforms-python-test]
+#            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: snowflake
@@ -1009,10 +1071,12 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Test Snowflake driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-snowflake-ee'
@@ -1028,6 +1092,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-sparksql-ee:
     needs: determine-driver-skips
@@ -1138,10 +1208,12 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-      run: ./.github/scripts/setup-python-runner.sh
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        python-runner-version: ${{ inputs.python-runner-version }}
     - name: Test ${{ matrix.version.name }}
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
@@ -1157,6 +1229,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   # TODO(dpsutton, 2025-08-20): Re-enable starburst when we figure out why it randomly dies in CI
   # be-tests-starburst-ee:

.github/workflows/e2e-test.yml

@@ -28,6 +28,11 @@ on:
       split_index: # index of the chunk
         required: false
         type: number
+      python-runner-version:
+        type: string
+        default: 'v0.0.1'
+        description: 'Git tag or commit of python-runner repository to use'
+        required: false
 
 jobs:
   e2e-tests:
@@ -65,9 +70,10 @@ jobs:
           token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
 
       - name: Setup python-runner
-        env:
-          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-        run: ./.github/scripts/setup-python-runner.sh
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+          python-runner-version: ${{ inputs.python-runner-version }}
 
       - name: Prepare Docker containers
         uses: ./.github/actions/e2e-prepare-containers
@@ -246,3 +252,9 @@ jobs:
              const summary = formatSummary(results);
 
              await core.summary.addRaw(summary).write();
+
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: false

CLAUDE.md

@@ -29,7 +29,8 @@
   - Use the linter as a way to know that you are adhering to conventions in place in the codebase
 - **Lint Changes:** `./bin/mage kondo-updated HEAD`
 - **Format:** `./bin/mage cljfmt-files [path]`
-- **Test file:** `clojure -X:dev:test :only namespace/test-name`
+- **Run a test:** `./bin-mage run-tests namespace/test-name`
+- **Run all tests in a namespace:** `./bin-mage run-tests namespace`
 - **Check Code Readability** `./bin/mage -check-readable` with optional line-number
   - Run this after every change to Clojure code, only accept readable code
 - **Evaluating Clojure Code** `./bin/mage -repl '<code>'`

README.md

@@ -2,7 +2,7 @@
 
 [Metabase](https://www.metabase.com) is the easy, open-source way for everyone in your company to ask questions and learn from data.
 
-![Metabase Product Screenshot](docs/images/metabase-product-screenshot.png)
+![Metabase Product Screenshot](https://www.metabase.com/images/metabase-product-screenshot-updated.png)
 
 [![Latest Release](https://img.shields.io/github/release/metabase/metabase.svg?label=latest%20release)](https://github.com/metabase/metabase/releases)
 [![codecov](https://codecov.io/gh/metabase/metabase/branch/master/graph/badge.svg)](https://codecov.io/gh/metabase/metabase)
@@ -12,28 +12,29 @@
 
 The easiest way to get started with Metabase is to sign up for a free trial of [Metabase Cloud](https://store.metabase.com/checkout). You get support, backups, upgrades, an SMTP server, SSL certificate, SoC2 Type 2 security auditing, and more (plus your money goes toward improving Metabase). Check out our quick overview of [cloud vs self-hosting](https://www.metabase.com/docs/latest/cloud/cloud-vs-self-hosting). If you need to, you can always switch to [self-hosting](https://www.metabase.com/docs/latest/installation-and-operation/installing-metabase) Metabase at any time (or vice versa).
 
-## Features
+## Key Features
 
-- [Set up in five minutes](https://www.metabase.com/docs/latest/setting-up-metabase.html) (we're not kidding).
+- [Set up in five minutes](https://www.metabase.com/docs/latest/configuring-metabase/setting-up-metabase) (we're not kidding).
 - Let anyone on your team [ask questions](https://www.metabase.com/docs/latest/questions/introduction) without knowing SQL.
 - Use the [SQL editor](https://www.metabase.com/docs/latest/questions/native-editor/writing-sql) for more complex queries.
-- Build handsome, interactive [dashboards](https://www.metabase.com/docs/latest/users-guide/07-dashboards.html) with filters, auto-refresh, fullscreen, and custom click behavior.
+- Build handsome, interactive [dashboards](https://www.metabase.com/docs/latest/dashboards/introduction) with filters, auto-refresh, fullscreen, and custom click behavior.
 - Create [models](https://www.metabase.com/learn/metabase-basics/getting-started/models) that clean up, annotate, and/or combine raw tables.
-- Define canonical [segments and metrics](https://www.metabase.com/docs/latest/administration-guide/07-segments-and-metrics.html) for your team to use.
-- Send data to Slack or email on a schedule with [dashboard subscriptions](https://www.metabase.com/docs/latest/users-guide/dashboard-subscriptions).
-- Set up [alerts](https://www.metabase.com/docs/latest/users-guide/15-alerts.html) to have Metabase notify you when your data changes.
-- [Embed charts and dashboards](https://www.metabase.com/docs/latest/administration-guide/13-embedding.html) in your app, or even [your entire Metabase](https://www.metabase.com/docs/latest/enterprise-guide/full-app-embedding.html).
+- Define canonical [segments and metrics](https://www.metabase.com/docs/latest/data-modeling/metrics) for your team to use.
+- Send data to Slack or email on a schedule with [dashboard subscriptions](https://www.metabase.com/docs/latest/dashboards/subscriptions).
+- Set up [alerts](https://www.metabase.com/docs/latest/questions/alerts) to have Metabase notify you when your data changes.
+- [Embed charts and dashboards](https://www.metabase.com/docs/latest/embedding/introduction) in your app, or even [your entire Metabase](https://www.metabase.com/docs/latest/embedding/interactive-embedding).
+- Build with the [Embedded Analytics SDK for React](https://www.metabase.com/docs/latest/embedding/sdk/introduction) to embed standalone components with custom styling that matches your app's design.
 
-Take a [tour of Metabase](https://www.metabase.com/learn/getting-started/tour-of-metabase).
+Take a [tour of Metabase](https://www.metabase.com/learn/metabase-basics/overview/tour-of-metabase).
 
 ## Supported databases
 
 - [Officially supported databases](./docs/databases/connecting.md#connecting-to-supported-databases)
-- [Community drivers](./docs/developers-guide/partner-and-community-drivers.md)
+- [Community drivers](./docs/developers-guide/community-drivers.md)
 
 ## Installation
 
-Metabase can be run just about anywhere. Check out our [Installation Guides](https://www.metabase.com/docs/latest/operations-guide/installing-metabase).
+Metabase can be run just about anywhere. Check out our [Installation Guides](https://www.metabase.com/docs/latest/installation-and-operation/installing-metabase).
 
 ## Contributing
 
@@ -43,7 +44,7 @@ In order to spin up a development environment, you need to start the front end a
 
 ### Frontend quick setup
 
-The following command will install the Javascript dependencies:
+The following command will install the JavaScript dependencies:
 
 ```bash
 yarn install
@@ -63,7 +64,7 @@ yarn build-hot
 
 ### Backend  quick setup
 
-In order to run the backend, you'll need to build the drivers first, and then start the backend:
+To run the backend, you'll need to build the drivers first, and then start the backend:
 
 ```bash
 ./bin/build-drivers.sh
@@ -78,13 +79,13 @@ We want Metabase to be available in as many languages as possible. See which tra
 
 ## Extending Metabase
 
-Hit our Query API from Javascript to integrate analytics. Metabase enables your application to:
+Hit our Query API from JavaScript to integrate analytics. Metabase enables your application to:
 
 - Build moderation interfaces.
 - Export subsets of your users to third party marketing automation software.
 - Provide a custom customer lookup application for the people in your company.
 
-Check out our guide, [Working with the Metabase API](https://www.metabase.com/learn/administration/metabase-api).
+Check out our guide, [Working with the Metabase API](https://www.metabase.com/learn/metabase-basics/administration/administration-and-operation/metabase-api).
 
 ## Security Disclosure
 
@@ -98,6 +99,14 @@ See [LICENSE.txt](./LICENSE.txt) for details.
 
 Unless otherwise noted, all files © 2025 Metabase, Inc.
 
-## [Metabase Experts](https://www.metabase.com/partners/)
+## Community
+
+- [Discourse](https://discourse.metabase.com/)
+- [Twitter](https://x.com/metabase)
+- [LinkedIn](https://www.linkedin.com/company/metabase/)
+- [YouTube](https://www.youtube.com/@metabasedata)
+- [Reddit](https://www.reddit.com/r/Metabase/)
+
+## Metabase Experts
 
 If you’d like more technical resources to set up your data stack with Metabase, connect with a [Metabase Expert](https://www.metabase.com/partners/?utm_source=readme&utm_medium=metabase-expetrs&utm_campaign=readme).

bb.edn

@@ -1,4 +1,4 @@
-{:min-bb-version "1.12.197"
+{:min-bb-version "1.12.208"
  ;; we put path as bin, and everything is in the ./mage subdirectory,
  ;; so the namespaces are mage.cli, mage.format, etc.
  :paths          ["mage" "test" "bin/lint-migrations-file/src"]
@@ -161,7 +161,7 @@
    :task     (stats-repl/connect (cli/parse! (current-task)))}
 
   notify
-  {:doc      "Send notification for a comment (that already exists"
+  {:doc      "Send notification for a comment (that already exists)"
    :requires [[mage.be-dev :refer [nrepl-eval]]]
    :options  [["-c" "--comment-id ID" "Notify about this comment id"]
               ["-p" "--port PORT" "Port to use for the task, defaults to value in .nrepl-port"]]
@@ -172,6 +172,25 @@
                  (nrepl-eval "metabase-enterprise.comments.core" code (:port opts))
                  (nrepl-eval "metabase-enterprise.comments.core" code)))}
 
+  run-tests
+  {:doc        "Run a tests (or a single test) against nrepl server"
+   :requires   [[clojure.string :as str]
+                [mage.be-dev :refer [nrepl-eval]]]
+   :arg-schema [:tuple [:string {:name "NS/TEST" :desc "or just NS"}]]
+   :options    [["-p" "--port PORT" "Port to use for the task, defaults to value in .nrepl-port"]]
+   :task       (let [{:keys  [options]
+                      [test] :arguments} (cli/parse! (current-task))
+                     test                (if (or (str/starts-with? test "test/")
+                                                 (str/starts-with? test "enterprise/"))
+                                           ;; paths should come in as strings
+                                           (format "\"%s\"" test)
+                                           ;; ns or var should be a symbol
+                                           (str "'" test))
+                     code (format
+                           "(do ((requiring-resolve 'dev.reload/reload!)) (find-and-run-tests-repl {:only %s}))"
+                           test)]
+                 (nrepl-eval "mb.hawk.core" (str code) (:port options)))}
+
   ls {:doc      "List all mage public and private tasks"
       :examples [["./bin/mage ls" "List all tasks"]]
       :requires [[mage.util :as u]]

deps.edn

@@ -90,7 +90,7 @@
                                              :git/sha "4998a1fdd9d3713d7034d04509e9212204773bf2"
                                              :git/url "https://github.com/eerohele/pp"}
   ;; TODO: replace back to normal artifact
-  io.github.metabase/macaw                  {:mvn/version "0.2.27"}             ; Parse native SQL queries
+  io.github.metabase/macaw                  {:mvn/version "0.2.28"}             ; Parse native SQL queries
   io.github.resilience4j/resilience4j-retry ^:antq/exclude                      ; 2.x do not support Java 8
                                             {:mvn/version "1.7.1"}              ; Support for retrying operations
   io.prometheus/simpleclient_hotspot        {:mvn/version "0.16.0"}             ; prometheus jvm collector

dev/src/dev/reload.clj

@@ -0,0 +1,151 @@
+(ns dev.reload
+  (:require
+   [clojure.java.shell :as shell]
+   [clojure.string :as str]
+   [metabase.util :as u])
+  (:import
+   (java.io File)
+   (java.nio.file Files LinkOption Paths)))
+
+(set! *warn-on-reflection* true)
+
+#_:clj-kondo/ignore
+(defonce *reload-timestamps (atom {}))
+
+(defn system-classpath
+  "Returns a sequence of File paths from the 'java.class.path' system
+  property."
+  []
+  (into [] (comp (filter #(not (str/ends-with? % ".jar")))
+                 (map #(File. ^String %))
+                 (filter #(.isDirectory ^File %))
+                 (map #(.getCanonicalPath ^File %)))
+        (.split (System/getProperty "java.class.path")
+                (System/getProperty "path.separator"))))
+
+(defn find-classpath-root
+  "Finds the classpath directory that contains the given file path.
+   Returns the portion of the path to strip, or nil if not found."
+  [classpath file-path]
+  (let [canonical-file (try
+                         (.getCanonicalPath (File. ^String file-path))
+                         (catch Exception _ file-path))]
+    (->> classpath
+         (filter #(str/starts-with? canonical-file %))
+         (sort-by count >)              ; Longest match first
+         first)))
+
+(defn git-changed-files
+  "Returns a set of changed/added/untracked files from git status."
+  []
+  (let [{:keys [exit out]} (shell/sh "git" "status" "--porcelain")]
+    (if (and (zero? exit)
+             (not (str/blank? out)))
+      (->> (str/split-lines out)
+           (map #(str/trim (subs % 3))) ; Remove status prefix (e.g., "M ", "A ", "??")
+           (filter #(str/ends-with? % ".clj"))
+           set)
+      #{})))
+
+(defn file-last-modified
+  "Returns the last modified time of a file in milliseconds."
+  [file-path]
+  (try
+    (-> (Paths/get file-path (into-array String []))
+        (Files/getLastModifiedTime (into-array LinkOption []))
+        (.toMillis))
+    (catch Exception _ nil)))
+
+(defn relpath->ns
+  "foo/bar_baz.clj -> foo.bar-baz"
+  [relpath]
+  (-> relpath
+      (str/replace #"\.clj$" "")
+      (str/replace #"/" ".")
+      (str/replace #"_" "-")
+      symbol))
+
+(defn file-path->namespace
+  "Converts a file path to a namespace symbol using classpath information.
+   Example: enterprise/backend/src/foo/bar/baz.clj -> foo.bar.baz"
+  [file-path classpath]
+  (when (and file-path (re-find #".cljc?$" file-path))
+    (when-let [root (find-classpath-root classpath file-path)]
+      (let [canonical-file (try
+                             (.getCanonicalPath (File. ^String file-path))
+                             (catch Exception _ file-path))
+            relative-path (subs canonical-file (inc (count root)))]
+        (relpath->ns relative-path)))))
+
+(defn loaded-namespaces
+  "Returns a set of all currently loaded namespace symbols."
+  []
+  (set (map ns-name (all-ns))))
+
+(defn needs-reload?
+  "Checks if a file needs reloading based on its last modified time."
+  [file-path ns-sym]
+  (let [last-reload   (get @*reload-timestamps ns-sym)
+        last-modified (file-last-modified file-path)]
+    (or (nil? last-reload)
+        (nil? last-modified)
+        (> last-modified last-reload))))
+
+(defn changed-namespaces []
+  (let [changed-files  (git-changed-files)
+        loaded-ns      (loaded-namespaces)
+        classpath-dirs (system-classpath)
+        candidates     (->> changed-files
+                            (map (fn [f] {:file f :ns (file-path->namespace f classpath-dirs)}))
+                            (filter :ns)
+                            (filter #(loaded-ns (:ns %))))
+        to-reload      (filter #(needs-reload? (:file %) (:ns %)) candidates)
+        skipped        (remove #(needs-reload? (:file %) (:ns %)) candidates)]
+    {:to-reload to-reload
+     :skipped   skipped}))
+
+(defn reload-namespaces!
+  [to-reload]
+  (->> (for [{:keys [_file ns]} to-reload]
+         (try
+           (require ns :reload)
+           (swap! *reload-timestamps assoc ns (System/currentTimeMillis))
+           [:reloaded ns]
+           (catch Exception e
+             [:failed {:ns ns :error (.getMessage e)}])))
+       (u/group-by first second)))
+
+(defn reload!
+  "Reloads all changed files from git that are already loaded as namespaces
+   and have been modified since last reload.
+   Returns a map with :reloaded, :skipped, and :failed keys."
+  []
+  (let [{:keys [to-reload
+                skipped]} (changed-namespaces)
+        _                 (println (format "Reloading %s namespaces (%s skipped):" (count to-reload) (count skipped)))
+        {:keys [reloaded
+                failed]
+         :as   res}       (reload-namespaces! to-reload)]
+    (doseq [ns reloaded]
+      (println "  ✓" ns))
+    (doseq [{:keys [ns error]} failed]
+      (println "  ✗" ns ":" error))
+    (assoc res :skipped skipped)))
+
+(defn clear-reload-history!
+  "Clears the reload timestamp history, forcing all files to reload next time."
+  []
+  (reset! *reload-timestamps {})
+  (println "Reload history cleared."))
+
+(defn show-classpath
+  "Shows all classpath directories for debugging."
+  []
+  (println "\n=== Classpath Directories ===")
+  (run! #(println (.getCanonicalPath ^File %)) (sort (system-classpath))))
+
+(comment
+  (show-classpath) ; to see what's in your classpath
+  (clear-reload-history!) ; if you want to force reload everything
+  (changed-namespaces)
+  (reload!))

docs/ai/metabot.md

@@ -53,7 +53,7 @@ Some tips:
 Hover over Metabot's response to:
 
 - Copy the response.
-- Give thumbs-up/thumbs-down feedback on responses. If you downvote a response, you can optionally contribute a bug report to help us improve Metabot.
+- Give thumbs-up/thumbs-down [feedback on responses](#giving-feedback-on-metabot-responses). If you upvote a response, you can optionally add some feedback. If you downvote a response, you can optionally contribute a bug report to help us improve Metabot.
 - Re-run the prompt with Metabot. This is useful if you've updated the chart or just want to have Metabot take another pass (since AI responses aren't deterministic, Metabot may give a different response on another run).
 
 ## Analyze charts with Metabot
@@ -68,7 +68,7 @@ You can also ask Metabot to tell you about specific tables in your database.
 
 ## How Metabot uses the query builder
 
-When you ask Metabot to create a chart from natural language, it first looks for existing questions that might answer your request. If it finds a relevant question, it'll point you to that instead of creating something new. Otherwise, Metabot will use the [query builder](../questions/query-builder/editor.md) to create a new chart for you. 
+When you ask Metabot to create a chart from natural language, it first looks for existing questions that might answer your request. If it finds a relevant question, it'll point you to that instead of creating something new. Otherwise, Metabot will use the [query builder](../questions/query-builder/editor.md) to create a new chart for you.
 
 Keep in mind that Metabot is still learning the query builder. Metabot can only handle basic query builder operations, and it lacks access to the library of [custom expressions](../questions/query-builder/expressions-list.md). Metabot is also limited to single-level aggregation and grouping, so if you need more complex analysis, you can take over and refine the query yourself, or switch to the SQL editor.
 
@@ -98,3 +98,19 @@ When you get an error in a SQL query, you can click the **Have Metabot fix it**
 If Metabot creates a query or takes you to a new item but you want to return to the previous screen, you can navigate using your browser's back button.
 
 You can also save any chart that Metabot creates to a dashboard or collection.
+
+## Giving feedback on Metabot responses
+
+When you hover over Metabot's responses, you'll see options to give feedback.
+
+Thumbs up are just as helpful as thumbs down. If you give a thumbs down, you can optionally provide more details about the issue and set an issue type:
+
+- UI bug
+- Took incorrect actions
+- Overall refusal
+- Did not follow request
+- Not factually correct
+- Incomplete response
+- Other
+
+> When you submit feedback, the form you send may contain sensitive data from your conversation.

docs/ai/settings.md

@@ -1,9 +1,9 @@
 ---
-title: Metabot settings
+title: Metabot AI settings
 summary: Configure Metabot settings, including which collections Metabot can access, and learn tips for improving Metabot's performance through data modeling and metadata.
 ---
 
-# Metabot settings
+# Metabot AI settings
 
 {% include beta-blockquote.html
    message="For now, <a href='https://www.metabase.com/features/metabot-ai'>Metabot</a> is only available as an add-on for Pro and Enterprise plans on Metabase Cloud."
@@ -13,21 +13,26 @@ _Settings > Admin settings > AI_
 
 This page covers admin settings for Metabase's AI assistant, [Metabot](./metabot.md).
 
-## Configure Metabot
-
-To help Metabot focus on the data you care about most, select the collection containing the models and metrics you'd like it to work with.
-
-## Pick a collection for Metabot to have access to
-
 ![Admin settings for AI Metabot](./images/ai-settings.png)
 
-To select a collection for Metabot:
+## Verified content
+
+Admins on Pro and Enterprise plans can tell Metabot to only work with [models](../data-modeling/models.md) and [metrics](../data-modeling/metrics.md) that have been [verified](../exploration-and-organization/content-verification.md).
+
+Restricting Metabot to verified models and metrics (and only models and metrics) can help Metabot produce more reliable answers, since you know someone has at least vetted the data Metabot can use.
+
+## When embedding Metabot, you can pick a collection for Metabot to have access to
+
+When embedding Metabot in your app, you can select a collection for Metabot:
 
 1. Go to **Settings** > **Admin settings** > **AI**.
-2. Click the **Collection** dropdown.
-3. Select the collection that contains the models and metrics you want Metabot to use.
+2. Click **Embedded Metabot**.
+3. In the **Collection Embedded Metabot can use** section, click **Pick a collection**.
+4. Select the collection that contains the models and metrics you want Metabot to use.
 
-Metabot will use the models and metrics in that collection to help answer questions and generate queries. You can change this collection at any time.
+Metabot will use the models and metrics in that collection to help answer questions and generate queries. You can change this collection at any time. To give Metabot access to all collections, you can set the collection to the root collection, called "Our Analytics" (the default).
+
+Alternatively (or additionally), you can restrict Metabot to [verified content](#verified-content).
 
 ## Tips for making the most of Metabot
 
@@ -66,7 +71,7 @@ Metabase will try to set semantic types automatically, but you should confirm th
 
 ### Curate prompt suggestions
 
-When you select a collection for Metabot to "learn", Metabot will suggest a series of prompts based on the content it finds in that collection. These give people a feel for the kinds of things people can ask Metabot to do.
+When you select a collection for Metabot to "learn", Metabot will suggest a series of prompts based on the content it finds in that collection. These prompts just give people a feel for the kinds of things people can ask Metabot to do.
 
 Admins can run these generated prompts to test the answers, or trash the individual prompts if they're not useful or misleading. You can also regenerate all the prompts with a click.
 
@@ -86,6 +91,16 @@ Under the hood, Metabase powers Metabot with a variety of generative models. For
 
 To get the best results, we (the Metabase team) use internal benchmarks to determine which AI models Metabot should use for different tasks. And we are constantly iterating on performance, so Metabot will continue to improve over time.
 
-## We don't collect or store the prompts you send to Metabot
+## Unless you submit feedback, we don't collect or store the prompts you send to Metabot
 
-We've intentionally limited what Metabot can do. Metabot lacks access to API keys, and it can't create assets, write data, or send data outside of your Metabase. Your questions and conversations remain private to your Metabase. We do collect some metadata to gauge and improve usage, but we don't train Metabot on your prompts or your data—because we can't see them!
+We've intentionally limited what Metabot can do. Metabot lacks access to API keys, and it can't create assets, write data, or send your data outside of your Metabase. Your questions and conversations remain private to your Metabase (unless you [submit feedback](./metabot.md#giving-feedback-on-metabot-responses)). We do collect some metadata to gauge and improve usage.
+
+### What Metabot can see
+
+Metabot has access to your Metabase metadata and some data values to help answer your questions:
+
+- **Table, Question, Model, Dashboard, and Metric metadata**: Metabot can see the structure and configuration of your content
+- **Sample field values**: When you ask questions like "Filter everyone from Wisconsin," Metabot might check the values in the state field to understand how the data is stored (like "WI" vs "Wisconsin"). See [syncs](../databases/sync-scan.md).
+- **Timeseries data**: For chart analysis, Metabot might see the timeseries data used to draw certain visualizations, depending on the chart type.
+
+When you [submit feedback](./metabot.md#giving-feedback-on-metabot-responses), however, the form you send may contain sensitive data from your conversation.

docs/api.html

@@ -83,30 +83,6 @@ redirect_from:
   },
   "components" : {
     "schemas" : {
-      "api.tiles.route-params" : {
-        "type" : "object",
-        "properties" : {
-          "lat-field" : {
-            "type" : "string"
-          },
-          "lon-field" : {
-            "type" : "string"
-          },
-          "x" : {
-            "description" : "value must be an integer.",
-            "type" : "integer"
-          },
-          "y" : {
-            "description" : "value must be an integer.",
-            "type" : "integer"
-          },
-          "zoom" : {
-            "description" : "value must be an integer.",
-            "type" : "integer"
-          }
-        },
-        "required" : [ "zoom", "x", "y", "lat-field", "lon-field" ]
-      },
       "gsheets.response" : {
         "anyOf" : [ {
           "type" : "object",
@@ -1984,26 +1960,52 @@ redirect_from:
         "enum" : [ "none", "global-schedule" ]
       },
       "metabase-enterprise.transforms.api.transform-source" : {
-        "type" : "object",
-        "properties" : {
-          "query" : {
-            "type" : "object",
-            "properties" : {
-              "database" : {
+        "oneOf" : [ {
+          "type" : "object",
+          "properties" : {
+            "query" : {
+              "type" : "object",
+              "properties" : {
+                "database" : {
+                  "type" : "integer"
+                }
+              },
+              "required" : [ "database" ]
+            },
+            "type" : {
+              "const" : "query"
+            }
+          },
+          "required" : [ "type", "query" ]
+        }, {
+          "type" : "object",
+          "properties" : {
+            "body" : {
+              "type" : "string"
+            },
+            "source-database" : {
+              "type" : "integer"
+            },
+            "source-tables" : {
+              "type" : "object",
+              "additionalProperties" : {
                 "type" : "integer"
               }
             },
-            "required" : [ "database" ]
+            "type" : {
+              "const" : "python"
+            }
           },
-          "type" : {
-            "const" : "query"
-          }
-        },
-        "required" : [ "type", "query" ]
+          "required" : [ "source-tables", "type", "body" ],
+          "additionalProperties" : false
+        } ]
       },
       "metabase-enterprise.transforms.api.transform-target" : {
         "type" : "object",
         "properties" : {
+          "database" : {
+            "type" : "integer"
+          },
           "name" : {
             "type" : "string"
           },
@@ -14969,6 +14971,35 @@ redirect_from:
         "tags" : [ "/api/ee/metabot-v3/document" ]
       }
     },
+    "/api/ee/metabot-v3/feedback" : {
+      "post" : {
+        "summary" : "POST /api/ee/metabot-v3/feedback",
+        "description" : "Proxy Metabot feedback to Harbormaster, adding the premium embedding token.",
+        "parameters" : [ ],
+        "responses" : {
+          "2XX" : {
+            "description" : "Successful response"
+          },
+          "4XX" : {
+            "description" : "Client error response"
+          },
+          "5XX" : {
+            "description" : "Server error response"
+          }
+        },
+        "requestBody" : {
+          "content" : {
+            "application/json" : {
+              "schema" : {
+                "type" : "object",
+                "properties" : { }
+              }
+            }
+          }
+        },
+        "tags" : [ "/api/ee/metabot-v3" ]
+      }
+    },
     "/api/ee/metabot-v3/metabot/" : {
       "get" : {
         "summary" : "GET /api/ee/metabot-v3/metabot/",
@@ -15819,6 +15850,16 @@ redirect_from:
                         },
                         "value" : {
                           "anyOf" : [ {
+                            "type" : "object",
+                            "additionalProperties" : {
+                              "anyOf" : [ {
+                                "type" : "string",
+                                "minLength" : 1
+                              }, {
+                                "type" : "boolean"
+                              } ]
+                            }
+                          }, {
                             "type" : "string",
                             "minLength" : 1
                           }, {
@@ -16174,7 +16215,18 @@ redirect_from:
           }
         }, {
           "in" : "query",
-          "name" : "transform_tag_ids",
+          "name" : "last_run_statuses",
+          "required" : false,
+          "schema" : {
+            "type" : "array",
+            "items" : {
+              "type" : "string",
+              "enum" : [ "started", "succeeded", "failed", "timeout" ]
+            }
+          }
+        }, {
+          "in" : "query",
+          "name" : "tag_ids",
           "required" : false,
           "schema" : {
             "type" : "array",
@@ -16496,7 +16548,38 @@ redirect_from:
       "get" : {
         "summary" : "GET /api/ee/transform/",
         "description" : "Get a list of transforms.",
-        "parameters" : [ ],
+        "parameters" : [ {
+          "in" : "query",
+          "name" : "last_run_start_time",
+          "required" : false,
+          "schema" : {
+            "type" : "string",
+            "minLength" : 1
+          }
+        }, {
+          "in" : "query",
+          "name" : "last_run_statuses",
+          "required" : false,
+          "schema" : {
+            "type" : "array",
+            "items" : {
+              "type" : "string",
+              "enum" : [ "started", "succeeded", "failed", "timeout" ]
+            }
+          }
+        }, {
+          "in" : "query",
+          "name" : "tag_ids",
+          "required" : false,
+          "schema" : {
+            "type" : "array",
+            "items" : {
+              "description" : "value must be an integer greater or equal to than zero.",
+              "type" : "integer",
+              "minimum" : 0
+            }
+          }
+        } ],
         "responses" : {
           "2XX" : {
             "description" : "Successful response"
@@ -17607,11 +17690,18 @@ redirect_from:
         "tags" : [ "/api/embed" ]
       }
     },
-    "/api/embed/tiles/card/{token}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/embed/tiles/card/{token}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/embed/tiles/card/{token}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/embed/tiles/card/{token}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for an embedded Card using the map visualization.",
         "parameters" : [ {
+          "in" : "path",
+          "name" : "token",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
           "in" : "path",
           "name" : "zoom",
           "required" : true,
@@ -17635,27 +17725,6 @@ redirect_from:
             "type" : "integer"
           },
           "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "token",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -17664,6 +17733,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -17679,49 +17762,11 @@ redirect_from:
         "tags" : [ "/api/embed" ]
       }
     },
-    "/api/embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for a Card on an embedded Dashboard using the map visualization.",
         "parameters" : [ {
-          "in" : "path",
-          "name" : "zoom",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "x",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "y",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
           "in" : "path",
           "name" : "token",
           "required" : true,
@@ -17746,6 +17791,30 @@ redirect_from:
             "minimum" : 1
           },
           "description" : "value must be an integer greater than zero."
+        }, {
+          "in" : "path",
+          "name" : "zoom",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "x",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "y",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -17754,6 +17823,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -20763,11 +20846,18 @@ redirect_from:
         "tags" : [ "/api/preview_embed" ]
       }
     },
-    "/api/preview_embed/tiles/card/{token}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/preview_embed/tiles/card/{token}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/preview_embed/tiles/card/{token}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/preview_embed/tiles/card/{token}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for an embedded Card using the map visualization.",
         "parameters" : [ {
+          "in" : "path",
+          "name" : "token",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
           "in" : "path",
           "name" : "zoom",
           "required" : true,
@@ -20791,27 +20881,6 @@ redirect_from:
             "type" : "integer"
           },
           "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "token",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -20820,6 +20889,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -20835,49 +20918,11 @@ redirect_from:
         "tags" : [ "/api/preview_embed" ]
       }
     },
-    "/api/preview_embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/preview_embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/preview_embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/preview_embed/tiles/dashboard/{token}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for a Card on an embedded Dashboard using the map visualization.",
         "parameters" : [ {
-          "in" : "path",
-          "name" : "zoom",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "x",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "y",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
           "in" : "path",
           "name" : "token",
           "required" : true,
@@ -20902,6 +20947,30 @@ redirect_from:
             "minimum" : 1
           },
           "description" : "value must be an integer greater than zero."
+        }, {
+          "in" : "path",
+          "name" : "zoom",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "x",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "y",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -20910,6 +20979,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -21805,11 +21888,20 @@ redirect_from:
         "tags" : [ "/api/public" ]
       }
     },
-    "/api/public/tiles/card/{uuid}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/public/tiles/card/{uuid}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/public/tiles/card/{uuid}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/public/tiles/card/{uuid}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for a publicly-accessible Card using the map visualization. Does not require auth\n  credentials. Public sharing must be enabled.",
         "parameters" : [ {
+          "in" : "path",
+          "name" : "uuid",
+          "required" : true,
+          "schema" : {
+            "type" : "string",
+            "pattern" : "[a-f0-9]{8}-[a-f0-9]{4}-[a-f0-9]{4}-[a-f0-9]{4}-[a-f0-9]{12}"
+          },
+          "description" : "value must be a valid UUID."
+        }, {
           "in" : "path",
           "name" : "zoom",
           "required" : true,
@@ -21833,29 +21925,6 @@ redirect_from:
             "type" : "integer"
           },
           "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "uuid",
-          "required" : true,
-          "schema" : {
-            "type" : "string",
-            "pattern" : "[a-f0-9]{8}-[a-f0-9]{4}-[a-f0-9]{4}-[a-f0-9]{4}-[a-f0-9]{12}"
-          },
-          "description" : "value must be a valid UUID."
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -21864,6 +21933,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -21879,49 +21962,11 @@ redirect_from:
         "tags" : [ "/api/public" ]
       }
     },
-    "/api/public/tiles/dashboard/{uuid}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/public/tiles/dashboard/{uuid}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/public/tiles/dashboard/{uuid}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/public/tiles/dashboard/{uuid}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for a Card using the map visualization in a publicly-accessible Dashboard. Does not\n  require auth credentials. Public sharing must be enabled.",
         "parameters" : [ {
-          "in" : "path",
-          "name" : "zoom",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "x",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "y",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
           "in" : "path",
           "name" : "uuid",
           "required" : true,
@@ -21948,6 +21993,30 @@ redirect_from:
             "minimum" : 1
           },
           "description" : "value must be an integer greater than zero."
+        }, {
+          "in" : "path",
+          "name" : "zoom",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "x",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "y",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -21956,6 +22025,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -24350,11 +24433,20 @@ redirect_from:
         "tags" : [ "/api/task" ]
       }
     },
-    "/api/tiles/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/tiles/{card-id}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/tiles/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/tiles/{card-id}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for a saved Card.",
         "parameters" : [ {
+          "in" : "path",
+          "name" : "card-id",
+          "required" : true,
+          "schema" : {
+            "type" : "integer",
+            "minimum" : 1
+          },
+          "description" : "value must be an integer greater than zero."
+        }, {
           "in" : "path",
           "name" : "zoom",
           "required" : true,
@@ -24378,29 +24470,6 @@ redirect_from:
             "type" : "integer"
           },
           "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "card-id",
-          "required" : true,
-          "schema" : {
-            "type" : "integer",
-            "minimum" : 1
-          },
-          "description" : "value must be an integer greater than zero."
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -24409,6 +24478,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -24424,49 +24507,11 @@ redirect_from:
         "tags" : [ "/api/tiles" ]
       }
     },
-    "/api/tiles/{dashboard-id}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/tiles/{dashboard-id}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/tiles/{dashboard-id}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/tiles/{dashboard-id}/dashcard/{dashcard-id}/card/{card-id}/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for a dashcard.",
         "parameters" : [ {
-          "in" : "path",
-          "name" : "zoom",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "x",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "y",
-          "required" : true,
-          "schema" : {
-            "type" : "integer"
-          },
-          "description" : "value must be an integer."
-        }, {
-          "in" : "path",
-          "name" : "lat-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
-          "in" : "path",
-          "name" : "lon-field",
-          "required" : true,
-          "schema" : {
-            "type" : "string"
-          }
-        }, {
           "in" : "path",
           "name" : "dashboard-id",
           "required" : true,
@@ -24493,6 +24538,30 @@ redirect_from:
             "minimum" : 1
           },
           "description" : "value must be an integer greater than zero."
+        }, {
+          "in" : "path",
+          "name" : "zoom",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "x",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "y",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
         }, {
           "in" : "query",
           "name" : "parameters",
@@ -24501,6 +24570,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {
@@ -24516,11 +24599,35 @@ redirect_from:
         "tags" : [ "/api/tiles" ]
       }
     },
-    "/api/tiles/{zoom}/{x}/{y}/{lat-field}/{lon-field}" : {
+    "/api/tiles/{zoom}/{x}/{y}" : {
       "get" : {
-        "summary" : "GET /api/tiles/{zoom}/{x}/{y}/{lat-field}/{lon-field}",
+        "summary" : "GET /api/tiles/{zoom}/{x}/{y}",
         "description" : "Generates a single tile image for an ad-hoc query.",
         "parameters" : [ {
+          "in" : "path",
+          "name" : "zoom",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "x",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
+          "in" : "path",
+          "name" : "y",
+          "required" : true,
+          "schema" : {
+            "type" : "integer"
+          },
+          "description" : "value must be an integer."
+        }, {
           "in" : "query",
           "name" : "query",
           "required" : true,
@@ -24528,6 +24635,20 @@ redirect_from:
             "type" : "string"
           },
           "description" : "value must be a valid JSON string."
+        }, {
+          "in" : "query",
+          "name" : "latField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
+        }, {
+          "in" : "query",
+          "name" : "lonField",
+          "required" : true,
+          "schema" : {
+            "type" : "string"
+          }
         } ],
         "responses" : {
           "2XX" : {

docs/configuring-metabase/caching.md

@@ -122,11 +122,12 @@ If you have databases connected to Metabase that are set to **Use default** poli
 To set a caching policy for a dashboard, you must have [curate access](../permissions/collections.md#curate-access) to the dashboard's collection.
 
 1. Go to your dashboard.
-2. Click on the **info** icon.
-3. Click **Caching policy**.
-4. Select the [caching invalidation policy](#cache-invalidation-policies).
-5. Optional: turn on [refresh cache automatically](#refresh-cache-automatically).
-6. Save your changes.
+2. Click on the **three dots** icon in the top-right corner of the dashboard and choose **Edit settings**.
+3. By default, each question will use the database default caching settings. Click the current caching policy to change it.
+4. Select the new [caching policy](#cache-invalidation-policies).
+5. Optional: turn on [refresh cache automatically](#refresh-cache-automatically)
+6. Optional: to clear the cache for all questions on a dashboard, click **Clear cache for this dashboard** at the bottom of the setting sidebar.
+7. Save your changes.
 
 ### Question caching policy
 

docs/configuring-metabase/config-template.md

@@ -188,6 +188,7 @@ config:
     ldap-security: none
     ldap-sync-user-attributes: true
     ldap-sync-user-attributes-blacklist: userPassword,dn,distinguishedName
+    ldap-timeout-seconds: 15.0
     ldap-user-base: null
     ldap-user-filter: (&(objectClass=inetOrgPerson)(|(uid={login})(mail={login})))
     ldap-user-provisioning-enabled: true

docs/configuring-metabase/environment-variables.md

@@ -1058,6 +1058,14 @@ Should we sync user attributes when someone logs in via LDAP?
 
 Comma-separated list of user attributes to skip syncing for LDAP users.
 
+### `MB_LDAP_TIMEOUT_SECONDS`
+
+- Type: double
+- Default: `15.0`
+- [Configuration file name](./config-file.md): `ldap-timeout-seconds`
+
+Maximum time, in seconds, to wait for LDAP server before falling back to local authentication.
+
 ### `MB_LDAP_USER_BASE`
 
 - Type: string

docs/databases/uploads.md

@@ -19,7 +19,7 @@ To manage upload settings, admins can hit cmd/ctrl + K and search for "Settings
 - [PostgreSQL](../databases/connections/postgresql.md)
 - [MySQL](../databases/connections/mysql.md)
 - [Redshift](../databases/connections/redshift.md)
-- [ClickHouse](../databases/connections/clickhouse.md)
+- [ClickHouse](../databases/connections/clickhouse.md) (only supported on ClickHouse Cloud)
 
 ## Setting up uploads
 

docs/developers-guide/driver-changelog.md

@@ -29,6 +29,8 @@ title: Driver interface changelog
 - Added `metabase.driver/type->database-type` multimethod that returns the database type for a given Metabase
   type (from the type hierarchy) as a HoneySQL spec. This method handles general Metabase base types.
 
+- Added driver multimethods driver/native-result-metadata, driver/validate-native-query-fields, driver.sql/resolve-field, driver.sql.normalize-unquoted-name, driver.sql.normalize/reserved-literal, driver.sql.references/find-used-fields, driver.sql.references/find-returned-fields, and driver.sql.references/field-references-impl for use with the :dependencies/native feature.
+
 - Added `metabase.driver/insert-from-source!` multimethod that abstracts data insertion from various sources
   into existing tables. This multimethod dispatches on both the driver and the data source type
   (`:rows` or `:jsonl-file`). It allows drivers to optimize based on the data source type and returns the number

docs/documents/introduction.md

@@ -42,9 +42,9 @@ If however, you delete the document's copy, that copy is permanently deleted. It
 
 ### Charts generated by Metabot only exist in the document
 
-If Metabot generates a chart, Metabase saves that question to the document itself. If you delete it, it's gone forever. You won't be able to recover the question from the trash.
+If [Metabot](../ai/metabot.md) generates a chart, Metabase saves that question to the document itself. If you delete it, it's gone forever. You won't be able to recover the question from the trash.
 
-### Editing charts
+## Editing charts
 
 To edit a chart, click the **three-dot** menu in the chart's upper right. You can:
 
@@ -54,6 +54,22 @@ To edit a chart, click the **three-dot** menu in the chart's upper right. You ca
 
 Edits only affect the chart in the document. If you added the chart from a collection, Metabase will have created a copy of the chart. Any changes made to the chart in the document won't affect the original question.
 
+## Arranging charts
+
+![Document layout](./images/document-layout.png)
+
+To rearrange charts, simply click and hold on the chart and drag it to where you want it in the document.
+
+You can put up to three charts side by side (more than three charts side-by-side gets crowded). To resize charts, you can click on the edges to adjust their size. 
+
+When there are multiple charts in the same row, you can resize them horizontally by clicking between the charts and sliding left or right to resize.
+
+To resize a chart's height, click the bottom of the chart and resize the chart up or down.
+
+For now, you can only put charts side-by-side (not text elements).
+
+After arranging your charts, save your changes!
+
 ## Formatting text
 
 Documents support Markdown syntax for:
@@ -71,9 +87,13 @@ If you paste a link into a document, Metabase will turn it into a clickable link
 
 ## Commenting on documents
 
-To comment on a document, click the chat bubble next to the section you want to comment on.
+To comment on a text element, click the chat bubble next to the section. You can only comment on whole sections; you can't highlight text to comment on.
 
-You can comment on whole sections like charts, headings, or text blocks. You can't highlight portions of text to comment on.
+To comment on a chart:
+
+1. Hover over the chart.
+2. Click the three-dot menu.
+3. Select **Comment**.
 
 You can:
 
@@ -84,7 +104,9 @@ You can:
 
 ### Comment notifications
 
-If someone mentions you in a thread, or responds to a comment in a thread you're in, Metabase will send you an email to let you know. Currently, there's no central place to view all of your threads and mentions, and no way to disable email notifications for comments.
+If someone mentions you in a thread, or responds to a comment in a thread you're in, Metabase will send you an email to let you know.
+
+Currently, there's no central place to view all of your threads and mentions, and no way to disable email notifications for comments.
 
 ### Deleting comments
 

docs/embedding/embedded-analytics-js.md

@@ -9,6 +9,8 @@ summary: Getting started with Embedded Analytics JS for embedding Metabase entit
 
 Embedded analytics JS lets you embed Metabase entities like questions, dashboards, or even the query builder into your own application using customizable components.
 
+{% include shared/in-page-promo-embedding-workshop.html %}
+
 Embedded Analytics JS is a JavaScript library built on top of Metabase's [Embedded Analytics React SDK](./sdk/introduction.md). But it does not require using React or setting up full SDK embedding.
 Unlike with [interactive embedding](./interactive-embedding.md), where you embed the entire Metabase app in an iframe, Embedded Analytics JS lets you choose from a set of predefined components like a single chart, a dashboard with optional drill-through, or query builder, and customize those components.
 
@@ -23,20 +25,25 @@ Currently you can choose to embed:
 
 ## Quickstart
 
+You can also follow the setup guide directly in Metabase in **Admin > Embedding > Setup guide**. We're recording the steps here for convenience.
+
 ### 1. Enable Embedded Analytics JS
 
-1. In Metabase, go to **Admin Settings > Embedding > Modular embedding**.
+1. In Metabase, go to **Admin > Embedding > Modular embedding**.
 2. Toggle on **Embedded Analytics JS**.
 3. Under **Cross-Origin Resource Sharing (CORS)**, add the URLs of the websites where you want to embed Metabase (such as `https://*.example.com`). For testing embeds, you can use `localhost` which is always included in CORS policy.
 
 ### 2. Create a new embed
 
-1. In Metabase, go to **Admin Settings > Embedding > Quick start** and select **Create embed**. Note that this will only be visible to admins.
+1. In Metabase, go to **Admin > Embedding > Setup guide > Embed in your code**, and select **Try it out** next to **Embedded analytics JS**.
+
+   If you're planning to embed an existing question or dashboard, you can instead go straight to that question or dashboard, click on the **Share** button, and choose **Embedded Analytics JS**.
+
 2. Choose the _type_ of entity to embed:
-    - Dashboard
-    - Question
-    - Exploration (which will embed the Metabase query builder)
-    - Browser
+   - Dashboard
+   - Question
+   - Exploration (which will embed the Metabase query builder)
+   - Browser
 3. Next, select the entity you want to embed. For browser, pick the collection you want people to start from.
 
 Once you've selected what you want to embed, click Next to customize your embed.
@@ -109,13 +116,13 @@ Note the `defer` attribute and the reference to your Metabase URL in the script
 
 If you're embedding multiple entities on the same page, you only need to include the `<script>` tags once globally.
 
-You can also generate the code snippet for Embedded Analytics JS interactively in Metabase through **Admin Settings > Embedding > Setup guide > Create embed**. Check out the [Quickstart](#quickstart).
+You can also generate the code snippet for Embedded Analytics JS interactively in Metabase through **Admin > Embedding > Setup guide > Embed in your code**. Check out the [quickstart](#quickstart).
 
 ## Customizing embeds
 
 The exact customization options you see will depend on what type of entity you're embedding.
 
-When you're creating a new embed using **Admin Settings > Embedding > Setup guide > Create embed**, you'll see the following customization options in the interactive creation flow. These options correspond to parameters in [components](#components).
+When you're creating a new embed using **Admin > Embedding > Setup guide > Embed in your code**, you'll see the following customization options in the interactive creation flow. These options correspond to parameters in [components](#components).
 
 - **Allow people to drill through on data points**: determines whether people can interact with the chart (or charts on a dashboard). Interactivity includes [drilling down](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through) to individual records from aggregated questions, filtering on click, zooming in, etc. Disabling drill-through for an embedded _question_ also disables people's ability to add filters and summaries.
 
@@ -141,6 +148,8 @@ To define the configuration that applies to every embed on the page, use the `de
 
 - `apiKey: mb_YourAPIKey` (optional, for development only) - another way to preview embeds locally using an API key.
 
+- `fetchRequestToken: () => Promise<{ jwt: string }>` (optional) - you can customize how the SDK fetches the refresh token for JWT authentication by specifying the `fetchRequestToken` function. See [customizing JWT authentication](./sdk/authentication.md#customizing-jwt-authentication).
+
 ### Theming
 
 You can specify colors, fonts, spacing, and other appearance options using the `theme` parameter in your embed configuration.
@@ -360,7 +369,7 @@ To render a question (chart).
 
 To render a collection browser so people can navigate a collection and open dashboards or questions.
 
- ```html
+```html
 <metabase-browser initial-collection="14" read-only="false"></metabase-browser>
 ```
 

docs/embedding/interactive-embedding-quick-start-guide.md

@@ -29,9 +29,9 @@ You could also use the dashboard's [Entity ID](../installation-and-operation/ser
 
 ### Enable interactive embedding
 
-In Metabase, click on the **gear** icon in the upper right and go to **Admin settings** > **Settings** > **Embedding**. Look for **Interactive Embedding** and click on the **Enabled** toggle.
+In Metabase, click on the **gear** icon in the upper right and go to **Admin > Embedding > Interactive Embedding** and toggle on **Enable interactive embedding**.
 
-Click on the **Configure** button under **Interactive Embedding**. Under **Authorized origins**, add the URL of the website or web app where you want to embed Metabase. If you're running your app locally, you can add localhost and specify the port number, e.g. `http://localhost:8080`.
+Under **Authorized origins**, add the URL of the website or web app where you want to embed Metabase. If you're running your app locally, you can add localhost and specify the port number, e.g. `http://localhost:8080`.
 
 #### SameSite configuration
 
@@ -41,7 +41,7 @@ If you're embedding Metabase in a different domain, you may need to [set the ses
 
 #### Enable authentication with JWT
 
-While still in the Admin panel's **Settings** section, click on **Authentication**.
+While still in the **Interactive embedding** section, click on **Authentication** under **Related settings**.
 
 On the card that says **JWT**, click the **Setup** button (you may have to scroll down to view the JWT card).
 
@@ -169,7 +169,7 @@ In Metabase, click the **gear** icon and go to **Admin settings** > **People** >
 
 You'll map this string in the `groups` key to a Metabase group, so that when the person signs in via SSO, Metabase automatically assigns them to the appropriate Metabase group.
 
-In Metabase's admin section, go to **Settings** > **Authentication**. Scroll to the **JWT** card and click **Edit**.
+In Metabase's admin section, go to **Authentication > JWT** and click **Edit**.
 
 In the **Group schema** section, toggle on **Synchronize group memberships**. If the names of groups in the `groups` array match Metabase group names exactly (e.g. both are `"Customer Acme"`), then the groups will be mapped automatically.
 

docs/embedding/interactive-embedding.md

@@ -11,12 +11,10 @@ redirect_from:
 
 {% include shared/in-page-promo-embedding-workshop.html %}
 
-**Interactive embedding** is what you want if you want to offer [multi-tenant, self-service analytics](https://www.metabase.com/learn/metabase-basics/embedding/multi-tenant-self-service-analytics).
+**Interactive embedding** lets you embed the entire Metabase app in an iframe. Interactive embedding integrates your [permissions](../permissions/introduction.md) and [SSO](../people-and-groups/start.md#authentication) to give people the right level of access to [query](../questions/query-builder/editor.md) and [drill-down](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through) into your data.
 
 > If you are just starting out with Metabase embedding, consider using [Embedded Analytics JS](./embedded-analytics-js.md) instead of interactive embedding - it's an improved, more customizable option for embedding interactive Metabase elements. Interactive embedding remains fully supported.
 
-Interactive embedding is the only type of embedding that integrates with your [permissions](../permissions/introduction.md) and [SSO](../people-and-groups/start.md#authentication) to give people the right level of access to [query](https://www.metabase.com/glossary/query-builder) and [drill-down](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through) into your data.
-
 ## Interactive embedding demo
 
 To get a feel for what you can do with interactive embedding, check out our [interactive embedding demo](https://www.metabase.com/embedding-demo).
@@ -40,10 +38,9 @@ If you have your app running locally, and you're using the Pro Cloud version, or
 
 ## Enabling interactive embedding in Metabase
 
-1. Go to **Settings** > **Admin settings** > **Embedding**.
-2. Click **Enable**.
-3. Click **Interactive embedding**.
-4. Under **Authorized origins**, add the URL of the website or web app where you want to embed Metabase (such as `https://*.example.com`).
+1. Go to **Admin > Embedding > Interactive**.
+2. Click **Enable interactive embedding**.
+3. Under **Authorized origins**, add the URL of the website or web app where you want to embed Metabase (such as `https://*.example.com`).
 
 ## Setting up embedding on your website
 
@@ -131,7 +128,7 @@ Note that your interactive embed must be compatible with Safari to run on _any_
 
 If you want to embed Metabase in another domain (say, if Metabase is hosted at `metabase.yourcompany.com`, but you want to embed Metabase at `yourcompany.github.io`), you can tell Metabase to set the session cookie's SameSite value to "none".
 
-You can set session cookie's SameSite value in **Admin settings** > **Embedding** > **Interactive embedding** > **SameSite cookie setting**.
+You can set session cookie's SameSite value in **Admin settings** > **Embedding** > **Interactive** > **SameSite cookie setting**.
 
 SameSite values include:
 

docs/embedding/introduction.md

@@ -12,12 +12,6 @@ Here are the different ways you can embed Metabase.
 
 {% include shared/in-page-promo-embedding-workshop.html %}
 
-## Embedded analytics SDK with React
-
-With the [Embedded analytics SDK](./sdk/introduction.md), you can embed individual Metabase components with React (like standalone charts, dashboards, the query builder, and more). You can manage access and interactivity per component, and you have advanced customization for seamless styling.
-
-**When to use the Embedded analytics SDK**: you want the most control over how you embed Metabase in your React app.
-
 ## Embedded analytics JS
 
 With [Embedded analytics JS](./embedded-analytics-js.md), you can embed individual Metabase components in your web app with JavaScript — no React required. Choose from dashboards, questions, or the query builder, and configure per‑component options like drill‑through, parameters, downloads, and theming. Embedded Analytics JS integrates with [SSO](securing-embeds.md) and [data permissions](../permissions/embedding.md).
@@ -42,22 +36,27 @@ If you'd like to share your data with the good people of the internet, admins ca
 
 ## Comparison of embedding types
 
-| Action                                                                                                                          | [SDK](./sdk/introduction.md) | [JS](./embedded-analytics-js.md) | [Interactive](./interactive-embedding.md) | [Static](./static-embedding.md) | [Public](../embedding/public-links.md) |
-| ------------------------------------------------------------------------------------------------------------------------------- | ---------------------------- | -------------------------------- | ----------------------------------------- | ------------------------------- | -------------------------------------- |
-| Display charts and dashboards                                                                                                   | ✅                           | ✅                               | ✅                                        | ✅                              | ✅                                     |
-| Display interactive [filter widgets](https://www.metabase.com/glossary/filter-widget)                                           | ✅                           | ✅                               | ✅                                        | ✅                              | ✅                                     |
-| Export results\*                                                                                                                | ✅                           | ✅                               | ✅                                        | ✅                              | ✅                                     |
-| Restrict data with [locked filters](./static-embedding-parameters.md#restricting-data-in-a-static-embed-with-locked-parameters) | ❌                           | ❌                               | ❌                                        | ✅                              | ❌                                     |
-| Restrict data with [row and column security](../permissions/row-and-column-security.md)                                         | ✅                           | ✅                               | ✅                                        | ❌                              | ❌                                     |
-| Use the [drill-through menu](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through)    | ✅                           | ✅                               | ✅                                        | ❌                              | ❌                                     |
-| Self-serve via [query builder](https://www.metabase.com/glossary/query-builder)                                                 | ✅                           | ✅                               | ✅                                        | ❌                              | ❌                                     |
-| View usage of embeds with [usage analytics](../usage-and-performance-tools/usage-analytics.md)                                  | ✅                           | ✅                               | ✅                                        | ❌                              | ❌                                     |
-| [Actions on dashboards](../dashboards/actions.md)                                                                               | ✅                           | ✅                               | ✅                                        | ❌                              | ❌                                     |
-| Embed individual Metabase components                                                                                            | ✅                           | ✅                               | ❌                                        | ❌                              | ❌                                     |
-| Manage access and interactivity per component                                                                                   | ✅                           | ✅                               | ❌                                        | ❌                              | ❌                                     |
+| Action                                                                                                                          | [React SDK](./sdk/introduction.md) | [JS](./embedded-analytics-js.md) | [Interactive](./interactive-embedding.md) | [Static](./static-embedding.md) | [Public](../embedding/public-links.md) |
+| ------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------- | -------------------------------- | ----------------------------------------- | ------------------------------- | -------------------------------------- |
+| Display charts and dashboards                                                                                                   | ✅                                 | ✅                               | ✅                                        | ✅                              | ✅                                     |
+| Display interactive [filter widgets](https://www.metabase.com/glossary/filter-widget)                                           | ✅                                 | ✅                               | ✅                                        | ✅                              | ✅                                     |
+| Export results\*                                                                                                                | ✅                                 | ✅                               | ✅                                        | ✅                              | ✅                                     |
+| Restrict data with [locked filters](./static-embedding-parameters.md#restricting-data-in-a-static-embed-with-locked-parameters) | ❌                                 | ❌                               | ❌                                        | ✅                              | ❌                                     |
+| [Data segregation](../permissions/embedding.md)                                                                                 | ✅                                 | ✅                               | ✅                                        | ❌                              | ❌                                     |
+| Use the [drill-through menu](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through)    | ✅                                 | ✅                               | ✅                                        | ❌                              | ❌                                     |
+| Self-serve via [query builder](../questions/query-builder/editor.md)                                                            | ✅                                 | ✅                               | ✅                                        | ❌                              | ❌                                     |
+| [Basic appearance customization](../configuring-metabase/appearance.md)\*\*                                                     | ✅                                 | ✅                               | ✅                                        | ✅                              | ✅                                     |
+| [Advanced theming](./sdk/appearance.md)                                                                                         | ✅                                 | ✅                               | ❌                                        | ❌                              | ❌                                     |
+| View usage of embeds with [usage analytics](../usage-and-performance-tools/usage-analytics.md)                                  | ✅                                 | ✅                               | ✅                                        | ❌                              | ❌                                     |
+| Embed individual Metabase components                                                                                            | ✅                                 | ✅                               | ❌                                        | ❌                              | ❌                                     |
+| Manage access and interactivity per component                                                                                   | ✅                                 | ✅                               | ❌                                        | ❌                              | ❌                                     |
+| Custom layouts                                                                                                                  | ✅                                 | ❌                               | ❌                                        | ❌                              | ❌                                     |
+| Customize behavior with [plugins](./sdk/plugins.md)                                                                             | ✅                                 | ❌                               | ❌                                        | ❌                              | ❌                                     |
 
 \* Each embedding type allows data downloads by default, but only [Pro and Enterprise](https://www.metabase.com/pricing/) plans can disable data downloads.
 
+\*\* Requires a [Pro and Enterprise](https://www.metabase.com/pricing/) plan for any embedding type.
+
 ### Embedded analytics SDK vs JS
 
 When deciding between the Embedded analytics SDK and Embedded analytics JS: if your app uses React, you should use the SDK. Otherwise, use the JS library. The JS library uses the SDK under the hood, but you can have more control with React and the SDK.

docs/embedding/public-links.md

@@ -65,9 +65,9 @@ You can simulate drill-through on a public dashboard by setting up a [custom cli
 6. Optional: pass a filter value from the primary dashboard to the destination dashboard by adding a query parameter to the end of the destination URL:
 
 ```
-{%raw%}
+{% raw %}
 /public/dashboard/?child_filter_name={{parent_column_name}}
-{%endraw%}
+{% endraw %}
 ```
 
 For example, if you have a primary public dashboard that displays **Invoices** data, you can pass the **Plan** name (on click) to a destination public dashboard that displays **Accounts** data:

docs/embedding/sdk/ai-chat.md

@@ -24,9 +24,11 @@ You can check out a [demo of the AI chat component](https://embedded-analytics-s
 ```typescript
 {% include_file "{{ dirname }}/snippets/questions/ai-question.tsx" %}
 ```
+
 ## API reference
 
 - [Component](./api/MetabotQuestion.html)
+- [Props](./api/MetabotQuestionProps.html)
 
 ## Setting up AI chat
 
@@ -40,3 +42,11 @@ To configure your embedded AI chat in your Metabase:
 When embedding the Metabot component in your app, you should specify a collection that embedded Metabot is allowed to use for creating queries. Embedded Metabot will only have access to that collection.
 
 For tips and more, see [Metabot settings](../../ai/settings.md).
+
+## Layout
+
+Use the `layout` prop to specify which layout to use for the Metabot component:
+
+- `auto` (default): Metabot uses the `stacked` layout on mobile screens, and a `sidebar` layout on larger screens.
+- `stacked`: the question visualization stacks on top of the chat interface.
+- `sidebar`: the question visualization appears to the left of the chat interface, which is on a sidebar on the right.

docs/embedding/sdk/authentication.md

@@ -89,7 +89,7 @@ You can add some middleware in your backend to handle cross-domain requests.
 
 ## Customizing JWT authentication
 
-You can customize how the SDK fetches the refresh token by specifying the `fetchRefreshToken` function with the `defineMetabaseAuthConfig` function:
+You can customize how the SDK fetches the request token by specifying the `fetchRequestToken` function with the `defineMetabaseAuthConfig` function:
 
 ```typescript
 {% include_file "{{ dirname }}/snippets/authentication/auth-config-jwt.tsx" snippet="example" %}

docs/embedding/sdk/introduction.md

@@ -36,7 +36,9 @@ To use the SDK, you'll need to enable the SDK in Metabase, and install the SDK i
 
 ### Enable the SDK in Metabase
 
-Enable the Embedded analytics SDK by going to **Admin settings > Settings > Embedding**. Toggle on the SDK, and hit **Configure**. Enter the origins for your website or app where you want to allow SDK embedding, separated by a space. Localhost is automatically included.
+1. Enable the Embedded analytics SDK by going to **Admin settings > Embedding > Modular**.
+2. Toggle on **SDK for React**.
+3. In **Cross-Origin Resource Sharing (CORS)**, enter the origins for your website or app where you want to allow SDK embedding, separated by a space. Localhost is automatically included.
 
 ### Install the SDK in your React application
 

docs/embedding/sdk/quickstart-with-sample-app.md

@@ -98,11 +98,11 @@ To enable SSO with JWT when self-hosting, you'll need to [activate your license]
 
 ## Enable embedding in Metabase
 
-From any Metabase page, click on the **gear** icon in the upper right and select **Admin Settings** > **Settings** > **Embedding**.
+From any Metabase page, click on the **gear** icon in the upper right and select **Admin Settings** > **Embedding**.
 
 Turn on:
 
-- Embedded analytics SDK
+- Embedded analytics SDK (it's in in the **Modular** section)
 - Static embedding
 
 Otherwise, this whole thing is hopeless.

docs/embedding/sdk/quickstart.md

@@ -36,11 +36,11 @@ To embed a dashboard in your app using the SDK, you'll need to:
 
 ## 1. Enable the SDK in Metabase
 
-In Metabase, click on the gear icon in the upper right and navigate to **Admin Settings > Settings > Embedding** and enable the Embedded analytics SDK.
+In Metabase, click on the gear icon in the upper right and navigate to **Admin Settings > Embedding > Modular** and enable the **SDK for React**.
 
 ## 2. Create an API key in Metabase
 
-Still in the Admin's Settings tab, navigate to the **Authentication** section in the sidebar and click on the **API keys** tab. [Create a new API key](../../people-and-groups/api-keys.md).
+Still in the Admin console, go to **Settings > Authentication** and click on the **API keys** tab. [Create a new API key](../../people-and-groups/api-keys.md).
 
 - Key name: "Embedded analytics SDK" (just to make the key easy to identify).
 - Group: select “Admin” (since this is only for local testing).

docs/embedding/sdk/version.md

@@ -30,8 +30,7 @@ Metabase Cloud upgrades your instance automatically as new versions roll out. Bu
 
 To manually pin your version of Metabase:
 
-1. Go to **Admin settings > Settings > Embedding**.
-2. Go to the Embedded analytics SDK card.
-3. Scroll to **Version pinning** and click **Request version pinning**.
+1. Go to **Admin > Embedding > Modular**.
+2. Scroll to **Version pinning** and click **Request version pinning**.
 
 This will open a mailto link to our support team.

docs/embedding/start.md

@@ -10,25 +10,13 @@ redirect_from:
 
 What is embedding, and how does it work?
 
-## [Interactive embedding](./interactive-embedding.md)
-
-The solution to self-service customer analytics: embed the full Metabase app in your app. Interactive embedding integrates with your data permissions to let people slice and dice data on their own using Metabase's query builder.
-
-## [Interactive embedding quickstart](./interactive-embedding-quick-start-guide.md)
-
-You'll embed the full Metabase application in your app. Once logged in, people can view a Metabase dashboard in your web app, and be able to use the full Metabase application to explore their data, and only their data.
-
-## [Interactive UI components](./interactive-ui-components.md)
-
-Customize the UI components in your interactive embed by adding parameters to the embedding URL.
-
 ## [Embedded analytics SDK](./sdk/introduction.md)
 
 With the Embedded analytics SDK, you can embed individual Metabase components with React (like standalone charts, dashboards, the query builder, and more). You can manage access and interactivity per component, and you have advanced customization for seamless styling.
 
 ## [Embedded analytics JS](./embedded-analytics-js.md)
 
-Embed dashboards, questions, or the query builder in your app with JavaScript (no React required). Built on the Embedded analytics SDK with per-component controls and theming.
+Embed dashboards, questions, or the query builder in your app with JavaScript (no React required). Built on the Embedded analytics SDK with per-component controls and theming. Integrate your app's auth with Metabase SSO.
 
 ## [Embedded analytics SDK quickstart](./sdk/quickstart.md)
 
@@ -42,6 +30,18 @@ Also known as Signed Embedding, Static embedding is a secure way to embed charts
 
 You can pass parameters between Metabase and your website via the embedding URL to specify how Metabase items should look and behave inside the iframe on your website.
 
+## [Interactive embedding](./interactive-embedding.md)
+
+Interactive embedding allows you to embed full Metabase app in an iframe. Interactive embedding integrates with your data permissions to let people slice and dice data on their own using Metabase's query builder.
+
+## [Interactive embedding quickstart](./interactive-embedding-quick-start-guide.md)
+
+You'll embed the full Metabase application in your app. Once logged in, people can view a Metabase dashboard in your web app, and be able to use the full Metabase application to explore their data, and only their data.
+
+## [Interactive UI components](./interactive-ui-components.md)
+
+Customize the UI components in your interactive embed by adding parameters to the embedding URL.
+
 ## [Public embeds](./public-links.md)
 
 Admins can also create unsecured public links or embeds of questions and dashboards.

docs/embedding/static-embedding.md

@@ -12,7 +12,7 @@ Also known as: standalone embedding, or signed embedding.
 
 In general, embedding works by displaying a Metabase URL inside an iframe in your website. A **static embed** (or signed embed) is an iframe that's loading a Metabase URL secured with a signed JSON Web Token (JWT). Metabase will only load the URL if the request supplies a JWT signed with the secret shared between your app and your Metabase. The JWT also includes a reference to the resource to load, e.g., the dashboard ID, and any values for locked parameters.
 
-You can't use static embeds with [row and column security](../permissions/row-and-column-security.md), [drill-through](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through), and user-specific data isn't captured in [usage analytics](../usage-and-performance-tools/usage-analytics.md) because signed JWTs don't create user sessions (server-side sessions). For those features, check out [interactive embedding](./interactive-embedding.md).
+You can't use static embeds with [row and column security](../permissions/row-and-column-security.md), [drill-through](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through), and user-specific data isn't captured in [usage analytics](../usage-and-performance-tools/usage-analytics.md) because signed JWTs don't create user sessions (server-side sessions). For those features, check out [Embedded analytics JS](./embedded-analytics-js.md).
 
 You can, however, restrict data in static embeds for specific people or groups by [locking parameters](./static-embedding-parameters.md#restricting-data-in-a-static-embed-with-locked-parameters).
 
@@ -34,12 +34,12 @@ your_metabase_embedding_url/your_signed_jwt?filter=true
 
 The signed JWT is generated using your [Metabase secret key](#regenerating-the-static-embedding-secret-key). The secret key tells Metabase that the request for filtered data can be trusted, so it's safe to display the results at the new embedding URL. Note that this secret key is shared for all static embeds, so whoever has access to that key will have access to all embedded artifacts.
 
-If you want to embed charts with additional interactive features, like [drill-down](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through) and [self-service querying](../questions/query-builder/editor.md), see [Interactive embedding](./interactive-embedding.md).
+If you want to embed charts with additional interactive features, like [drill-down](https://www.metabase.com/learn/metabase-basics/querying-and-dashboards/questions/drill-through) and [self-service querying](../questions/query-builder/editor.md), see [Embedded analytics JS](./embedded-analytics-js.md).
 
 ## Turning on the embedding feature in Metabase
 
-1. Go to **Settings** > **Admin settings** > **Embedding**.
-2. Toggle the **Enable embedding**.
+1. Go to **Settings** > **Admin settings** > **Embedding > Static**.
+2. Toggle **Enable static embedding**.
 
 ## Making a question or dashboard embeddable
 
@@ -127,7 +127,7 @@ If you change the [parameters](./static-embedding-parameters.md) of your embedde
 
 ## Disabling embedding for a question or dashboard
 
-You can find a list of all static embeds of questions and dashboards from **Admin settings** > **Embedding** > **Static embedding** > **Manage**.
+You can find a list of all static embeds of questions and dashboards from **Admin settings** > **Embedding** > **Static**.
 
 1. Visit the embeddable question or dashboard.
 2. Click on the **sharing icon** (square with an arrow pointing to the top right).
@@ -164,9 +164,8 @@ The banner appears on static embeds created with Metabase's open-source version.
 
 Your embedding secret key is used to sign JWTs for all of your [embedding URLs](#adding-the-embedding-url-to-your-website).
 
-1. Go to **Settings** > **Admin settings** > **Embedding**.
-2. On the **Static embedding** card, click on **Manage**.
-3. Under **Regenerate secret key**, click **Regenerate key**.
+1. Go to **Admin** > **Embedding** > **Static embedding**.
+2. Under **Regenerate secret key**, click **Regenerate key**.
 
 This key is shared across all static embeds. Whoever has access to this key could get access to all embedded artifacts, so keep this key secure. If you regenerate this key, you'll need to update your server code with the new key.
 

docs/embedding/translations.md

@@ -7,7 +7,7 @@ summary: Upload a translation dictionary to translate questions and dashboards i
 
 {% include plans-blockquote.html feature="Translation of embedded content" convert_pro_link_to_embbedding=true %}
 
-For now, translations are only available for [static embeds](./static-embedding.md), not Interactive embedding or the Embedded analytics SDK.
+For now, translations are only available for [static embeds](./static-embedding.md), not Interactive embedding or the Embedded analytics JS/SDK.
 
 You can upload a translation dictionary to translate strings both in Metabase content (like dashboard titles) and in the data itself (like column names and values).
 
@@ -21,6 +21,11 @@ The dictionary must be a CSV with these columns:
 
 > Don't put any sensitive data in the dictionary, since anyone can see the dictionary—including viewers of public links.
 
+To add a translation dictionary:
+
+1. Go to **Admin > Embedding > Static**.
+2. Under **Translate embedded dashboards and question**, click **Upload translation dictionary**.
+
 Uploading a new dictionary will replace the existing dictionary.
 
 To remove a translation dictionary, upload a blank dictionary.
@@ -64,9 +69,9 @@ Exact translations also apply to strings that use punctuation and special charac
 
 Translations are case-insensitive. For example, if your translation dictionary has a translation:
 
-| Language | String      | Translation  |
-| -------- | ----------- | ------------ |
-| pt-BR    | Examples    | Exemplos     |
+| Language | String   | Translation |
+| -------- | -------- | ----------- |
+| pt-BR    | Examples | Exemplos    |
 
 `Examples`, `examples`, `EXAMPLES` would all be translated as `Exemplos`. That is, Metabase won't preserve the original case; it will output the exact translation string in the dictionary.
 

docs/exploration-and-organization/exploration.md

@@ -25,7 +25,7 @@ You can use the command palette to:
 
 So anytime you want to do or find anything in Metabase, just hit `cmd/ctrl + k` and start typing what you want to do.
 
-> The command palette is currently unavailable in [interactive embedding](../embedding/interactive-embedding.md) contexts.
+> The command palette is currently unavailable in [Embedded analytics JS](../embedding/embedded-analytics-js.md) and [interactive embedding](../embedding/interactive-embedding.md) contexts.
 
 ## Advanced search
 

docs/installation-and-operation/serialization.md

@@ -50,6 +50,8 @@ Metabase will only export the following entities:
 - Collections (but personal collections don't get exported unless explicitly specified them through [export options](#customize-what-gets-exported))
 - Dashboards
 - Saved questions
+- Transforms (including jobs)
+- Documents (without comments)
 - Actions
 - Models
 - Metrics
@@ -61,7 +63,7 @@ Metabase will only export the following entities:
 - Events and timelines
 - Database connection strings (only if specified through [export options](#customize-what-gets-exported))
 
-All other entities—including users, groups, permissions, alerts, subscriptions—won't get exported.
+All other entities—including users, groups, permissions, alerts, subscriptions, document comments—won't get exported.
 
 Metabase will export its artifacts to a directory of YAML files. The export includes:
 
@@ -296,7 +298,7 @@ This ID refers to the collection where the question was saved. In a real export,
 
 ### Entity IDs work with embedding
 
-Metabase supports working with [Entity IDs](#metabase-uses-entity-ids-to-identify-and-reference-metabase-items) for questions, dashboards, and collections in [Static Embedding](../embedding/static-embedding.md), [Interactive embedding](../embedding/interactive-embedding.md), and the [Embedded Analytics SDK](../embedding/sdk/introduction.md).
+Metabase supports working with [Entity IDs](#metabase-uses-entity-ids-to-identify-and-reference-metabase-items) for questions, dashboards, and collections in [Static Embedding](../embedding/static-embedding.md), [Embedded analytics JS](../embedding/embedded-analytics-js.md), [Interactive embedding](../embedding/interactive-embedding.md), and the [Embedded analytics SDK](../embedding/sdk/introduction.md).
 
 A high-level workflow for using Entity IDs when embedding Metabase in your app would look something like:
 

docs/permissions/row-and-column-security.md

@@ -1,5 +1,6 @@
 ---
 title: Row and column security
+summary: Control what data different groups can see by filtering rows and columns based on user attributes. Useful for multi-tenant analytics.
 redirect_from:
   - /docs/latest/enterprise-guide/data-sandboxes
   - /docs/latest/permissions/data-sandboxes
@@ -46,10 +47,10 @@ Row and column security show specific data to each person based on their [user a
 
 You can **restrict rows** by filtering a column using a [user attribute value](#choosing-user-attributes-for-row-and-column-security).
 
-For example, you can filter the Accounts table for a group so that:
+For example, you can filter the Accounts table for a group so that the user attribute filters the table:
 
-- A person with the user attribute value "Basic" will see rows where `Plan = "Basic"` (rows where the Plan column matches the value "Basic").
-- A person with the user attribute value "Premium" will see the rows where `Plan = "Premium"` (rows where the Plan column matches the value "Premium").
+- "Basic" will see rows where `Plan = "Basic"` (rows where the Plan column matches the value "Basic").
+- "Premium" will see the rows where `Plan = "Premium"` (rows where the Plan column matches the value "Premium").
 
 ### Custom row and column security: use a SQL question to create a custom "view" of a table
 
@@ -57,7 +58,7 @@ To **restrict rows _and_ columns**, you can use a SQL question to filter the tab
 
 For example, say your original Accounts table includes the columns: `ID`, `Email`, `Plan`, and `Created At`. If you want to hide the Email column, you can create a "Restricted Accounts" SQL question with the columns: `ID`, `Plan`, and `Created At`.
 
-You can use a question to filter tables to:
+You can use a question to:
 
 - [Display an edited column instead of hiding the column](#displaying-edited-columns).
 - [Pass a user attribute to a SQL parameter](#restricting-rows-with-user-attributes-using-a-sql-variable).
@@ -69,10 +70,10 @@ You can use a question to filter tables to:
 
 Row security displays a filtered table, in place of an original table, to a specific group. How Metabase filters that table depends on the value in each person's user attribute.
 
-For example, you can set up a row-level security so that:
+For example, you can set up a row-level security so that the user attribute `plan` shows different rows for different values:
 
-- Someone with the user attribute with key of "plan" and a value of "Basic" will see a version of the Accounts table with a filter for `Plan = "Basic"` (that is, only the rows where the Plan column matches the value "Basic").
-- Someone with a "plan" user attribute set to "Premium" will see a different version of the Accounts table with the filter `Plan = "Premium"` applied.
+- "Basic" will see a version of the Accounts table with a filter for `Plan = "Basic"` (that is, only the rows where the Plan column matches the value "Basic").
+- "Premium" will see a different version of the Accounts table with the filter `Plan = "Premium"` applied.
 
 ## Choosing user attributes for row and column security
 
@@ -179,7 +180,7 @@ In steps 9-10 of the [row restriction setup](#restricting-rows-with-user-attribu
 WHERE plan = "Basic"
 ```
 
-Note that the parameters must be required for SQL questions used to create a custom views. E.g., you cannot use an optional parameter; the following won't work:
+Note that the parameters must be required for SQL questions used to create custom views. For example, you can't use an optional parameter; the following won't work:
 
 ```sql
 {%raw%}
@@ -189,6 +190,42 @@ Note that the parameters must be required for SQL questions used to create a cus
 
 Learn more about [SQL parameters](../questions/native-editor/sql-parameters.md)
 
+### Advanced row-level security: filtering tables for people that have multiple IDs
+
+For example, say have a table like this:
+
+| User_ID | Value |
+|---------|-------|
+| 1       | 10    |
+| 1       | 50    |
+| 2       | 5     |
+| 2       | 50    |
+| 3       | 5     |
+| 3       | 5     |
+
+If you want to give someone access to multiple user IDs (e.g., the person should see rows for both `User_ID` 1 and 2.), you can set up a user attribute, like `user_id` that can handle comma-separated values like "1,2". 
+
+1. Create a SQL question that parses the comma-separated string and filters the table:
+
+```sql
+{%raw%}
+SELECT *
+FROM users_with_values
+WHERE user_id = ANY(STRING_TO_ARRAY(REGEXP_REPLACE(TRIM({{user_id}}), '\\s*,\\s*', ','), ','))
+{% endraw %}
+```
+
+This query:
+
+- Trims whitespace from the user attribute value
+- Replaces any spaces around commas with just commas
+- Converts the comma-separated string to an array
+- Filters rows where the user_id matches any value in the array
+
+The `STRING_TO_ARRAY()` and `REGEXP_REPLACE()` functions are PostgreSQL-specific. To see which functions your database supports, see your database's documentation.
+
+3. Set up the row and column security using this SQL question. See [setting up column security](#setting-up-column-security).
+
 ## Preventing row and column security permissions conflicts
 
 Some Metabase permissions can conflict with row and column security to give more permissive or more restrictive data access than you intended.
@@ -199,7 +236,7 @@ The Email column may get exposed to someone if:
 
 - The person belongs to [multiple row and column security policies](#multiple-row-and-column-security-permissions).
 - Someone else in a non-secured group shares the Email column from:
-  - A [SQL question](../questions/native-editor/writing-sql.md).
+  - A [SQL question](../questions/native-editor/writing-sql.md)
   - A [public link](#public-sharing)
   - An [alert, or dashboard subscription](../permissions/notifications.md)
 
@@ -243,12 +280,13 @@ To prevent this from happening, you'll have to [disable public sharing](../embed
 
 Metabase can only create row and column security using the group membership or user attributes of people who are logged in. Since public links don't require logins, Metabase won't have enough info to apply permissions.
 
-## Limitations
+## Limitations of row and column security
 
-Row and column security is limited to questions built with the [query builder](../questions/query-builder/editor.md).
+Some things to keep in mind when using row and column security.
 
 ### Groups with native query permissions (access to the SQL editor) can bypass row and column security
 
+Row and column security is limited to the [query builder](../questions/query-builder/editor.md).
 You can't set up [native query persmissons](./data.md#create-queries-permissions) for groups with row and column security.
 
 To enforce row-level permissions with the native query editor, check out [impersonation](./impersonation.md).
@@ -263,6 +301,22 @@ Since Metabase can't parse SQL queries, the results of SQL questions will always
 
 MongoDB only supports [row-level security](#row-level-security-filter-by-a-column-in-the-table). Row and column security permissions are unavailable for Apache Druid.
 
+### Advanced data types require a workaround
+
+If you're trying to set up row security on a column with an advanced data type (like enums or arrays), you'll need to convert that data to a basic type first. Options include:
+
+#### Option 1: Use SQL to cast the advanced data type to a basic SQL type
+
+Create a SQL question that casts the advanced data type column to a basic data type, then use that question for your row and column security setup.
+
+#### Option 2: Create a database view
+
+If you can't use SQL casting in Metabase, create a view in your database that converts the advanced data type to a basic type, then set up row and column security on that view instead of the original table. You'll also need to block the original table.
+
+#### Option 3: Use transforms 
+
+ Use a [transform](../data-modeling/transforms.md) to create a table that casts the advanced data type to a basic type. Then set up row and column security on the transformed table instead. You'll also need to block the original table.
+
 ## Further reading
 
 - [Row and column security examples](./row-and-column-security-examples.md)

docs/questions/visualizations/map.md

@@ -21,7 +21,7 @@ When you select the **Map** visualization setting, Metabase will automatically t
 
 ## Pin map
 
-Pin maps display pins for individual data points on the map. They work best for displaying unaggregated geographical data.
+Pin maps display markers or tiles for individual data points on the map. They work best for displaying small amounts of unaggregated geographical data.
 
 ### Pin map data shape
 
@@ -30,7 +30,7 @@ To build a pin map, you need a query that returns a result that has latitude and
 ![Pin map data shape](../images/pin-data-shape.png)
 ![Pin map with a tooltip](../images/pin-map-with-tooltip.png)
 
-Note that the tooltips will only be displayed when the map is sufficiently zoomed in using [**Draw box to filter**](#draw-box-to-filter).
+Note that the tooltips will only be displayed when using the [marker pin type](#choose-pin-type).
 
 ### Create a pin map
 
@@ -42,9 +42,22 @@ To create a pin map:
 
    Otherwise, click on the **Gear** icon to go to visualization settings, choose **Map type: Pin map**, and pick columns that contain latitude and longitude coordinates.
 
-### Pin maps display 2000 pins by default
+### Choose pin type
 
-By default, pin maps will display 2000 pins even if there are more rows in your query results (this limit is the same for every chart displaying unaggregated data in Metabase). You can use the environment variable [`MB_UNAGGREGATED_QUERY_ROW_LIMIT`](../../configuring-metabase/environment-variables.md#mb_unaggregated_query_row_limit) to increase the number of data points rendered on charts based on unaggregated queries, but keep in mind that this setting will affect all charts—not just the pin maps—and it might significantly slow down your Metabase and your browser.
+Metabase can display individual data points on a map as markers or tiles (small squares).
+
+![Pin types](../images/pin-type.png)
+
+Maps default to markers for results fewer then 1,000 rows, and to tiles for results with 1,000 rows or more.
+
+To change the pin type:
+
+1. While viewing the map, click the **gear** icon in the bottom left.
+2. In the visualization settings, choose the pin type in the **Pin type** dropdown.
+   - **Markers**. Maps display up to 1,000 markers. If you choose the marker pin type for results with more than 1,000 rows, Metabase will still only display 1,000 markers. Maps default to markers for results fewer then 1,000 rows.
+   - **Tiles**. Maps display up to 2,000 tiles. Maps default to tiles for results greater than 1,000 rows. Tooltips will not be displayed for tiles.
+
+By default, maps can't display more than 2,000 individual unaggregated data points, regardless of the pin type. This limit is the same for every chart displaying unaggregated data in Metabase. To increase the number of data points rendered on charts based on unaggregated queries, you can use the environment variable [`MB_UNAGGREGATED_QUERY_ROW_LIMIT`](../../configuring-metabase/environment-variables.md#mb_unaggregated_query_row_limit). This setting will affect data points on _all_ charts—not just the pin maps—so increasing the limit too much could significantly slow down your Metabase and your browswer.
 
 If you need to display a large number of geographical data points, consider using a grid map to display the distribution instead.
 

e2e/runner/embedding-sdk/sample-apps/constants/sample-app-setup-configs.js

@@ -23,8 +23,8 @@ if (!BASE_ENV.PREMIUM_EMBEDDING_TOKEN) {
 }
 
 const BASE_SETUP_CONFIG = {
-  "docker-up-command": "yarn docker:up",
-  "docker-down-command": "yarn docker:down",
+  "docker-up-command": "yarn docker:local-dist:up",
+  "docker-down-command": "yarn docker:rm",
   "docker-env-example-path": ".env.docker.example",
   "docker-env-path": ".env.docker",
   defaultBranch: BRANCH_NAME,

e2e/runner/embedding-sdk/sample-apps/helpers/copy-shoppy-metabase-app-db-dump.ts

@@ -3,7 +3,7 @@ import * as path from "path";
 
 import { E2E_TMP_FOLDER_PATH } from "../constants/e2e-tmp-folder-path";
 
-const LOCAL_DIST_PATH = "./local-dist";
+const METABASE_FOLDER_PATH = "./metabase";
 
 // See `docs/developers-guide/e2e-tests.md` for more info
 export function copyShoppyMetabaseAppDBDump(rootPath: string) {
@@ -12,11 +12,11 @@ export function copyShoppyMetabaseAppDBDump(rootPath: string) {
     "db_dumps/shoppy_metabase_app_db_dump.sql",
   );
 
-  // The dump must be copied to the Shoppy's `local-dist` directory.
+  // The dump must be copied to the Shoppy's `metabase` directory.
   // After that it will be used by the Shoppy's Docker container when it is built and started.
   const destinationPath = path.join(
     rootPath,
-    LOCAL_DIST_PATH,
+    METABASE_FOLDER_PATH,
     "metabase_dump.sql",
   );
 

e2e/support/helpers/e2e-embedding-iframe-sdk-helpers.ts

@@ -24,6 +24,7 @@ export interface BaseEmbedTestPageOptions {
     instanceUrl?: string;
     apiKey?: string;
     useExistingUserSession?: boolean;
+    fetchRequestToken?: () => Promise<{ jwt: string }>;
     theme?: MetabaseTheme;
     preferredAuthMethod?: "jwt" | "saml";
     locale?: string;
@@ -39,7 +40,7 @@ export interface BaseEmbedTestPageOptions {
     afterEmbed?: string;
   };
 
-  onVisitPage?(): void;
+  onVisitPage?(win: Cypress.AUTWindow): void;
 }
 
 export interface MetabaseElement {
@@ -267,14 +268,7 @@ export const getNewEmbedConfigurationScript = ({
   useExistingUserSession,
   preferredAuthMethod,
   locale,
-}: {
-  instanceUrl?: string;
-  theme?: MetabaseTheme;
-  apiKey?: string;
-  useExistingUserSession?: boolean;
-  preferredAuthMethod?: "jwt" | "saml";
-  locale?: string;
-} = {}) => {
+}: BaseEmbedTestPageOptions["metabaseConfig"] = {}) => {
   const config = {
     instanceUrl,
     apiKey,

e2e/support/helpers/e2e-transform-helpers.ts

@@ -0,0 +1,37 @@
+import type {
+  ListTransformRunsResponse,
+  TransformId,
+  TransformRun,
+} from "metabase-types/api";
+
+export function visitTransform(transformId: TransformId) {
+  cy.visit(`/admin/transforms/${transformId}`);
+}
+
+const WAIT_TIMEOUT = 10000;
+const WAIT_INTERVAL = 100;
+
+export function waitForTransformRuns(
+  filter: (runs: TransformRun[]) => boolean,
+  timeout = WAIT_TIMEOUT,
+): Cypress.Chainable {
+  return cy
+    .request<ListTransformRunsResponse>("GET", "/api/ee/transform/run")
+    .then((response) => {
+      if (filter(response.body.data)) {
+        return cy.wrap(response);
+      } else if (timeout > 0) {
+        cy.wait(WAIT_INTERVAL);
+        return waitForTransformRuns(filter, timeout - WAIT_INTERVAL);
+      } else {
+        throw new Error("Run retry timeout");
+      }
+    });
+}
+
+export function waitForSucceededTransformRuns() {
+  waitForTransformRuns(
+    (runs) =>
+      runs.length > 0 && runs.every((run) => run.status === "succeeded"),
+  );
+}

e2e/support/helpers/embedding-sdk-testing/embedding-sdk-helpers.ts

@@ -11,7 +11,29 @@ import {
 } from "e2e/support/helpers";
 import { enableJwtAuth } from "e2e/support/helpers/e2e-jwt-helpers";
 
-export const mockAuthProviderAndJwtSignIn = (user = USERS.admin) => {
+export const getSignedJwtForUser = async ({
+  user = USERS.admin,
+  expiredInSeconds = 60 * 10, // 10 minutes expiration,
+}: {
+  user?: { email: string; first_name: string; last_name: string };
+  expiredInSeconds?: number;
+}) => {
+  const secret = new TextEncoder().encode(JWT_SHARED_SECRET);
+
+  return new jose.SignJWT({
+    email: user.email,
+    first_name: user.first_name,
+    last_name: user.last_name,
+    exp: Math.round(Date.now() / 1000) + expiredInSeconds,
+  })
+    .setProtectedHeader({ alg: "HS256" })
+    .sign(secret);
+};
+
+export const mockAuthProviderAndJwtSignIn = (
+  user = USERS.admin,
+  { jwt }: { jwt?: string } = {},
+) => {
   cy.intercept("GET", `${AUTH_PROVIDER_URL}**`, async (req) => {
     try {
       const url = new URL(req.url);
@@ -26,15 +48,7 @@ export const mockAuthProviderAndJwtSignIn = (user = USERS.admin) => {
         return;
       }
 
-      const secret = new TextEncoder().encode(JWT_SHARED_SECRET);
-      const jwt = await new jose.SignJWT({
-        email: user.email,
-        first_name: user.first_name,
-        last_name: user.last_name,
-        exp: Math.round(Date.now() / 1000) + 60 * 10, // 10 minutes expiration
-      })
-        .setProtectedHeader({ alg: "HS256" })
-        .sign(secret);
+      jwt = jwt || (await getSignedJwtForUser({ user }));
 
       req.reply({
         statusCode: 200,

e2e/support/helpers/index.ts

@@ -47,6 +47,7 @@ export * from "./e2e-slack-helpers";
 export * from "./e2e-snowplow-helpers";
 export * from "./e2e-table-metadata-helpers";
 export * from "./e2e-token-helpers";
+export * from "./e2e-transform-helpers";
 export * from "./e2e-ui-elements-helpers";
 export * from "./e2e-ui-elements-overflow-helpers";
 export * from "./e2e-upload-helpers";

e2e/test-component/scenarios/embedding-sdk/dashboard-click-behavior.cy.spec.tsx

@@ -1,6 +1,7 @@
 import {
   EditableDashboard,
   InteractiveDashboard,
+  InteractiveQuestion,
 } from "@metabase/embedding-sdk-react";
 
 const { H } = cy;
@@ -26,6 +27,30 @@ describe("scenarios > embedding-sdk > dashboard-click-behavior", () => {
       semantic_type: "type/URL",
     });
 
+    // Create a question with custom column that returns a url as a string
+    H.createQuestion({
+      name: "Orders with URL Expression",
+      query: {
+        "source-table": ORDERS_ID,
+        expressions: {
+          // NOTE: this is a question, so it won't have semantic_type set as url, we'll need a model for that
+          url_column: [
+            "concat",
+            "https://example.org/",
+            ["field", ORDERS.ID, { "base-type": "type/BigInteger" }],
+          ],
+        },
+        fields: [
+          ["field", ORDERS.ID, { "base-type": "type/BigInteger" }],
+          ["expression", "url_column", { "base-type": "type/Text" }],
+          ["field", ORDERS.PRODUCT_ID, null],
+        ],
+        limit: 5,
+      },
+    }).then(({ body: question }) => {
+      cy.wrap(question.id).as("questionId");
+    });
+
     H.createDashboardWithQuestions({
       dashboardName: "Orders in a dashboard",
       questions: [
@@ -60,7 +85,7 @@ describe("scenarios > embedding-sdk > dashboard-click-behavior", () => {
       ],
       cards: [
         {
-          size_x: 12,
+          size_x: 24,
           col: 0,
           visualization_settings: {
             column_settings: {
@@ -77,7 +102,7 @@ describe("scenarios > embedding-sdk > dashboard-click-behavior", () => {
         },
         {
           size_x: 12,
-          col: 12,
+          col: 0,
           visualization_settings: {
             click_behavior: {
               type: "link",
@@ -193,4 +218,123 @@ describe("scenarios > embedding-sdk > dashboard-click-behavior", () => {
       cy.findByTestId("visualization-root").should("be.visible");
     });
   });
+
+  it("columns that return a string url should be rendered as a link", () => {
+    cy.get<string>("@questionId").then((questionId) => {
+      mountSdkContent(<InteractiveQuestion questionId={questionId} />);
+    });
+
+    cy.intercept("GET", "/api/card/*").as("getCard");
+    cy.wait("@getCard");
+
+    cy.findByRole("link", { name: "https://example.org/448" })
+      .should("have.length", 1)
+      .should("have.attr", "href", "https://example.org/448");
+  });
+
+  it("columns that have 'type/URL' semantic type should be rendered as a link", () => {
+    cy.signIn("admin");
+
+    cy.get<string>("@questionId").then((questionId) => {
+      // Convert question to model
+      cy.request("GET", `/api/card/${questionId}`)
+        .then((response) => {
+          const questionData = response.body;
+          return cy.request("PUT", `/api/card/${questionId}`, {
+            ...questionData,
+            type: "model",
+          });
+        })
+        .then(() => {
+          // re-fetch it as model
+          return cy.request("GET", `/api/card/${questionId}`);
+        })
+        .then((modelResponse) => {
+          // Update model column semantic type for url_column to type/URL
+
+          const modelData = modelResponse.body;
+          const updatedMetadata = modelData.result_metadata.map((col: any) => {
+            if (col.name === "url_column") {
+              return { ...col, semantic_type: "type/URL" };
+            }
+            return col;
+          });
+
+          return cy.request("PUT", `/api/card/${questionId}`, {
+            ...modelData,
+            result_metadata: updatedMetadata,
+          });
+        })
+        .then(() => {
+          // Create dashboard with the model
+          H.createDashboardWithQuestions({
+            dashboardName: "URL Dashboard",
+            questions: [
+              {
+                name: "Orders with URLs",
+                query: {
+                  "source-table": `card__${questionId}`,
+                  limit: 5,
+                },
+              },
+            ],
+          }).then(({ dashboard }) => {
+            mountSdkContent(
+              <InteractiveDashboard dashboardId={dashboard.id} />,
+            );
+
+            getSdkRoot().within(() => {
+              H.getDashboardCard(0)
+                .findByRole("link", {
+                  name: "https://example.org/448",
+                })
+                .should("have.attr", "href", "https://example.org/448");
+            });
+          });
+        });
+    });
+  });
+
+  it("columns that have 'Display as Link' should be rendered as a link and use the custom rendering", () => {
+    cy.signIn("admin");
+    cy.intercept("GET", "/api/card/*").as("getCard");
+
+    cy.get<string>("@questionId").then((questionId) => {
+      H.createDashboardWithQuestions({
+        dashboardName: "URL Dashboard",
+        questions: [
+          {
+            name: "Orders with URLs",
+            query: {
+              "source-table": `card__${questionId}`,
+              limit: 5,
+            },
+          },
+        ],
+        cards: [
+          {
+            visualization_settings: {
+              column_settings: {
+                [JSON.stringify(["name", "ID"])]: {
+                  view_as: "link",
+                  link_text: "Link to {{ID}}",
+                  link_url: "https://example.org/{{ID}}",
+                },
+              },
+            },
+          },
+        ],
+      }).then(({ dashboard }) => {
+        mountSdkContent(<EditableDashboard dashboardId={dashboard.id} />);
+
+        getSdkRoot().within(() => {
+          H.getDashboardCard(0)
+            .findByRole("link", {
+              name: "Link to 448",
+            })
+            .should("have.attr", "href", "https://example.org/448");
+        });
+      });
+    });
+  });
 });

e2e/test-component/scenarios/embedding-sdk/interactive-question.cy.spec.tsx

@@ -0,0 +1,50 @@
+const { H } = cy;
+import { InteractiveQuestion } from "@metabase/embedding-sdk-react";
+
+import { getSdkRoot } from "e2e/support/helpers/e2e-embedding-sdk-helpers";
+import { mountSdkContent } from "e2e/support/helpers/embedding-sdk-component-testing/component-embedding-sdk-helpers";
+import { signInAsAdminAndEnableEmbeddingSdk } from "e2e/support/helpers/embedding-sdk-testing";
+import { mockAuthProviderAndJwtSignIn } from "e2e/support/helpers/embedding-sdk-testing/embedding-sdk-helpers";
+
+describe("scenarios > embedding-sdk > interactive-question", () => {
+  beforeEach(() => {
+    signInAsAdminAndEnableEmbeddingSdk();
+
+    H.createNativeQuestion(
+      {
+        name: "SQL Orders",
+        native: { query: "select * from ORDERS limit 5" },
+      },
+      {
+        wrapId: true,
+        idAlias: "sqlQuestionId",
+      },
+    );
+    cy.signOut();
+
+    mockAuthProviderAndJwtSignIn();
+  });
+
+  it("should be able to drill SQL question (EMB-273)", () => {
+    cy.get("@sqlQuestionId").then((sqlQuestionId) => {
+      mountSdkContent(
+        <InteractiveQuestion questionId={sqlQuestionId} withParameters />,
+      );
+    });
+
+    getSdkRoot().within(() => {
+      cy.findByText("SQL Orders").should("be.visible");
+      H.assertTableRowsCount(5);
+
+      // Drill down to "See these Orders"
+      cy.get("[data-dataset-index=0] > [data-column-id='PRODUCT_ID']")
+        .should("have.text", "14")
+        .click();
+      H.popover().within(() => {
+        cy.findByText("Filter by this value").should("be.visible");
+        cy.button(">").click();
+      });
+      H.assertTableRowsCount(4);
+    });
+  });
+});

e2e/test-component/scenarios/embedding-sdk/metabot-question.cy.spec.tsx

@@ -171,4 +171,101 @@ describe("scenarios > embedding-sdk > metabot-question", () => {
       });
     });
   });
+
+  it("should show suggestion buttons when no messages exist", () => {
+    setup(metabotResponse);
+    mockSuggestedPrompts();
+
+    mountSdkContent(<MetabotQuestion />);
+
+    getSdkRoot().within(() => {
+      // Verify suggestion buttons are visible
+      cy.findAllByTestId("metabot-suggestion-button", { timeout: 10_000 })
+        .should("have.length", 3)
+        .should("be.visible");
+
+      // Verify suggestion texts are shown in order
+      cy.findAllByTestId("metabot-suggestion-button")
+        .eq(0)
+        .should("contain.text", "Show me total sales by product");
+
+      cy.findAllByTestId("metabot-suggestion-button")
+        .eq(1)
+        .should("contain.text", "What are the top performing products?");
+
+      cy.findAllByTestId("metabot-suggestion-button")
+        .eq(2)
+        .should("contain.text", "How many orders were placed last month?");
+
+      // Clicking on a suggestion should remove the suggestion buttons and add the user's message
+      cy.findByText("Show me total sales by product").click();
+      cy.findAllByTestId("metabot-suggestion-button").should("not.exist");
+      cy.findAllByTestId("metabot-chat-message").should("have.length", 2);
+
+      cy.findAllByTestId("metabot-chat-message")
+        .first()
+        .should("contain.text", "Show me total sales by product");
+    });
+  });
+
+  it("should switch to stacked layout on small viewport", () => {
+    setup(metabotResponse);
+    mountSdkContent(<MetabotQuestion />);
+
+    getSdkRoot().within(() => {
+      // On desktop, use the sidebar layout
+      cy.findByTestId("metabot-question-container").should(
+        "have.attr",
+        "data-layout",
+        "sidebar",
+      );
+
+      // On mobile, use the stacked layout
+      cy.viewport(400, 600);
+      cy.findByTestId("metabot-overflow-button").should("be.visible");
+      cy.findByTestId("metabot-question-container").should(
+        "have.attr",
+        "data-layout",
+        "stacked",
+      );
+
+      // On desktop, use the sidebar layout
+      cy.viewport(1200, 800);
+      cy.findByTestId("metabot-overflow-button").should("not.be.visible");
+      cy.findByTestId("metabot-question-container").should(
+        "have.attr",
+        "data-layout",
+        "sidebar",
+      );
+    });
+  });
 });
+
+const mockSuggestedPrompts = () => {
+  cy.intercept(
+    "GET",
+    "/api/ee/metabot-v3/metabot/2/prompt-suggestions?limit=3&sample=true",
+    {
+      statusCode: 200,
+      body: {
+        prompts: [
+          {
+            id: 1,
+            prompt: "Show me total sales by product",
+          },
+          {
+            id: 2,
+            prompt: "What are the top performing products?",
+          },
+          {
+            id: 3,
+            prompt: "How many orders were placed last month?",
+          },
+        ],
+        limit: 3,
+        offset: 0,
+        total: 3,
+      },
+    },
+  ).as("suggestedPrompts");
+};

e2e/test-component/scenarios/embedding-sdk/requests.cy.spec.tsx

@@ -1,7 +1,20 @@
-import { CollectionBrowser } from "@metabase/embedding-sdk-react";
+import {
+  CollectionBrowser,
+  InteractiveQuestion,
+  MetabaseProvider,
+} from "@metabase/embedding-sdk-react";
 
-import { mountSdkContent } from "e2e/support/helpers/embedding-sdk-component-testing/component-embedding-sdk-helpers";
-import { signInAsAdminAndEnableEmbeddingSdk } from "e2e/support/helpers/embedding-sdk-testing";
+import { USERS } from "e2e/support/cypress_data";
+import { ORDERS_QUESTION_ID } from "e2e/support/cypress_sample_instance_data";
+import { getSdkRoot } from "e2e/support/helpers/e2e-embedding-sdk-helpers";
+import {
+  DEFAULT_SDK_AUTH_PROVIDER_CONFIG,
+  mountSdkContent,
+} from "e2e/support/helpers/embedding-sdk-component-testing/component-embedding-sdk-helpers";
+import {
+  getSignedJwtForUser,
+  signInAsAdminAndEnableEmbeddingSdk,
+} from "e2e/support/helpers/embedding-sdk-testing";
 import { mockAuthProviderAndJwtSignIn } from "e2e/support/helpers/embedding-sdk-testing/embedding-sdk-helpers";
 
 describe("scenarios > embedding-sdk > requests", () => {
@@ -23,5 +36,39 @@ describe("scenarios > embedding-sdk > requests", () => {
         expect(maxAgeHeader).to.equal("60");
       });
     });
+
+    it("properly performs session token refresh request when multiple data requests are triggered at the same time", () => {
+      const expiredInSeconds = 60;
+      cy.clock(Date.now());
+
+      cy.then(() => getSignedJwtForUser({ expiredInSeconds })).then((jwt) => {
+        mockAuthProviderAndJwtSignIn(USERS.admin, { jwt });
+      });
+
+      cy.mount(
+        <MetabaseProvider authConfig={DEFAULT_SDK_AUTH_PROVIDER_CONFIG}>
+          <InteractiveQuestion questionId={ORDERS_QUESTION_ID} />
+        </MetabaseProvider>,
+      );
+
+      getSdkRoot().within(() => {
+        cy.findByText("Orders").should("exist");
+
+        cy.findByText("Group").click();
+
+        cy.findByRole("dialog").should("be.visible");
+
+        cy.tick(1000 * (expiredInSeconds + 5));
+
+        cy.findByRole("dialog").contains(/^ID$/).click();
+        cy.findByRole("dialog").findByTestId("badge-remove-button").click();
+
+        cy.wait("@jwtProvider");
+
+        cy.intercept("POST", "/api/dataset").as("dataset");
+        // We ensure that both `dataset` requests are made after the token refresh request
+        cy.get("@dataset.all").should("have.length", 2);
+      });
+    });
   });
 });

e2e/test-component/scenarios/embedding-sdk/sdk-question-native.cy.spec.tsx

@@ -3,6 +3,7 @@ import { useState } from "react";
 
 import { SAMPLE_DATABASE } from "e2e/support/cypress_sample_database";
 import {
+  type NativeQuestionDetails,
   createNativeQuestion,
   tableInteractiveBody,
 } from "e2e/support/helpers";
@@ -15,122 +16,281 @@ import { signInAsAdminAndEnableEmbeddingSdk } from "e2e/support/helpers/embeddin
 import { mockAuthProviderAndJwtSignIn } from "e2e/support/helpers/embedding-sdk-testing/embedding-sdk-helpers";
 import { Box, Button } from "metabase/ui";
 import type { DatasetColumn } from "metabase-types/api";
+import { createMockParameter } from "metabase-types/api/mocks";
 
 const { ORDERS, ORDERS_ID } = SAMPLE_DATABASE;
 
-describe("scenarios > embedding-sdk > interactive-question > native", () => {
-  beforeEach(() => {
-    signInAsAdminAndEnableEmbeddingSdk();
+const setup = ({ question }: { question: NativeQuestionDetails }) => {
+  signInAsAdminAndEnableEmbeddingSdk();
 
-    createNativeQuestion(
-      {
-        native: {
-          query: "SELECT * FROM orders WHERE {{ID}}",
-          "template-tags": {
-            ID: {
-              id: "6b8b10ef-0104-1047-1e1b-2492d5954322",
-              name: "ID",
-              "display-name": "ID",
-              type: "dimension",
-              dimension: ["field", ORDERS.ID, null],
-              "widget-type": "category",
-              default: null,
+  createNativeQuestion(question, { wrapId: true });
+
+  cy.signOut();
+  mockAuthProviderAndJwtSignIn();
+};
+
+const ensureParameterColumnValue = ({
+  columnName,
+  columnValue,
+}: {
+  columnName: string;
+  columnValue: string;
+}) => {
+  tableInteractiveBody().within(() => {
+    cy.get(`[data-column-id="${columnName}"]`).each((cell) => {
+      cy.wrap(cell).should("have.text", columnValue);
+    });
+  });
+};
+
+describe("scenarios > embedding-sdk > interactive-question > native", () => {
+  describe("common", () => {
+    beforeEach(() => {
+      setup({
+        question: {
+          native: {
+            query: "SELECT * FROM orders WHERE {{ID}}",
+            "template-tags": {
+              ID: {
+                id: "6b8b10ef-0104-1047-1e1b-2492d5954322",
+                name: "ID",
+                "display-name": "ID",
+                type: "dimension",
+                dimension: ["field", ORDERS.ID, null],
+                "widget-type": "category",
+                default: null,
+              },
             },
           },
         },
-      },
-      { wrapId: true },
-    );
-
-    cy.signOut();
-    mockAuthProviderAndJwtSignIn();
-  });
-
-  it("supports passing sql parameters to native questions", () => {
-    mountInteractiveQuestion({ initialSqlParameters: { ID: ORDERS_ID } });
-
-    cy.wait("@cardQuery").then(({ response }) => {
-      const { body } = response ?? {};
-
-      const rows = tableInteractiveBody().findAllByRole("row");
-
-      // There should be one row in the table
-      rows.should("have.length", 1);
-
-      const idColumnIndex = body.data.cols.findIndex(
-        (column: DatasetColumn) => column.name === "ID",
-      );
-
-      // The first row should have the same ID column value as the initial SQL parameters
-      // eslint-disable-next-line no-unsafe-element-filtering
-      rows
-        .findAllByTestId("cell-data")
-        .eq(idColumnIndex)
-        .should("have.text", String(ORDERS_ID));
-    });
-  });
-
-  it("should not crash when switching from new question to native question (metabase#60160)", () => {
-    const TestComponent = ({
-      nativeQuestionId,
-    }: {
-      nativeQuestionId: string | number;
-    }) => {
-      const [questionId, setQuestionId] = useState<string | number>("new");
-
-      return (
-        <Box>
-          <InteractiveQuestion questionId={questionId} />
-
-          <Button onClick={() => setQuestionId(nativeQuestionId)}>
-            use native question
-          </Button>
-        </Box>
-      );
-    };
-
-    cy.get<string>("@questionId").then((nativeQuestionId) => {
-      mountSdkContent(<TestComponent nativeQuestionId={nativeQuestionId} />);
-
-      getSdkRoot().within(() => {
-        cy.findByText("Pick your starting data").should("be.visible");
       });
+    });
 
-      cy.findByText("use native question").click();
+    it("supports passing sql parameters to native questions", () => {
+      mountInteractiveQuestion({ initialSqlParameters: { ID: ORDERS_ID } });
+
+      cy.wait("@cardQuery").then(({ response }) => {
+        const { body } = response ?? {};
+
+        const rows = tableInteractiveBody().findAllByRole("row");
+
+        // There should be one row in the table
+        rows.should("have.length", 1);
+
+        const idColumnIndex = body.data.cols.findIndex(
+          (column: DatasetColumn) => column.name === "ID",
+        );
+
+        // The first row should have the same ID column value as the initial SQL parameters
+        // eslint-disable-next-line no-unsafe-element-filtering
+        rows
+          .findAllByTestId("cell-data")
+          .eq(idColumnIndex)
+          .should("have.text", String(ORDERS_ID));
+      });
+    });
+
+    it("should not crash when switching from new question to native question (metabase#60160)", () => {
+      const TestComponent = ({
+        nativeQuestionId,
+      }: {
+        nativeQuestionId: string | number;
+      }) => {
+        const [questionId, setQuestionId] = useState<string | number>("new");
+
+        return (
+          <Box>
+            <InteractiveQuestion questionId={questionId} />
+
+            <Button onClick={() => setQuestionId(nativeQuestionId)}>
+              use native question
+            </Button>
+          </Box>
+        );
+      };
+
+      cy.get<string>("@questionId").then((nativeQuestionId) => {
+        mountSdkContent(<TestComponent nativeQuestionId={nativeQuestionId} />);
+
+        getSdkRoot().within(() => {
+          cy.findByText("Pick your starting data").should("be.visible");
+        });
+
+        cy.findByText("use native question").click();
+
+        cy.log("should show native question table data");
+        getSdkRoot().within(() => {
+          cy.findByText("Pick your starting data").should("not.exist");
+          cy.findByText("test question").should("be.visible");
+          cy.findByText("110.93").should("be.visible");
+        });
+
+        cy.log("should not crash due to preview-query error");
+        cy.on("uncaught:exception", (error) => {
+          expect(
+            error.message.includes(
+              "preview-query cannot be called on native queries",
+            ),
+          ).to.be.false;
+        });
+      });
+    });
+
+    it("should not show filter/summarize/breakout buttons for native questions", () => {
+      mountInteractiveQuestion({});
 
-      cy.log("should show native question table data");
       getSdkRoot().within(() => {
-        cy.findByText("Pick your starting data").should("not.exist");
+        cy.log("should show native question data");
         cy.findByText("test question").should("be.visible");
-        cy.findByText("110.93").should("be.visible");
-      });
 
-      cy.log("should not crash due to preview-query error");
-      cy.on("uncaught:exception", (error) => {
-        expect(
-          error.message.includes(
-            "preview-query cannot be called on native queries",
-          ),
-        ).to.be.false;
+        cy.log("should not show Filter button");
+        cy.findByText("Filter").should("not.exist");
+
+        cy.log("should not show Summarize button");
+        cy.findByText("Summarize").should("not.exist");
+
+        cy.log("should not show Group button");
+        cy.findByText("Group").should("not.exist");
       });
     });
   });
 
-  it("should not show filter/summarize/breakout buttons for native questions", () => {
-    mountInteractiveQuestion({});
+  describe("editable parameters for a native question", () => {
+    beforeEach(() => {
+      setup({
+        question: {
+          native: {
+            query:
+              "SELECT * FROM people WHERE state = {{State}} [[ and city = {{City}} ]] [[ and source = {{Source}} ]]",
+            "template-tags": {
+              State: {
+                type: "text",
+                name: "State",
+                id: "1",
+                "display-name": "State",
+              },
+              City: {
+                type: "text",
+                name: "City",
+                id: "2",
+                "display-name": "City",
+              },
+              Source: {
+                type: "text",
+                name: "Source",
+                id: "3",
+                "display-name": "Source",
+              },
+            },
+          },
+          parameters: [
+            createMockParameter({
+              id: "1",
+              slug: "State",
+            }),
+            createMockParameter({
+              id: "2",
+              slug: "City",
+            }),
+            createMockParameter({
+              id: "3",
+              slug: "Source",
+            }),
+          ],
+        },
+      });
+    });
 
-    getSdkRoot().within(() => {
-      cy.log("should show native question data");
-      cy.findByText("test question").should("be.visible");
+    it("does not show editable sql parameters controls for the default view", () => {
+      mountInteractiveQuestion({
+        initialSqlParameters: { State: "NY" },
+        hiddenParameters: ["Source"],
+      });
 
-      cy.log("should not show Filter button");
-      cy.findByText("Filter").should("not.exist");
+      cy.wait("@cardQuery");
 
-      cy.log("should not show Summarize button");
-      cy.findByText("Summarize").should("not.exist");
+      cy.findByTestId("parameter-widget").should("not.exist");
+      cy.findByPlaceholderText("State").should("not.exist");
+      cy.findByPlaceholderText("City").should("not.exist");
+      cy.findByPlaceholderText("Source").should("not.exist");
+    });
 
-      cy.log("should not show Group button");
-      cy.findByText("Group").should("not.exist");
+    describe("when `SqlParametersList` component is defined in a custom question layout", () => {
+      it("allows to edit sql parameters", () => {
+        mountInteractiveQuestion({
+          hiddenParameters: ["Source"],
+          children: (
+            <>
+              <InteractiveQuestion.Title />
+              <InteractiveQuestion.SqlParametersList />
+              <InteractiveQuestion.QuestionVisualization />
+            </>
+          ),
+        });
+
+        cy.wait("@cardQuery");
+
+        cy.findByPlaceholderText("State").should("exist");
+        cy.findByPlaceholderText("City").should("exist");
+        cy.findByPlaceholderText("Source").should("not.exist");
+
+        getSdkRoot().within(() => {
+          cy.findByPlaceholderText("State").clear().type("NY{enter}");
+        });
+
+        ensureParameterColumnValue({
+          columnName: "STATE",
+          columnValue: "NY",
+        });
+
+        getSdkRoot().within(() => {
+          cy.findByPlaceholderText("State").clear().type("AR{enter}");
+        });
+
+        ensureParameterColumnValue({
+          columnName: "STATE",
+          columnValue: "AR",
+        });
+
+        getSdkRoot().within(() => {
+          cy.findByPlaceholderText("City").type("El Paso{enter}");
+        });
+
+        ensureParameterColumnValue({
+          columnName: "CITY",
+          columnValue: "El Paso",
+        });
+      });
+
+      it("initializes sql parameters controls with initial values and keeps an initial value when changing other parameters", () => {
+        mountInteractiveQuestion({
+          initialSqlParameters: { State: "AR" },
+          hiddenParameters: ["Source"],
+          children: (
+            <>
+              <InteractiveQuestion.Title />
+              <InteractiveQuestion.SqlParametersList />
+              <InteractiveQuestion.QuestionVisualization />
+            </>
+          ),
+        });
+
+        cy.wait("@cardQuery");
+
+        ensureParameterColumnValue({
+          columnName: "STATE",
+          columnValue: "AR",
+        });
+
+        getSdkRoot().within(() => {
+          cy.findByPlaceholderText("City").type("El Paso{enter}");
+        });
+
+        ensureParameterColumnValue({
+          columnName: "CITY",
+          columnValue: "El Paso",
+        });
+      });
     });
   });
 });

e2e/test/scenarios/admin/datamodel/datamodel.cy.spec.ts

@@ -1036,7 +1036,7 @@ describe("scenarios > admin > datamodel", () => {
           column: "New tax",
           values: ["2.07", "6.1", "2.9", "6.01", "7.03"],
         });
-        verifyObjectDetailPreview({ index: 4, row: ["New tax", "2.07"] });
+        verifyObjectDetailPreview({ rowNumber: 4, row: ["New tax", "2.07"] });
 
         cy.log("verify viz");
         H.openOrdersTable();
@@ -1429,7 +1429,7 @@ describe("scenarios > admin > datamodel", () => {
           column: "New tax",
           values: ["2.07", "6.1", "2.9", "6.01", "7.03"],
         });
-        verifyObjectDetailPreview({ index: 4, row: ["New tax", "2.07"] });
+        verifyObjectDetailPreview({ rowNumber: 4, row: ["New tax", "2.07"] });
 
         cy.log("verify viz");
         H.openOrdersTable();
@@ -1571,7 +1571,7 @@ describe("scenarios > admin > datamodel", () => {
           values: ["14", "123", "105", "94", "132"],
         });
         verifyObjectDetailPreview({
-          index: 2,
+          rowNumber: 2,
           row: ["Remapped Product ID", "14"],
         });
 
@@ -1669,7 +1669,7 @@ describe("scenarios > admin > datamodel", () => {
             ],
           });
           verifyObjectDetailPreview({
-            index: 4,
+            rowNumber: 4,
             row: ["Rating", "December 31, 1969, 4:00 PM"],
           });
 
@@ -1718,7 +1718,7 @@ describe("scenarios > admin > datamodel", () => {
             ],
           });
           verifyObjectDetailPreview({
-            index: 4,
+            rowNumber: 4,
             row: ["Rating", "December 31, 1969, 4:00 PM"],
           });
 
@@ -1989,8 +1989,8 @@ describe("scenarios > admin > datamodel", () => {
             values: ["2.07", "6.10", "2.90", "6.01", "7.03"],
           });
           verifyObjectDetailPreview({
-            index: 4,
-            row: ["Tax ($)", "$2.07"],
+            rowNumber: 4,
+            row: ["Tax ($)", "2.07"],
           });
 
           cy.log("change currency");
@@ -2009,8 +2009,8 @@ describe("scenarios > admin > datamodel", () => {
             values: ["2.07", "6.10", "2.90", "6.01", "7.03"],
           });
           verifyObjectDetailPreview({
-            index: 4,
-            row: ["Tax (CA$)", "CA$2.07"],
+            rowNumber: 4,
+            row: ["Tax (CA$)", "2.07"],
           });
 
           cy.log("verify viz");
@@ -2175,7 +2175,7 @@ describe("scenarios > admin > datamodel", () => {
             values: ["2.07", "6.1", "2.9", "6.01", "7.03"],
           });
           verifyObjectDetailPreview({
-            index: 4,
+            rowNumber: 4,
             row: ["Tax", "2.07"],
           });
 
@@ -2293,7 +2293,7 @@ describe("scenarios > admin > datamodel", () => {
             .should("be.visible");
           cy.get("@dataset.all").should("have.length", 0);
           verifyObjectDetailPreview({
-            index: 4,
+            rowNumber: 4,
             row: ["Tax", "2.07"],
           });
 
@@ -2509,7 +2509,7 @@ describe("scenarios > admin > datamodel", () => {
             values: ["14", "123", "105", "94", "132"],
           });
           verifyObjectDetailPreview({
-            index: 2,
+            rowNumber: 2,
             row: ["Product ID", "14"],
           });
 
@@ -2529,7 +2529,7 @@ describe("scenarios > admin > datamodel", () => {
 
           cy.log("verify preview");
           verifyObjectDetailPreview({
-            index: 2,
+            rowNumber: 2,
             row: ["Product ID", "Awesome Concrete Shoes"],
           });
           verifyTablePreview({
@@ -2670,7 +2670,7 @@ describe("scenarios > admin > datamodel", () => {
           cy.log("verify preview");
           FieldSection.getPreviewButton().click();
           verifyObjectDetailPreview({
-            index: 2,
+            rowNumber: 2,
             row: ["Product ID", "Awesome Concrete Shoes"],
           });
           verifyTablePreview({
@@ -2755,7 +2755,7 @@ describe("scenarios > admin > datamodel", () => {
             ],
           });
           verifyObjectDetailPreview({
-            index: 3,
+            rowNumber: 3,
             row: ["Rating", "Perfecto"],
           });
 
@@ -2846,6 +2846,10 @@ describe("scenarios > admin > datamodel", () => {
               'You can only use custom mapping for numerical fields with filtering set to "A list of all values"',
             );
 
+          cy.log("close popover by clicking on element inside panel");
+          FieldSection.get().findByText("Field settings").click();
+
+          cy.log("open popover");
           FieldSection.getFilteringInput().click();
           H.popover().findByText("A list of all values").click();
           cy.wait("@updateField");
@@ -2898,7 +2902,7 @@ describe("scenarios > admin > datamodel", () => {
             ],
           });
           verifyObjectDetailPreview({
-            index: 1,
+            rowNumber: 1,
             row: ["User ID", "2023-10-07T01:34:35.462-07:00"],
           });
 
@@ -2952,7 +2956,7 @@ describe("scenarios > admin > datamodel", () => {
             values: ["10", "10"],
           });
           verifyObjectDetailPreview({
-            index: 1,
+            rowNumber: 1,
             row: ["Json → A", "10"],
           });
 
@@ -3107,7 +3111,7 @@ describe("scenarios > admin > datamodel", () => {
           values: ["200%", "300%", "200%", "600%", "500%"],
         });
         verifyObjectDetailPreview({
-          index: 8,
+          rowNumber: 8,
           row: ["Quantity", "200%"],
         });
       });
@@ -3177,7 +3181,7 @@ describe("scenarios > admin > datamodel", () => {
           values: ["about 2", "about 3", "about 2", "about 6", "about 5"],
         });
         verifyObjectDetailPreview({
-          index: 8,
+          rowNumber: 8,
           row: ["Quantity", "about 2"],
         });
 
@@ -3865,31 +3869,28 @@ function verifyTablePreview({
 }
 
 function verifyObjectDetailPreview({
-  index,
+  rowNumber,
   row,
 }: {
-  index: number;
+  rowNumber: number;
   row: [string, string];
 }) {
   const [label, value] = row;
-  const labelIndex = index * 2;
-  const valueIndex = labelIndex + 1;
 
   PreviewSection.getPreviewTypeInput().findByText("Detail").click();
   cy.wait("@dataset");
 
-  cy.findAllByTestId("object-details-table-cell").should((elements) => {
-    const index = [...elements].findIndex(
-      (element) => element.textContent?.trim() === label,
-    );
-    expect(index).to.eq(labelIndex);
-  });
+  cy.findAllByTestId("column-name").then(($els) => {
+    const foundRowIndex = $els
+      .toArray()
+      .findIndex((el) => el.textContent?.trim() === label);
 
-  cy.findAllByTestId("object-details-table-cell").should((elements) => {
-    const index = [...elements].findIndex(
-      (element) => element.textContent?.trim() === value,
-    );
-    expect(index).to.eq(valueIndex);
+    expect(rowNumber).to.eq(foundRowIndex);
+
+    cy.findAllByTestId("value")
+      .should("have.length.gte", foundRowIndex)
+      .eq(foundRowIndex)
+      .should("contain", value);
   });
 }
 

e2e/test/scenarios/admin/transforms.cy.spec.ts

@@ -6,7 +6,6 @@ import { SAMPLE_DB_ID, WRITABLE_DB_ID } from "e2e/support/cypress_data";
 import { SAMPLE_DATABASE } from "e2e/support/cypress_sample_database";
 import type {
   CardType,
-  ListTransformRunsResponse,
   PythonTransformTableAliases,
   TransformTagId,
 } from "metabase-types/api";
@@ -637,6 +636,114 @@ LIMIT
     });
   });
 
+  describe("filtering", () => {
+    it("should be able to filter transforms", () => {
+      createMbqlTransform({ visitTransform: true });
+      runJobAndWaitForSuccess();
+
+      createSqlTransform({
+        sourceQuery: `SELECT * FROM "${TARGET_SCHEMA}"."${SOURCE_TABLE}"`,
+        targetTable: TARGET_TABLE_2,
+        visitTransform: true,
+      });
+      getTagsInput().click();
+      H.popover().findByText("hourly").click();
+      H.undoToast().findByText("Transform tags updated").should("be.visible");
+
+      visitTransformListPage();
+
+      function testLastRunDateFilter() {
+        cy.log("no filters");
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("be.visible");
+        });
+
+        cy.log("last run at - add a filter");
+        getLastRunDateFilterWidget().click();
+        H.popover().within(() => {
+          cy.findByText("Relative date range…").click();
+          cy.findByText("Current").click();
+          cy.findByText("Week").click();
+        });
+
+        getLastRunDateFilterWidget().should("contain", "This week");
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("not.exist");
+        });
+
+        cy.log("last run at filter - remove filter");
+        getLastRunDateFilterWidget().button("Remove filter").click();
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("be.visible");
+        });
+      }
+
+      function testLastRunStatusFilter() {
+        cy.log("no filters");
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("be.visible");
+        });
+
+        cy.log("last run status - add a filter");
+        getLastRunStatusFilterWidget().click();
+        H.popover().within(() => {
+          cy.findByText("Success").click();
+          cy.findByText("Add filter").click();
+        });
+
+        getLastRunStatusFilterWidget().should("contain", "Success");
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("not.exist");
+        });
+
+        cy.log("last run status filter - remove filter");
+        getLastRunStatusFilterWidget().button("Remove filter").click();
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("be.visible");
+        });
+      }
+
+      function testTagFilter() {
+        cy.log("no filters");
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("be.visible");
+        });
+
+        cy.log("tags - add a filter");
+        getTagFilterWidget().click();
+        H.popover().within(() => {
+          cy.findByText("hourly").click();
+          cy.findByText("daily").click();
+          cy.button("Add filter").click();
+        });
+
+        getTagFilterWidget().should("contain", "2 tags");
+        getContentTable().within(() => {
+          cy.findByText("SQL transform").should("be.visible");
+          cy.findByText("MBQL transform").should("not.exist");
+        });
+
+        cy.log("last run status filter - remove filter");
+        getTagFilterWidget().button("Remove filter").click();
+        getContentTable().within(() => {
+          cy.findByText("MBQL transform").should("be.visible");
+          cy.findByText("SQL transform").should("be.visible");
+        });
+      }
+
+      testLastRunDateFilter();
+      testLastRunStatusFilter();
+      testTagFilter();
+    });
+  });
+
   describe("name and description", () => {
     it("should be able to edit the name and description after creation", () => {
       createMbqlTransform({ visitTransform: true });
@@ -1116,6 +1223,7 @@ LIMIT
                 },
                 target: {
                   type: "table",
+                  database: WRITABLE_DB_ID,
                   name: TARGET_TABLE,
                   schema: TARGET_SCHEMA,
                 },
@@ -1229,6 +1337,7 @@ LIMIT
             },
             target: {
               type: "table",
+              database: WRITABLE_DB_ID,
               name: TARGET_TABLE,
               schema: TARGET_SCHEMA,
             },
@@ -1437,6 +1546,7 @@ LIMIT
           },
           target: {
             type: "table",
+            database: WRITABLE_DB_ID,
             name: TARGET_TABLE,
             schema: TARGET_SCHEMA,
           },
@@ -1833,7 +1943,7 @@ describe("scenarios > admin > transforms > jobs", () => {
           tag_ids: [tag.id],
         });
       });
-      waitForRuns();
+      H.waitForSucceededTransformRuns();
       visitRunListPage();
       getContentTable().within(() => {
         cy.findAllByText("MBQL transform").should("have.length.gte", 1);
@@ -1997,13 +2107,11 @@ describe("scenarios > admin > transforms > jobs", () => {
     it("should be able to filter jobs ", () => {
       cy.log("run hourly job so know that was recently run");
       visitJobListPage();
-
       getContentTable().findByText("Hourly job").click();
       runJobAndWaitForSuccess();
-
       visitJobListPage();
 
-      function testLastRunFilter() {
+      function testLastRunDateFilter() {
         cy.log("no filters");
         getContentTable().within(() => {
           cy.findByText("Hourly job").should("be.visible");
@@ -2013,14 +2121,14 @@ describe("scenarios > admin > transforms > jobs", () => {
         });
 
         cy.log("last run at - add a filter");
-        getLastRunAtFilterWidget().click();
+        getLastRunDateFilterWidget().click();
         H.popover().findByText("Previous month").click();
 
-        getLastRunAtFilterWidget().should("contain", "Previous month");
+        getLastRunDateFilterWidget().should("contain", "Previous month");
         getContentTable().should("not.exist");
 
         cy.log("last run at filter - remove filter");
-        getLastRunAtFilterWidget().button("Remove filter").click();
+        getLastRunDateFilterWidget().button("Remove filter").click();
         getContentTable().within(() => {
           cy.findByText("Hourly job").should("be.visible");
           cy.findByText("Daily job").should("be.visible");
@@ -2029,7 +2137,42 @@ describe("scenarios > admin > transforms > jobs", () => {
         });
       }
 
-      function testNextRunFilter() {
+      function testLastRunStatusFilter() {
+        cy.log("no filters");
+        getContentTable().within(() => {
+          cy.findByText("Hourly job").should("be.visible");
+          cy.findByText("Daily job").should("be.visible");
+          cy.findByText("Weekly job").should("be.visible");
+          cy.findByText("Monthly job").should("be.visible");
+        });
+
+        cy.log("last run status - add a filter");
+        getLastRunStatusFilterWidget().click();
+        H.popover().within(() => {
+          cy.findByText("In progress").click();
+          cy.findByText("Success").click();
+          cy.button("Add filter").click();
+        });
+
+        getLastRunStatusFilterWidget().should("contain", "2 statuses");
+        getContentTable().within(() => {
+          cy.findByText("Hourly job").should("be.visible");
+          cy.findByText("Daily job").should("not.exist");
+          cy.findByText("Weekly job").should("not.exist");
+          cy.findByText("Monthly job").should("not.exist");
+        });
+
+        cy.log("last run at filter - remove filter");
+        getLastRunStatusFilterWidget().button("Remove filter").click();
+        getContentTable().within(() => {
+          cy.findByText("Hourly job").should("be.visible");
+          cy.findByText("Daily job").should("be.visible");
+          cy.findByText("Weekly job").should("be.visible");
+          cy.findByText("Monthly job").should("be.visible");
+        });
+      }
+
+      function testNextRunDateFilter() {
         cy.log("no filters");
         getContentTable().within(() => {
           cy.findByText("Hourly job").should("be.visible");
@@ -2039,7 +2182,7 @@ describe("scenarios > admin > transforms > jobs", () => {
         });
 
         cy.log("next run - add a filter");
-        getNextRunFilterWidget().click();
+        getNextRunDateFilterWidget().click();
         H.popover().within(() => {
           cy.findByText("Fixed date range…").click();
           cy.findByLabelText("Start date").clear().type("12/10/2024");
@@ -2047,14 +2190,14 @@ describe("scenarios > admin > transforms > jobs", () => {
           cy.button("Apply").click();
         });
 
-        getNextRunFilterWidget().should(
+        getNextRunDateFilterWidget().should(
           "contain",
           "December 10, 2024 - January 5, 2025",
         );
         getContentTable().should("not.exist");
 
         cy.log("next run filter - remove filter");
-        getNextRunFilterWidget().button("Remove filter").click();
+        getNextRunDateFilterWidget().button("Remove filter").click();
         getContentTable().within(() => {
           cy.findByText("Hourly job").should("be.visible");
           cy.findByText("Daily job").should("be.visible");
@@ -2127,8 +2270,9 @@ describe("scenarios > admin > transforms > jobs", () => {
         });
       }
 
-      testLastRunFilter();
-      testNextRunFilter();
+      testLastRunDateFilter();
+      testLastRunStatusFilter();
+      testNextRunDateFilter();
       testTagFilter();
     });
   });
@@ -2617,11 +2761,15 @@ function getTransformFilterWidget() {
   return cy.findByRole("group", { name: "Transform" });
 }
 
-function getLastRunAtFilterWidget() {
+function getLastRunDateFilterWidget() {
   return cy.findByRole("group", { name: "Last run at" });
 }
 
-function getNextRunFilterWidget() {
+function getLastRunStatusFilterWidget() {
+  return cy.findByRole("group", { name: "Last run status" });
+}
+
+function getNextRunDateFilterWidget() {
   return cy.findByRole("group", { name: "Next run at" });
 }
 
@@ -2638,11 +2786,11 @@ function getRunMethodFilterWidget() {
 }
 
 function getStartAtFilterWidget() {
-  return cy.findByRole("group", { name: "Start at" });
+  return cy.findByRole("group", { name: "Started at" });
 }
 
 function getEndAtFilterWidget() {
-  return cy.findByRole("group", { name: "End at" });
+  return cy.findByRole("group", { name: "Ended at" });
 }
 
 function visitTransformListPage() {
@@ -2712,6 +2860,7 @@ function createMbqlTransform({
         },
         target: {
           type: "table",
+          database: WRITABLE_DB_ID,
           name: targetTable,
           schema: targetSchema,
         },
@@ -2750,6 +2899,7 @@ function createSqlTransform({
       },
       target: {
         type: "table",
+        database: WRITABLE_DB_ID,
         name: targetTable,
         schema: targetSchema,
       },
@@ -2810,24 +2960,6 @@ function visitTableQuestion({
   );
 }
 
-const WAIT_TIMEOUT = 10000;
-const WAIT_INTERVAL = 100;
-
-function waitForRuns(timeout = WAIT_TIMEOUT): Cypress.Chainable {
-  return cy
-    .request<ListTransformRunsResponse>("GET", "/api/ee/transform/run")
-    .then((response) => {
-      if (response.body.data.length > 0) {
-        return cy.wrap(response);
-      } else if (timeout > 0) {
-        cy.wait(WAIT_INTERVAL);
-        return waitForRuns(timeout - WAIT_INTERVAL);
-      } else {
-        throw new Error("Run retry timeout");
-      }
-    });
-}
-
 function assertTableDoesNotExistError({
   targetTable = TARGET_TABLE,
   targetSchema = TARGET_SCHEMA,

e2e/test/scenarios/collections/permissions.cy.spec.js

@@ -99,14 +99,6 @@ describe("collection permissions", () => {
                 it("should be able to duplicate the dashboard without obstructions from the modal (metabase#15256)", () => {
                   duplicate("Orders in a dashboard");
                 });
-
-                it(
-                  "should be able to duplicate the question (metabase#15255)",
-                  { tags: "@skip" },
-                  () => {
-                    duplicate("Orders");
-                  },
-                );
               });
 
               describe("archive", () => {

e2e/test/scenarios/dashboard-filters/dashboard-filters-auto-apply.cy.spec.js

@@ -33,9 +33,6 @@ function createDashboardDetails({ parameters }) {
 
 const TOAST_TIMEOUT = 16000;
 
-const TOAST_MESSAGE =
-  "You can make this dashboard snappier by turning off auto-applying filters.";
-
 const filterToggleLabel = "Auto-apply filters";
 
 describe(
@@ -288,158 +285,6 @@ describe(
           H.assertTableRowsCount(200);
         });
       });
-
-      it(
-        "should display a toast when a dashboard takes longer than 15s to load even without parameter values (but has parameters with default values)",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          openSlowDashboard();
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().within(() => {
-            cy.findByText(TOAST_MESSAGE).should("be.visible");
-            cy.button("Turn off").click();
-            cy.wait("@updateDashboard");
-          });
-
-          H.openDashboardSettingsSidebar();
-          H.sidesheet()
-            .findByLabelText(filterToggleLabel)
-            .should("not.be.checked");
-          // Gadget
-          const filterDefaultValue = FILTER_WITH_DEFAULT_VALUE.default[0];
-          H.filterWidget().findByText(filterDefaultValue).should("be.visible");
-          H.getDashboardCard().within(() => {
-            H.assertTableRowsCount(53);
-          });
-        },
-      );
-
-      it(
-        "should not display the toast when we clear out parameter default value",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          openSlowDashboard({ [FILTER_WITH_DEFAULT_VALUE.slug]: null });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().should("not.exist");
-          H.getDashboardCard().within(() => {
-            H.assertTableRowsCount(200);
-          });
-        },
-      );
-    });
-
-    describe("auto-apply filter toast", () => {
-      it(
-        "should display a toast when a dashboard takes longer than 15s to load",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          createDashboard();
-          openSlowDashboard({ [FILTER.slug]: "Gadget" });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().within(() => {
-            cy.findByText(TOAST_MESSAGE).should("be.visible");
-            cy.button("Turn off").click();
-            cy.wait("@updateDashboard");
-          });
-
-          H.openDashboardSettingsSidebar();
-          H.sidesheet()
-            .findByLabelText(filterToggleLabel)
-            .should("not.be.checked");
-          H.closeDashboardSettingsSidebar();
-          H.filterWidget().findByText("Gadget").should("be.visible");
-          H.getDashboardCard().within(() => {
-            H.assertTableRowsCount(53);
-          });
-        },
-      );
-
-      it(
-        "should display the toast indefinitely unless dismissing manually",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          createDashboard();
-          openSlowDashboard({ [FILTER.slug]: "Gadget" });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().findByText(TOAST_MESSAGE).should("be.visible");
-
-          cy.tick(100 * TOAST_TIMEOUT);
-          H.undoToast().findByText(TOAST_MESSAGE).should("be.visible");
-
-          H.undoToast().icon("close").click();
-          H.undoToast().should("not.exist");
-        },
-      );
-
-      it(
-        "should not display the toast when auto applying filters is disabled",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          createDashboard({ dashboardDetails: { auto_apply_filters: false } });
-          openSlowDashboard({ [FILTER.slug]: "Gadget" });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().should("not.exist");
-          H.filterWidget().findByText("Gadget").should("be.visible");
-          H.getDashboardCard().within(() => {
-            H.assertTableRowsCount(53);
-          });
-        },
-      );
-
-      it(
-        "should not display the toast if there are no parameter values",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          createDashboard();
-          openSlowDashboard();
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().should("not.exist");
-        },
-      );
-
-      it(
-        "should not display the same toast twice for a dashboard",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          createDashboard();
-          openSlowDashboard({ [FILTER.slug]: "Gadget" });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().within(() => {
-            cy.button("Turn off").should("be.visible");
-            cy.icon("close").click();
-          });
-          H.filterWidget().findByText("Gadget").click();
-          H.popover().within(() => {
-            cy.findByText("Widget").click();
-            cy.findByText("Update filter").click();
-          });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().should("not.exist");
-        },
-      );
     });
 
     describe("no collection curate permission", () => {
@@ -456,19 +301,6 @@ describe(
         H.dashboardHeader().icon("ellipsis").click();
         H.popover().findByText("Edit settings").should("not.exist");
       });
-
-      it(
-        "should not display a toast even when a dashboard takes longer than 15s to load",
-        { tags: "@skip" },
-        () => {
-          cy.clock();
-          openSlowDashboard({ [FILTER.slug]: "Gadget" });
-
-          cy.tick(TOAST_TIMEOUT);
-          cy.wait("@cardQuery");
-          H.undoToast().should("not.exist");
-        },
-      );
     });
 
     describe("embeddings", () => {
@@ -602,71 +434,6 @@ describe(
             H.assertTableRowsCount(54);
           });
         });
-
-        it(
-          "should display a toast when a dashboard takes longer than 15s to load",
-          { tags: "@skip" },
-          () => {
-            createDashboard();
-            // Not sure why I need to pass a date in this case, but it doesn't work without it.
-            cy.clock(Date.now());
-            openSlowFullAppEmbeddingDashboard({ [FILTER.slug]: "Gadget" });
-            cy.tick(TOAST_TIMEOUT);
-            cy.wait("@cardQuery");
-            H.undoToast().within(() => {
-              cy.findByText(TOAST_MESSAGE).should("be.visible");
-              cy.button("Turn off").click();
-              cy.wait("@updateDashboard");
-            });
-
-            // In embedding we'll load bookmark after the dashboard is loaded, it's the opposite in normal app because bookmark is cached from somewhere else.
-            // And somehow, dashboard card query will be completed before the dashboard even start to load, and in entity loader it uses `setTimeout`,
-            // so to make sure callback in `setTimeout` is called, we need to advance the clock using cy.tick().
-            cy.tick();
-
-            H.openDashboardSettingsSidebar();
-            H.sidesheet()
-              .findByLabelText(filterToggleLabel)
-              .should("not.be.checked");
-            H.filterWidget().findByText("Gadget").should("be.visible");
-
-            H.getDashboardCard().within(() => {
-              H.assertTableRowsCount(53);
-            });
-
-            // Card result should be updated after manually updating the filter
-            H.filterWidget().icon("close").click();
-            H.applyFilterButton().should("be.visible").click();
-
-            H.getDashboardCard().within(() => {
-              H.assertTableRowsCount(200);
-            });
-          },
-        );
-
-        it(
-          "should not display a toast when a dashboard takes longer than 15s to load if users have no write access to a dashboard",
-          { tags: "@skip" },
-          () => {
-            createDashboard();
-            cy.signIn("readonly");
-            // Not sure why I need to pass a date in this case, but it doesn't work without it.
-            cy.clock(Date.now());
-            openSlowFullAppEmbeddingDashboard({ [FILTER.slug]: "Gadget" });
-            cy.tick(TOAST_TIMEOUT);
-            cy.wait("@cardQuery");
-            H.undoToast().should("not.exist");
-
-            // In embedding we'll load bookmark after the dashboard is loaded, it's the opposite in normal app because bookmark is cached from somewhere else.
-            // And somehow, dashboard card query will be completed before the dashboard even start to load, and in entity loader it uses `setTimeout`,
-            // so to make sure callback in `setTimeout` is called, we need to advance the clock using cy.tick().
-            cy.tick();
-
-            H.getDashboardCard().within(() => {
-              H.assertTableRowsCount(53);
-            });
-          },
-        );
       });
     });
   },
@@ -753,21 +520,6 @@ const openDashboard = (params = {}) => {
   H.visitDashboard("@dashboardId", { params });
 };
 
-const openSlowDashboard = (params = {}) => {
-  cy.intercept("POST", "/api/dashboard/*/dashcard/*/card/*/query").as(
-    "cardQuery",
-  );
-
-  cy.get("@dashboardId").then((dashboardId) => {
-    return cy.visit({
-      url: `/dashboard/${dashboardId}`,
-      qs: params,
-    });
-  });
-
-  H.getDashboardCard().should("be.visible");
-};
-
 const openSlowPublicDashboard = (params = {}) => {
   cy.intercept("GET", "/api/public/dashboard/*/dashcard/*/card/*").as(
     "cardQuery",
@@ -798,21 +550,6 @@ const openSlowEmbeddingDashboard = (params = {}) => {
   H.getDashboardCard().should("be.visible");
 };
 
-const openSlowFullAppEmbeddingDashboard = (params = {}) => {
-  cy.intercept("POST", "/api/dashboard/*/dashcard/*/card/*/query").as(
-    "cardQuery",
-  );
-
-  cy.get("@dashboardId").then((dashboardId) => {
-    visitFullAppEmbeddingUrl({
-      url: `/dashboard/${dashboardId}`,
-      qs: params,
-    });
-  });
-
-  H.getDashboardCard().should("be.visible");
-};
-
 const visitFullAppEmbeddingUrl = ({ url, qs }) => {
   cy.visit({
     url,

e2e/test/scenarios/dashboard/dashboard-reproductions.cy.spec.js

@@ -2204,3 +2204,60 @@ describe("issue 63176", () => {
     });
   });
 });
+
+describe("issue 64138", () => {
+  const MAP_QUESTION = {
+    query: {
+      "source-table": PEOPLE_ID,
+    },
+
+    display: "map",
+    displayIsLocked: true,
+    visualization_settings: {
+      "map.type": "pin",
+      "map.pin_type": "markers",
+    },
+  };
+
+  beforeEach(() => {
+    H.restore();
+    cy.signInAsNormalUser();
+
+    H.createQuestionAndDashboard({
+      questionDetails: MAP_QUESTION,
+    }).then(({ body: { dashboard_id } }) => {
+      H.visitDashboard(dashboard_id);
+    });
+  });
+
+  it("should hide map controls when editing dashboard (metabase#64138)", () => {
+    H.editDashboard();
+
+    cy.log("hovering the map should not show the zoom controls");
+    H.getDashboardCard(0)
+      .realHover({
+        position: "center",
+      })
+      .within(() => {
+        cy.findByLabelText("Zoom in").should("not.exist");
+        cy.findByText("Set as default view").should("be.visible").click();
+      });
+
+    cy.log("hovering marker icons should not open their tooltips");
+    getMarkerIcon(0).realHover();
+    H.popover({ skipVisibilityCheck: true }).should("not.exist");
+
+    cy.log("clicking marker icons should not navigate to the question");
+    getMarkerIcon(0).click({ force: true });
+    cy.location("pathname").should("match", /^\/dashboard\/[0-9]+$/);
+    H.modal().should("not.exist");
+  });
+
+  function getMarkerIcon(index) {
+    // pick the last one so it will be on top
+    return H.getDashboardCard(index)
+      .get(".leaflet-marker-icon")
+      .should("have.length.gt", 0)
+      .last();
+  }
+});

e2e/test/scenarios/dashboard/x-rays.cy.spec.js

@@ -177,10 +177,16 @@ describe("scenarios > x-rays", { tags: "@slow" }, () => {
 
     cy.button("Save this").click();
 
-    // eslint-disable-next-line no-unscoped-text-selectors -- deprecated usage
-    cy.findByText("Your dashboard was saved");
-    // eslint-disable-next-line no-unscoped-text-selectors -- deprecated usage
-    cy.findByText("See it").click();
+    cy.log(
+      "'See it' link should be displayed both in the header and in the toast",
+    );
+    H.undoToast()
+      .should("contain", "Your dashboard was saved")
+      .and("contain", "See it");
+
+    cy.findByTestId("automatic-dashboard-header").within(() => {
+      cy.findByRole("link", { name: "See it" }).should("be.visible").click();
+    });
 
     cy.url().should("contain", "a-look-at-orders");
 

e2e/test/scenarios/dependencies/dependencies.cy.spec.ts

@@ -0,0 +1,678 @@
+const { H } = cy;
+
+import { WRITABLE_DB_ID } from "e2e/support/cypress_data";
+import { SAMPLE_DATABASE } from "e2e/support/cypress_sample_database";
+import { ORDERS_DASHBOARD_ID } from "e2e/support/cypress_sample_instance_data";
+
+const { PRODUCTS_ID } = SAMPLE_DATABASE;
+
+H.describeWithSnowplowEE("documents", () => {
+  beforeEach(() => {
+    H.restore("postgres-writable");
+    H.resetTestTable({ type: "postgres", table: "many_schemas" });
+    cy.signInAsAdmin();
+    H.activateToken("bleeding-edge");
+    H.resyncDatabase({ dbId: WRITABLE_DB_ID, tableName: "Animals" });
+    H.resetSnowplow();
+
+    cy.intercept("PUT", "/api/card/*").as("updateCard");
+    cy.intercept("PUT", "/api/native-query-snippet/*").as("updateSnippet");
+    cy.intercept("PUT", "/api/ee/transform/*").as("updateTransform");
+  });
+
+  afterEach(() => {
+    H.expectNoBadSnowplowEvents();
+  });
+
+  describe("questions", () => {
+    it("should be able to confirm or cancel breaking changes to a MBQL question", () => {
+      createMbqlQuestionWithDependentMbqlQuestions();
+
+      cy.log("make breaking changes");
+      H.visitQuestion("@questionId");
+      H.openNotebook();
+      H.getNotebookStep("expression").findByText("Expr").icon("close").click();
+
+      cy.log("cancel breaking changes");
+      H.queryBuilderHeader().button("Save").click();
+      H.modal().button("Save").click();
+      H.modal().within(() => {
+        cy.findByText("Question with fields").should("be.visible");
+        cy.findByText("Question without fields").should("not.exist");
+        cy.findByText("Base question").should("not.exist");
+        cy.button("Cancel").click();
+      });
+      cy.get("@updateCard.all").should("have.length", 0);
+
+      cy.log("confirm breaking changes");
+      H.queryBuilderHeader().button("Save").click();
+      H.modal().button("Save").click();
+      H.modal().button("Save anyway").click();
+      cy.wait("@updateCard");
+    });
+
+    it("should be able to navigate to affected questions or their collection", () => {
+      createMbqlQuestionWithDependentMbqlQuestions();
+
+      cy.log("check that we can navigate to the broken question");
+      H.visitQuestion("@questionId");
+      H.openNotebook();
+      H.getNotebookStep("expression").findByText("Expr").icon("close").click();
+      H.queryBuilderHeader().button("Save").click();
+      H.modal().button("Save").click();
+      H.modal().findByText("Question with fields").click();
+      confirmDiscardChanges();
+      H.queryBuilderHeader()
+        .findByDisplayValue("Question with fields")
+        .should("be.visible");
+
+      cy.log("check that we can navigate to the collection of that question");
+      cy.go("back");
+      H.getNotebookStep("expression").findByText("Expr").icon("close").click();
+      H.queryBuilderHeader().button("Save").click();
+      H.modal().button("Save").click();
+      H.modal().within(() => {
+        cy.findByText("Question with fields").should("be.visible");
+        cy.findByText("Our analytics").click();
+      });
+      confirmDiscardChanges();
+      H.collectionTable().should("be.visible");
+
+      cy.log("check that we can navigate to the dashboard of that question");
+      cy.go("back");
+      H.getNotebookStep("expression").findByText("Expr").icon("close").click();
+      H.queryBuilderHeader().button("Save").click();
+      H.modal().button("Save").click();
+      H.modal().within(() => {
+        cy.findByText("Question with fields").should("be.visible");
+        cy.findByText("Orders in a dashboard").click();
+      });
+      confirmDiscardChanges();
+      H.dashboardHeader().should("be.visible");
+    });
+
+    it("should not show a confirmation if there are no breaking changes when updating a MBQL question", () => {
+      createMbqlQuestionWithDependentMbqlQuestions();
+      H.visitQuestion("@questionId");
+      H.openNotebook();
+      H.getNotebookStep("expression").findByText("Expr").click();
+      H.CustomExpressionEditor.clear().type("2 + 2");
+      H.popover().button("Update").click();
+      H.queryBuilderHeader().button("Save").click();
+      H.modal().button("Save").click();
+      cy.wait("@updateCard");
+    });
+  });
+
+  describe("models", () => {
+    it("should be able to confirm or cancel breaking changes to a SQL model", () => {
+      createSqlModelWithDependentSqlQuestions();
+
+      cy.log("make breaking changes");
+      cy.get<number>("@modelId").then(H.visitModel);
+      H.openQuestionActions("Edit query definition");
+      H.NativeEditor.clear().type("SELECT ID, TITLE FROM PRODUCTS");
+      H.runNativeQuery();
+
+      cy.log("cancel breaking changes");
+      H.datasetEditBar().button("Save changes").click();
+      H.modal().within(() => {
+        cy.findByText("Question with fields").should("be.visible");
+        cy.findByText("Question without fields").should("not.exist");
+        cy.findByText("Base model").should("not.exist");
+        cy.button("Cancel").click();
+      });
+      cy.get("@updateCard.all").should("have.length", 0);
+
+      cy.log("confirm breaking changes");
+      H.datasetEditBar().button("Save changes").click();
+      H.modal().button("Save anyway").click();
+      cy.wait("@updateCard");
+    });
+
+    it("should not show a confirmation if there are no breaking changes when updating a SQL model", () => {
+      createSqlModelWithDependentSqlQuestions();
+      cy.get<number>("@modelId").then(H.visitModel);
+      H.openQuestionActions("Edit query definition");
+      H.NativeEditor.clear().type("SELECT ID, CATEGORY FROM PRODUCTS");
+      H.runNativeQuery();
+      H.datasetEditBar().button("Save changes").click();
+      cy.wait("@updateCard");
+    });
+  });
+
+  describe("metrics", () => {
+    it("should be able to confirm or cancel breaking changes to a metric", () => {
+      createMetricWithDependentMbqlQuestionsAndTransforms();
+
+      cy.log("make breaking changes");
+      cy.get<number>("@metricId").then(H.visitMetric);
+      H.openQuestionActions("Edit metric definition");
+      H.getNotebookStep("summarize").findByText("Min of Score").click();
+      H.popover().within(() => {
+        cy.icon("chevronleft").click();
+        cy.findByText("Maximum of ...").click();
+        cy.findByText("Score").click();
+      });
+
+      cy.log("cancel breaking changes");
+      cy.findByTestId("edit-bar").button("Save changes").click();
+      H.modal().within(() => {
+        cy.findByText("Question with 2 stages").should("be.visible");
+        cy.findByText("Transform with 2 stages").should("be.visible");
+        cy.findByText("Question with 1 stage").should("not.exist");
+        cy.findByText("Transform with 1 stage").should("not.exist");
+        cy.findByText("Base metric").should("not.exist");
+        cy.button("Cancel").click();
+      });
+      cy.get("@updateCard.all").should("have.length", 0);
+
+      cy.log("confirm breaking changes");
+      cy.findByTestId("edit-bar").button("Save changes").click();
+      H.modal().button("Save anyway").click();
+      cy.wait("@updateCard");
+    });
+
+    it("should not show a warning when a change to a metric is backward-compatible with existing content", () => {
+      createMetricWithDependentMbqlQuestionsAndTransforms();
+      cy.get<number>("@metricId").then(H.visitMetric);
+      H.openQuestionActions("Edit metric definition");
+      H.getNotebookStep("summarize").findByText("Min of Score").click();
+      H.popover().findByText("Name").click();
+      cy.findByTestId("edit-bar").button("Save changes").click();
+      cy.wait("@updateCard");
+    });
+  });
+
+  describe("transforms", () => {
+    it("should be able to confirm or cancel breaking changes to a SQL transform after it was run", () => {
+      createSqlTransformWithDependentMbqlQuestions();
+
+      cy.log("make breaking changes");
+      cy.get<number>("@transformId").then(H.visitTransform);
+      cy.findByTestId("transform-page").findByText("Edit query").click();
+      H.NativeEditor.clear().type('SELECT name FROM "Schema A"."Animals"');
+
+      cy.log("cancel breaking changes");
+      cy.findByTestId("transform-query-editor").button("Save changes").click();
+      H.modal().within(() => {
+        cy.findByText("Question with fields").should("be.visible");
+        cy.findByText("Question without fields").should("not.exist");
+        cy.findByText("Base transform").should("not.exist");
+        cy.button("Cancel").click();
+      });
+      cy.get("@updateTransform.all").should("have.length", 0);
+
+      cy.log("confirm breaking changes");
+      cy.findByTestId("transform-query-editor").button("Save changes").click();
+      H.modal().within(() => {
+        cy.findByText("Question with fields").should("be.visible");
+        cy.findByText("Question without fields").should("not.exist");
+        cy.findByText("Base transform").should("not.exist");
+        cy.button("Save anyway").click();
+      });
+      cy.wait("@updateTransform");
+    });
+
+    it("should not show a confirmation if there are no breaking changes when updating a SQL transform after it was run", () => {
+      createSqlTransformWithDependentMbqlQuestions();
+      cy.get<number>("@transformId").then(H.visitTransform);
+      cy.findByTestId("transform-page").findByText("Edit query").click();
+      H.NativeEditor.clear().type(
+        'SELECT score, name FROM "Schema A"."Animals"',
+      );
+      cy.findByTestId("transform-query-editor").button("Save changes").click();
+      cy.wait("@updateTransform");
+    });
+
+    it("should be able to confirm or cancel breaking changes to a MBQL transform before it was run", () => {
+      createMbqlTransformWithDependentSqlTransforms();
+
+      cy.log("make breaking changes");
+      cy.get<number>("@transformId").then(H.visitTransform);
+      cy.findByTestId("transform-page").findByText("Edit query").click();
+      H.getNotebookStep("data").findByLabelText("Pick columns").click();
+      H.popover().findByLabelText("Score").click();
+
+      cy.log("cancel breaking changes");
+      cy.findByTestId("transform-query-editor").button("Save changes").click();
+      H.modal().within(() => {
+        cy.findByText("Score transform").should("be.visible");
+        cy.findByText("Name transform").should("not.exist");
+        cy.findByText("Base transform").should("not.exist");
+        cy.button("Cancel").click();
+      });
+      cy.get("@updateTransform.all").should("have.length", 0);
+
+      cy.log("confirm breaking changes");
+      cy.findByTestId("transform-query-editor").button("Save changes").click();
+      H.modal().within(() => {
+        cy.findByText("Score transform").should("be.visible");
+        cy.findByText("Name transform").should("not.exist");
+        cy.button("Save anyway").click();
+      });
+      cy.wait("@updateTransform");
+    });
+
+    it("should not show a confirmation if there are no breaking changes when updating a MBQL transform before it was run", () => {
+      createMbqlTransformWithDependentSqlTransforms();
+      cy.get<number>("@transformId").then(H.visitTransform);
+      cy.findByTestId("transform-page").findByText("Edit query").click();
+      H.getNotebookStep("data").button("Sort").click();
+      H.popover().findByText("Score").click();
+      cy.findByTestId("transform-query-editor").button("Save changes").click();
+      cy.wait("@updateTransform");
+    });
+  });
+
+  describe("snippets", () => {
+    it("should be able to confirm or cancel breaking changes to a snippet", () => {
+      createSnippetWithDependentQuestionsAndTransforms();
+
+      cy.log("make breaking changes");
+      startEditingSnippet();
+      H.modal()
+        .findByLabelText("Enter some SQL here so you can reuse it later")
+        .clear()
+        .type("price = 1");
+
+      cy.log("cancel breaking changes");
+      H.modal().within(() => {
+        cy.button("Save").click();
+        cy.findByText("Question with snippet").should("be.visible");
+        cy.findByText("Transform with snippet").should("be.visible");
+        cy.findByText("ScoreSnippet").should("not.exist");
+        cy.button("Cancel").click();
+      });
+      cy.get("@updateSnippet.all").should("have.length", 0);
+
+      cy.log("confirm breaking changes");
+      H.modal().within(() => {
+        cy.button("Save").click();
+        cy.findByText("Question with snippet").should("be.visible");
+        cy.findByText("Transform with snippet").should("be.visible");
+        cy.findByText("ScoreSnippet").should("not.exist");
+        cy.button("Save anyway").click();
+      });
+      cy.wait("@updateSnippet");
+    });
+
+    it("should not warn if changes to a snippet are backward compatible", () => {
+      createSnippetWithDependentQuestionsAndTransforms();
+      startEditingSnippet();
+      H.modal().within(() => {
+        cy.findByLabelText("Enter some SQL here so you can reuse it later")
+          .clear()
+          .type("score = 2");
+        cy.button("Save").click();
+      });
+      cy.wait("@updateSnippet");
+    });
+  });
+});
+
+function createMbqlQuestionWithDependentMbqlQuestions() {
+  H.createQuestion({
+    name: "Base question",
+    query: {
+      "source-table": PRODUCTS_ID,
+      expressions: {
+        Expr: ["+", 1, 1],
+      },
+    },
+  }).then(({ body: card }) => {
+    cy.wrap(card.id).as("questionId");
+
+    H.createQuestion({
+      name: "Question with fields",
+      query: {
+        "source-table": `card__${card.id}`,
+        filter: [">", ["field", "Expr", { "base-type": "type/Integer" }], 1],
+      },
+      dashboard_id: ORDERS_DASHBOARD_ID,
+    });
+
+    H.createQuestion({
+      name: "Question without fields",
+      query: {
+        "source-table": `card__${card.id}`,
+      },
+    });
+  });
+}
+
+function createSqlModelWithDependentSqlQuestions() {
+  H.createNativeQuestion({
+    name: "Base model",
+    type: "model",
+    native: {
+      query: "SELECT ID, TITLE, CATEGORY FROM PRODUCTS",
+      "template-tags": {},
+    },
+  }).then(({ body: card }) => {
+    cy.wrap(card.id).as("modelId");
+    cy.request("POST", `/api/card/${card.id}/query`);
+
+    const tagName = `#${card.id}`;
+    H.createNativeQuestion({
+      name: "Question with fields",
+      native: {
+        query: `SELECT ID, CATEGORY FROM {{#${card.id}}}`,
+        "template-tags": {
+          [tagName]: {
+            id: "10422a0f-292d-10a3-fd90-407cc9e3e20e",
+            name: tagName,
+            "display-name": tagName,
+            type: "card",
+            "card-id": card.id,
+          },
+        },
+      },
+    });
+
+    H.createNativeQuestion({
+      name: "Question without fields",
+      native: {
+        query: `SELECT COUNT(*) FROM {{#${card.id}}}`,
+        "template-tags": {
+          [tagName]: {
+            id: "10422a0f-292d-10a3-fd90-407cc9e3e20f",
+            name: tagName,
+            "display-name": tagName,
+            type: "card",
+            "card-id": card.id,
+          },
+        },
+      },
+    });
+  });
+}
+
+function createMetricWithDependentMbqlQuestionsAndTransforms() {
+  H.getTableId({ databaseId: WRITABLE_DB_ID, name: "Animals" }).then(
+    (tableId) => {
+      H.getFieldId({ tableId, name: "score" }).then((fieldId) => {
+        H.createQuestion({
+          name: "Base metric",
+          type: "metric",
+          database: WRITABLE_DB_ID,
+          query: {
+            "source-table": tableId,
+            aggregation: [["min", ["field", fieldId, null]]],
+          },
+        }).then(({ body: metric }) => {
+          cy.wrap(metric.id).as("metricId");
+
+          H.createQuestion({
+            name: "Question with 1 stage",
+            database: WRITABLE_DB_ID,
+            query: {
+              "source-table": tableId,
+              aggregation: [["metric", metric.id]],
+            },
+          });
+
+          H.createQuestion({
+            name: "Question with 2 stages",
+            database: WRITABLE_DB_ID,
+            query: {
+              "source-query": {
+                "source-table": tableId,
+                aggregation: [["metric", metric.id]],
+                breakout: [["field", fieldId, null]],
+              },
+              aggregation: [
+                ["avg", ["field", "min", { "base-type": "type/Integer" }]],
+              ],
+            },
+          });
+
+          H.createTransform({
+            name: "Transform with 1 stage",
+            source: {
+              type: "query",
+              query: {
+                database: WRITABLE_DB_ID,
+                type: "query",
+                query: {
+                  "source-table": tableId,
+                  aggregation: [["metric", metric.id]],
+                },
+              },
+            },
+            target: {
+              type: "table",
+              name: "transform_1_stage",
+              schema: "public",
+              database: WRITABLE_DB_ID,
+            },
+          });
+
+          H.createTransform({
+            name: "Transform with 2 stages",
+            source: {
+              type: "query",
+              query: {
+                database: WRITABLE_DB_ID,
+                type: "query",
+                query: {
+                  "source-query": {
+                    "source-table": tableId,
+                    aggregation: [["metric", metric.id]],
+                    breakout: [["field", fieldId, null]],
+                  },
+                  aggregation: [
+                    ["avg", ["field", "min", { "base-type": "type/Integer" }]],
+                  ],
+                },
+              },
+            },
+            target: {
+              type: "table",
+              name: "transform_2_stages",
+              schema: "public",
+              database: WRITABLE_DB_ID,
+            },
+          });
+        });
+      });
+    },
+  );
+}
+
+function createSqlTransformWithDependentMbqlQuestions() {
+  const transformTableName = "base_transform";
+
+  H.createTransform({
+    name: "Base transform",
+    source: {
+      type: "query",
+      query: {
+        database: WRITABLE_DB_ID,
+        type: "native",
+        native: {
+          query: 'SELECT name, score FROM "Schema A"."Animals"',
+          "template-tags": {},
+        },
+      },
+    },
+    target: {
+      type: "table",
+      name: transformTableName,
+      schema: "public",
+      database: WRITABLE_DB_ID,
+    },
+  }).then(({ body: transform }) => {
+    cy.wrap(transform.id).as("transformId");
+    cy.request("POST", `/api/ee/transform/${transform.id}/run`);
+    H.waitForSucceededTransformRuns();
+    H.resyncDatabase({ dbId: WRITABLE_DB_ID, tableName: transformTableName });
+
+    H.getTableId({ databaseId: WRITABLE_DB_ID, name: transformTableName }).then(
+      (tableId) => {
+        H.createQuestion({
+          name: "Question with fields",
+          database: WRITABLE_DB_ID,
+          query: {
+            "source-table": tableId,
+            filter: [
+              ">",
+              ["field", "score", { "base-type": "type/Integer" }],
+              1,
+            ],
+          },
+        });
+        H.createQuestion({
+          name: "Question without fields",
+          database: WRITABLE_DB_ID,
+          query: {
+            "source-table": tableId,
+          },
+        });
+      },
+    );
+  });
+}
+
+function createMbqlTransformWithDependentSqlTransforms() {
+  H.getTableId({ name: "Animals", databaseId: WRITABLE_DB_ID }).then(
+    (tableId) => {
+      H.createTransform(
+        {
+          name: "Base transform",
+          source: {
+            type: "query",
+            query: {
+              database: WRITABLE_DB_ID,
+              type: "query",
+              query: {
+                "source-table": tableId,
+              },
+            },
+          },
+          target: {
+            type: "table",
+            name: "base_transform",
+            schema: "public",
+            database: WRITABLE_DB_ID,
+          },
+        },
+        { wrapId: true },
+      );
+
+      H.createTransform({
+        name: "Name transform",
+        source: {
+          type: "query",
+          query: {
+            database: WRITABLE_DB_ID,
+            type: "native",
+            native: {
+              query: "SELECT name FROM base_transform",
+              "template-tags": {},
+            },
+          },
+        },
+        target: {
+          type: "table",
+          name: "name_transform",
+          schema: "public",
+          database: WRITABLE_DB_ID,
+        },
+      });
+
+      H.createTransform({
+        name: "Score transform",
+        source: {
+          type: "query",
+          query: {
+            database: WRITABLE_DB_ID,
+            type: "native",
+            native: {
+              query: "SELECT score FROM base_transform",
+              "template-tags": {},
+            },
+          },
+        },
+        target: {
+          type: "table",
+          name: "score_transform",
+          schema: "public",
+          database: WRITABLE_DB_ID,
+        },
+      });
+    },
+  );
+}
+
+function createSnippetWithDependentQuestionsAndTransforms() {
+  H.createSnippet({
+    name: "ScoreSnippet",
+    content: "score = 1",
+  }).then(({ body: snippet }) => {
+    cy.wrap(snippet.id).as("snippetId");
+
+    H.createNativeQuestion({
+      name: "Question with snippet",
+      database: WRITABLE_DB_ID,
+      native: {
+        query:
+          'SELECT * FROM "Schema A"."Animals" WHERE {{snippet:ScoreSnippet}}',
+        "template-tags": {
+          "snippet:ScoreSnippet": {
+            id: "4b77cc1f-ea70-4ef6-84db-58432fce6928",
+            name: "snippet:ScoreSnippet",
+            "display-name": "snippet:ScoreSnippet",
+            type: "snippet",
+            "snippet-id": snippet.id,
+            "snippet-name": snippet.name,
+          },
+        },
+      },
+    });
+
+    H.createTransform({
+      name: "Transform with snippet",
+      source: {
+        type: "query",
+        query: {
+          database: WRITABLE_DB_ID,
+          type: "native",
+          native: {
+            query:
+              'SELECT * FROM "Schema A"."Animals" WHERE {{snippet:ScoreSnippet}}',
+            "template-tags": {
+              "snippet:ScoreSnippet": {
+                id: "4b77cc1f-ea70-4ef6-84db-58432fce6929",
+                name: "snippet:ScoreSnippet",
+                "display-name": "snippet:ScoreSnippet",
+                type: "snippet",
+                "snippet-id": snippet.id,
+                "snippet-name": snippet.name,
+              },
+            },
+          },
+        },
+      },
+      target: {
+        type: "table",
+        name: "transform_with_snippet",
+        schema: "public",
+        database: WRITABLE_DB_ID,
+      },
+    });
+  });
+}
+
+function startEditingSnippet() {
+  H.startNewNativeQuestion();
+  cy.findByTestId("native-query-editor-action-buttons").icon("snippet").click();
+  cy.findByTestId("sidebar-content").within(() => {
+    cy.icon("chevrondown").click({ force: true });
+    cy.button(/Edit/).click();
+  });
+}
+
+function confirmDiscardChanges() {
+  H.modal().should("have.length", 2).last().button("Discard changes").click();
+}

e2e/test/scenarios/embedding/embedding-hub/embedding-hub.cy.spec.ts

@@ -23,12 +23,12 @@ describe("scenarios - embedding hub", () => {
         .should("exist");
     });
 
-    it('"Generate a dashboard" card should work correctly', () => {
+    it('"Create a dashboard" card should work correctly', () => {
       cy.visit("/admin/embedding/setup-guide");
 
-      cy.log("Find and click on 'Generate a dashboard' card");
+      cy.log("Find and click on 'Create a dashboard' card");
       cy.findByTestId("admin-layout-content")
-        .findByText("Generate a dashboard")
+        .findByText("Create a dashboard")
         .click();
 
       cy.log("Select a table to generate dashboard from");
@@ -44,11 +44,13 @@ describe("scenarios - embedding hub", () => {
       cy.url().should("include", "/auto/dashboard/table/");
     });
 
-    it('"Add data" card should work correctly', () => {
+    it('"Connect a database" card should work correctly', () => {
       cy.visit("/admin/embedding/setup-guide");
 
-      cy.log("Find and click on 'Add data' card");
-      cy.findByTestId("admin-layout-content").findByText("Add data").click();
+      cy.log("Find and click on 'Connect a database' card");
+      cy.findByTestId("admin-layout-content")
+        .findByText("Connect a database")
+        .click();
 
       cy.log("Add data modal should open");
       cy.findByRole("dialog").within(() => {
@@ -70,14 +72,16 @@ describe("scenarios - embedding hub", () => {
 
       cy.visit("/admin/embedding/setup-guide");
 
-      cy.log("'Add data' should not be marked as done");
+      cy.log("'Connect a database' should not be marked as done");
       cy.findByTestId("admin-layout-content")
-        .findByText("Add data")
+        .findByText("Connect a database")
         .closest("button")
         .findByText("Done")
         .should("not.exist");
 
-      cy.findByTestId("admin-layout-content").findByText("Add data").click();
+      cy.findByTestId("admin-layout-content")
+        .findByText("Connect a database")
+        .click();
 
       H.modal().within(() => {
         cy.findByText("CSV").click();
@@ -101,9 +105,9 @@ describe("scenarios - embedding hub", () => {
 
       cy.wait("@getChecklist");
 
-      cy.log("'Add data' should be marked as done");
+      cy.log("'Connect a database' should be marked as done");
       cy.findByTestId("admin-layout-content")
-        .findByText("Add data")
+        .findByText("Connect a database")
         .closest("button")
         .scrollIntoView()
         .findByText("Done")
@@ -143,11 +147,11 @@ describe("scenarios - embedding hub", () => {
       });
     });
 
-    it('"Embed in your code" card should take you to the embed flow', () => {
+    it('"Get embed snippet" card should take you to the embed flow', () => {
       cy.visit("/admin/embedding/setup-guide");
 
       cy.findByTestId("admin-layout-content")
-        .findByText("Embed in your code")
+        .findByText("Get embed snippet")
         .click();
 
       cy.url().should("include", "/embed-js?auth_method=user_session");
@@ -189,8 +193,8 @@ describe("scenarios - embedding hub", () => {
 
       cy.get("main").within(() => {
         cy.findByText("Create models").should("be.visible");
-        cy.findByText("Generate a dashboard").should("be.visible");
-        cy.findByText("Add data").should("be.visible").click();
+        cy.findByText("Create a dashboard").should("be.visible");
+        cy.findByText("Connect a database").should("be.visible").click();
       });
 
       cy.log("Sanity check: add data modal should open");

e2e/test/scenarios/embedding/sdk-iframe-embedding-setup/embed-parameters.cy.spec.ts

@@ -104,14 +104,6 @@ H.describeWithSnowplow(suiteTitle, () => {
         .findByLabelText("Product ID")
         .should("contain", "456");
 
-      H.expectUnstructuredSnowplowEvent(
-        {
-          event: "embed_wizard_option_changed",
-          event_detail: "initialParameters",
-        },
-        2,
-      );
-
       cy.log("both default values should be in the code snippet");
       getEmbedSidebar().within(() => {
         cy.findByText("Get Code").click();
@@ -147,14 +139,6 @@ H.describeWithSnowplow(suiteTitle, () => {
         .findByTestId("dashboard-parameters-widget-container")
         .should("not.exist");
 
-      H.expectUnstructuredSnowplowEvent(
-        {
-          event: "embed_wizard_option_changed",
-          event_detail: "hiddenParameters",
-        },
-        2,
-      );
-
       cy.log("code snippet should contain the hidden parameters");
       getEmbedSidebar().within(() => {
         cy.findByText("Get Code").click();
@@ -218,11 +202,6 @@ H.describeWithSnowplow(suiteTitle, () => {
         cy.findAllByText("75.41").first().should("be.visible");
       });
 
-      H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_option_changed",
-        event_detail: "initialSqlParameters",
-      });
-
       getEmbedSidebar().within(() => {
         cy.findByText("Get Code").click();
         codeBlock().should("contain", "initial-sql-parameters=");

e2e/test/scenarios/embedding/sdk-iframe-embedding-setup/get-code.cy.spec.ts

@@ -115,6 +115,32 @@ H.describeWithSnowplow(suiteTitle, () => {
     getEmbedSidebar().within(() => {
       cy.findByLabelText("Existing Metabase session").should("be.checked");
       codeBlock().should("contain", '"useExistingUserSession": true');
+
+      cy.findByText(/Copy Code/).click();
+
+      H.expectUnstructuredSnowplowEvent({
+        event: "embed_wizard_code_copied",
+        event_detail: "user_session",
+      });
+    });
+  });
+
+  it("should track embed_wizard_code_copied when copy event triggers", () => {
+    navigateToGetCodeStep({
+      experience: "dashboard",
+      resourceName: DASHBOARD_NAME,
+    });
+
+    getEmbedSidebar().within(() => {
+      cy.findByLabelText("Existing Metabase session").should("be.checked");
+
+      codeBlock().should("contain", '"useExistingUserSession": true');
+      codeBlock().trigger("copy");
+
+      H.expectUnstructuredSnowplowEvent({
+        event: "embed_wizard_code_copied",
+        event_detail: "user_session",
+      });
     });
   });
 
@@ -127,13 +153,14 @@ H.describeWithSnowplow(suiteTitle, () => {
 
     getEmbedSidebar().within(() => {
       cy.findByLabelText("Single sign-on (SSO)").click();
+      codeBlock().should("not.contain", "useExistingUserSession");
+
+      cy.findByText(/Copy Code/).click();
 
       H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_auth_selected",
+        event: "embed_wizard_code_copied",
         event_detail: "sso",
       });
-
-      codeBlock().should("not.contain", "useExistingUserSession");
     });
   });
 

e2e/test/scenarios/embedding/sdk-iframe-embedding-setup/select-embed-entity.cy.spec.ts

@@ -41,7 +41,25 @@ H.describeWithSnowplow(suiteTitle, () => {
     H.expectNoBadSnowplowEvents();
   });
 
-  it("can select a recent dashboard to embed", () => {
+  it("tracks 'default' when keeping the default dashboard selection", () => {
+    visitNewEmbedPage();
+
+    getEmbedSidebar().within(() => {
+      cy.findByText("Next").click();
+      cy.findByText("Select a dashboard to embed").should("be.visible");
+
+      cy.log("first dashboard should be selected by default");
+      getRecentItemCards().first().should("have.attr", "data-selected", "true");
+      cy.findByText("Next").click();
+    });
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_resource_selection_completed",
+      event_detail: "default",
+    });
+  });
+
+  it("tracks 'custom' when selecting a different dashboard", () => {
     cy.log("add two dashboards to activity log");
 
     H.createDashboard({ name: SECOND_DASHBOARD_NAME }).then(
@@ -70,14 +88,6 @@ H.describeWithSnowplow(suiteTitle, () => {
       cy.log("second dashboard can be selected");
       cy.findByText(SECOND_DASHBOARD_NAME).click();
 
-      cy.get("@secondDashboardId").then((secondDashboardId) => {
-        H.expectUnstructuredSnowplowEvent({
-          event: "embed_wizard_resource_selected",
-          target_id: secondDashboardId,
-          event_detail: "dashboard",
-        });
-      });
-
       getRecentItemCards().eq(1).should("have.attr", "data-selected", "true");
     });
 
@@ -87,22 +97,11 @@ H.describeWithSnowplow(suiteTitle, () => {
       cy.findByText(SECOND_DASHBOARD_NAME).should("be.visible");
     });
 
-    cy.log("select the same the dashboard again");
-    getEmbedSidebar().within(() => {
-      cy.findByText(SECOND_DASHBOARD_NAME).click();
-      cy.findByText(SECOND_DASHBOARD_NAME).click();
-    });
+    getEmbedSidebar().findByText("Next").click();
 
-    cy.get("@secondDashboardId").then((secondDashboardId) => {
-      cy.log("only a single snowplow event should be sent");
-      H.expectUnstructuredSnowplowEvent(
-        {
-          event: "embed_wizard_resource_selected",
-          target_id: secondDashboardId,
-          event_detail: "dashboard",
-        },
-        1,
-      );
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_resource_selection_completed",
+      event_detail: "custom",
     });
   });
 
@@ -131,13 +130,14 @@ H.describeWithSnowplow(suiteTitle, () => {
       cy.log("second question can be selected");
       cy.findByText(SECOND_QUESTION_NAME).click();
 
-      H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_resource_selected",
-        target_id: ORDERS_BY_YEAR_QUESTION_ID,
-        event_detail: "chart",
-      });
-
       getRecentItemCards().eq(1).should("have.attr", "data-selected", "true");
+
+      cy.findByText("Next").click();
+
+      H.expectUnstructuredSnowplowEvent({
+        event: "embed_wizard_resource_selection_completed",
+        event_detail: "custom",
+      });
     });
 
     cy.log("selected question should be shown in the preview");
@@ -166,14 +166,6 @@ H.describeWithSnowplow(suiteTitle, () => {
       cy.findByText(SECOND_DASHBOARD_NAME).click();
     });
 
-    cy.get("@secondDashboardId").then((secondDashboardId) => {
-      H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_resource_selected",
-        target_id: secondDashboardId,
-        event_detail: "dashboard",
-      });
-    });
-
     cy.log("dashboard is added to the top of recents list and selected");
     getEmbedSidebar().within(() => {
       getRecentItemCards()
@@ -204,12 +196,6 @@ H.describeWithSnowplow(suiteTitle, () => {
       cy.findByText(FIRST_QUESTION_NAME).click();
     });
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_resource_selected",
-      target_id: ORDERS_COUNT_QUESTION_ID,
-      event_detail: "chart",
-    });
-
     cy.log("question is added to the top of recents list and selected");
     getEmbedSidebar().within(() => {
       getRecentItemCards()
@@ -217,6 +203,13 @@ H.describeWithSnowplow(suiteTitle, () => {
         .first()
         .should("contain", FIRST_QUESTION_NAME)
         .should("have.attr", "data-selected", "true");
+
+      cy.findByText("Next").click();
+    });
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_resource_selection_completed",
+      event_detail: "custom",
     });
 
     cy.wait("@cardQuery");

e2e/test/scenarios/embedding/sdk-iframe-embedding-setup/select-embed-experience.cy.spec.ts

@@ -39,8 +39,18 @@ H.describeWithSnowplow(suiteTitle, () => {
       visitNewEmbedPage();
       assertRecentItemName("dashboard", dashboardName);
 
+      H.expectUnstructuredSnowplowEvent({ event: "embed_wizard_opened" });
       H.waitForSimpleEmbedIframesToLoad();
 
+      getEmbedSidebar().within(() => {
+        cy.findByText("Next").click();
+      });
+
+      H.expectUnstructuredSnowplowEvent({
+        event: "embed_wizard_experience_completed",
+        event_detail: "default",
+      });
+
       H.getSimpleEmbedIframeContent().within(() => {
         cy.log("dashboard title is visible");
         cy.findByText(dashboardName).should("be.visible");
@@ -59,12 +69,16 @@ H.describeWithSnowplow(suiteTitle, () => {
 
       visitNewEmbedPage();
       assertRecentItemName("card", questionName);
+      H.expectUnstructuredSnowplowEvent({ event: "embed_wizard_opened" });
 
-      getEmbedSidebar().findByText("Chart").click();
+      getEmbedSidebar().within(() => {
+        cy.findByText("Chart").click();
+        cy.findByText("Next").click();
+      });
 
       H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_experience_selected",
-        event_detail: "chart",
+        event: "embed_wizard_experience_completed",
+        event_detail: "custom=chart",
       });
 
       cy.wait("@cardQuery");
@@ -77,11 +91,15 @@ H.describeWithSnowplow(suiteTitle, () => {
 
     it("shows exploration template when selected", { tags: "@skip" }, () => {
       visitNewEmbedPage();
-      getEmbedSidebar().findByText("Exploration").click();
+
+      getEmbedSidebar().within(() => {
+        cy.findByText("Exploration").click();
+        cy.findByText("Next").click();
+      });
 
       H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_experience_selected",
-        event_detail: "exploration",
+        event: "embed_wizard_experience_completed",
+        event_detail: "custom=exploration",
       });
 
       H.waitForSimpleEmbedIframesToLoad();
@@ -94,11 +112,15 @@ H.describeWithSnowplow(suiteTitle, () => {
 
     it("shows browser template when selected", () => {
       visitNewEmbedPage();
-      getEmbedSidebar().findByText("Browser").click();
+
+      getEmbedSidebar().within(() => {
+        cy.findByText("Browser").click();
+        cy.findByText("Next").click();
+      });
 
       H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_experience_selected",
-        event_detail: "browser",
+        event: "embed_wizard_experience_completed",
+        event_detail: "custom=browser",
       });
 
       H.getSimpleEmbedIframeContent().within(() => {
@@ -144,11 +166,14 @@ H.describeWithSnowplow(suiteTitle, () => {
         visitNewEmbedPage();
         cy.wait("@emptyRecentItems");
 
-        getEmbedSidebar().findByText("Chart").click();
+        getEmbedSidebar().within(() => {
+          cy.findByText("Chart").click();
+          cy.findByText("Next").click();
+        });
 
         H.expectUnstructuredSnowplowEvent({
-          event: "embed_wizard_experience_selected",
-          event_detail: "chart",
+          event: "embed_wizard_experience_completed",
+          event_detail: "custom=chart",
         });
 
         H.waitForSimpleEmbedIframesToLoad();

e2e/test/scenarios/embedding/sdk-iframe-embedding-setup/select-embed-options.cy.spec.ts

@@ -55,11 +55,6 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("not.be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "drills",
-    });
-
     cy.log("drill-through should be disabled in the preview");
     H.getSimpleEmbedIframeContent().within(() => {
       cy.findByText("110.93").click();
@@ -68,6 +63,13 @@ H.describeWithSnowplow(suiteTitle, () => {
 
     cy.log("snippet should be updated");
     getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=default,auth=user_session,drills=false,withDownloads=false,withTitle=true",
+    });
+
     codeBlock().should("contain", 'drills="false"');
   });
 
@@ -91,17 +93,19 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "withDownloads",
-    });
-
     H.getSimpleEmbedIframeContent()
       .findByTestId("export-as-pdf-button")
       .should("be.visible");
 
     cy.log("snippet should be updated");
     getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=default,auth=user_session,drills=true,withDownloads=true,withTitle=true",
+    });
+
     codeBlock().should("contain", 'with-downloads="true"');
   });
 
@@ -125,17 +129,19 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("not.be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "withTitle",
-    });
-
     H.getSimpleEmbedIframeContent()
       .findByText("Orders in a dashboard")
       .should("not.exist");
 
     cy.log("snippet should be updated");
     getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=default,auth=user_session,drills=true,withDownloads=false,withTitle=false",
+    });
+
     codeBlock().should("contain", 'with-title="false"');
   });
 
@@ -161,11 +167,6 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("not.be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "drills",
-    });
-
     cy.log("drill-through should be disabled in chart preview");
     H.getSimpleEmbedIframeContent().within(() => {
       cy.findByText("18,760").click();
@@ -200,17 +201,19 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "withDownloads",
-    });
-
     H.getSimpleEmbedIframeContent()
       .findByTestId("question-download-widget-button")
       .should("be.visible");
 
     cy.log("snippet should be updated");
     getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=default,auth=user_session,drills=true,withDownloads=true,withTitle=true,isSaveEnabled=false",
+    });
+
     codeBlock().should("contain", 'with-downloads="true"');
   });
 
@@ -233,11 +236,6 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("not.be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "withTitle",
-    });
-
     H.getSimpleEmbedIframeContent()
       .findByText("Orders, Count")
       .should("not.exist");
@@ -277,22 +275,15 @@ H.describeWithSnowplow(suiteTitle, () => {
     H.getSimpleEmbedIframeContent()
       .findByText("Orders, Count")
       .should("be.visible");
-
-    H.expectUnstructuredSnowplowEvent(
-      {
-        event: "embed_wizard_option_changed",
-        event_detail: "withTitle",
-      },
-      2,
-    );
   });
 
   ["exploration", "chart"].forEach((experience) => {
     it(`toggles save button for ${experience}`, () => {
-      navigateToEmbedOptionsStep({
-        experience,
-        ...(experience === "chart" && { resourceName: QUESTION_NAME }),
-      });
+      navigateToEmbedOptionsStep(
+        experience === "chart"
+          ? { experience: "chart", resourceName: QUESTION_NAME }
+          : { experience: "exploration" },
+      );
 
       if (experience === "exploration") {
         cy.log("visualize a question to enable the save button");
@@ -315,11 +306,6 @@ H.describeWithSnowplow(suiteTitle, () => {
         .click()
         .should("be.checked");
 
-      H.expectUnstructuredSnowplowEvent({
-        event: "embed_wizard_option_changed",
-        event_detail: "isSaveEnabled",
-      });
-
       if (experience === "chart") {
         cy.log("select a different visualization to enable the save button");
         H.getSimpleEmbedIframeContent().within(() => {
@@ -334,6 +320,15 @@ H.describeWithSnowplow(suiteTitle, () => {
 
       cy.log("snippet should be updated");
       getEmbedSidebar().findByText("Get Code").click();
+
+      H.expectUnstructuredSnowplowEvent({
+        event: "embed_wizard_options_completed",
+        event_detail:
+          experience === "chart"
+            ? "settings=custom,theme=default,auth=user_session,drills=true,withDownloads=false,withTitle=true,isSaveEnabled=true"
+            : "settings=custom,theme=default,auth=user_session,isSaveEnabled=true",
+      });
+
       codeBlock().should("contain", 'is-save-enabled="true"');
     });
   });
@@ -358,17 +353,19 @@ H.describeWithSnowplow(suiteTitle, () => {
       .click()
       .should("be.checked");
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "readOnly",
-    });
-
     H.getSimpleEmbedIframeContent().within(() => {
       cy.findByText("New dashboard").should("be.visible");
     });
 
     cy.log("snippet should be updated");
     getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=default,auth=user_session,readOnly=false",
+    });
+
     codeBlock().should("contain", 'read-only="false"');
   });
 
@@ -397,11 +394,6 @@ H.describeWithSnowplow(suiteTitle, () => {
         .type("rgb(255, 0, 0)");
     });
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "theme",
-    });
-
     cy.log("table header cell should now be red");
     H.getSimpleEmbedIframeContent()
       .findAllByTestId("cell-data")
@@ -414,6 +406,12 @@ H.describeWithSnowplow(suiteTitle, () => {
     cy.log("snippet should be updated");
     getEmbedSidebar().findByText("Get Code").click();
 
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=custom,auth=user_session,drills=true,withDownloads=false,withTitle=true",
+    });
+
     codeBlock().should("contain", '"theme": {');
     codeBlock().should("contain", '"colors": {');
     codeBlock().should("contain", '"brand": "#FF0000"');
@@ -424,11 +422,6 @@ H.describeWithSnowplow(suiteTitle, () => {
     cy.log("click reset button");
     getEmbedSidebar().findByLabelText("Reset colors").click();
 
-    H.expectUnstructuredSnowplowEvent({
-      event: "embed_wizard_option_changed",
-      event_detail: "theme",
-    });
-
     cy.log("table header should be back to default blue");
     H.getSimpleEmbedIframeContent()
       .findAllByTestId("cell-data")
@@ -441,6 +434,11 @@ H.describeWithSnowplow(suiteTitle, () => {
     cy.log("snippet should not contain theme colors");
     getEmbedSidebar().findByText("Get Code").click();
     codeBlock().should("not.contain", '"theme": {');
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail: "settings=default",
+    });
   });
 
   it("derives colors for dark theme palette", () => {
@@ -475,6 +473,12 @@ H.describeWithSnowplow(suiteTitle, () => {
     cy.log("check that derived colors are applied to snippet");
     getEmbedSidebar().findByText("Get Code").click();
 
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail:
+        "settings=custom,theme=custom,auth=user_session,drills=true,withDownloads=false,withTitle=true",
+    });
+
     // derived-colors-for-embed-flow.unit.spec.ts contains the tests for other derived colors.
     cy.log("dark mode colors should be derived");
     codeBlock().should("contain", '"background-hover": "rgb(27, 27, 27)"');

e2e/test/scenarios/embedding/sdk-iframe-embedding/authentication.cy.spec.ts

@@ -1,5 +1,7 @@
+import { USERS } from "e2e/support/cypress_data";
 import { ORDERS_DASHBOARD_ID } from "e2e/support/cypress_sample_instance_data";
 import {
+  getSignedJwtForUser,
   mockAuthSsoEndpointForSamlAuthProvider,
   stubWindowOpenForSamlPopup,
 } from "e2e/support/helpers/embedding-sdk-testing";
@@ -124,6 +126,62 @@ describe("scenarios > embedding > sdk iframe embedding > authentication", () =>
     assertDashboardLoaded(frame);
   });
 
+  it("can login via JWT and a custom fetch request token function", () => {
+    H.prepareSdkIframeEmbedTest({ enabledAuthMethods: ["jwt"], signOut: true });
+
+    const frame = H.loadSdkIframeEmbedTestPage({
+      onVisitPage: (win) => {
+        (win as any).metabaseConfig = {
+          ...(win as any).metabaseConfig,
+          fetchRequestToken: async () => {
+            const jwt = await getSignedJwtForUser({ user: USERS.admin });
+
+            return { jwt };
+          },
+        };
+      },
+      elements: [
+        {
+          component: "metabase-dashboard",
+          attributes: {
+            dashboardId: ORDERS_DASHBOARD_ID,
+          },
+        },
+      ],
+    });
+
+    assertDashboardLoaded(frame);
+  });
+
+  it("shows error message if login via JWT and a custom fetch request token is failing", () => {
+    H.prepareSdkIframeEmbedTest({ enabledAuthMethods: ["jwt"], signOut: true });
+
+    const frame = H.loadSdkIframeEmbedTestPage({
+      onVisitPage: (win) => {
+        (win as any).metabaseConfig = {
+          ...(win as any).metabaseConfig,
+          fetchRequestToken: async () => {
+            return { jwt: "" };
+          },
+        };
+      },
+      elements: [
+        {
+          component: "metabase-dashboard",
+          attributes: {
+            dashboardId: ORDERS_DASHBOARD_ID,
+          },
+        },
+      ],
+    });
+
+    frame.within(() => {
+      cy.findByTestId("sdk-error-container")
+        .findByText(/Failed to fetch JWT token/)
+        .should("exist");
+    });
+  });
+
   it("can login via SAML", () => {
     mockAuthSsoEndpointForSamlAuthProvider();
     H.prepareSdkIframeEmbedTest({ enabledAuthMethods: [], signOut: true });

e2e/test/scenarios/embedding/sdk-iframe-embedding/sdk-pdf-downloads.cy.spec.ts

@@ -0,0 +1,97 @@
+const { H } = cy;
+import { ORDERS_DASHBOARD_ID } from "e2e/support/cypress_sample_instance_data";
+import type { BaseEmbedTestPageOptions } from "e2e/support/helpers";
+
+H.describeWithSnowplowEE(
+  "scenarios > embedding > sdk iframe embedding > pdf downloads",
+  () => {
+    const setup = (options: Partial<BaseEmbedTestPageOptions>) => {
+      const frame = H.loadSdkIframeEmbedTestPage({
+        elements: [
+          {
+            component: "metabase-dashboard",
+            attributes: {
+              dashboardId: ORDERS_DASHBOARD_ID,
+              withDownloads: true,
+            },
+          },
+        ],
+        ...options,
+      });
+
+      cy.wait("@getDashCardQuery");
+
+      // Check that the dashboard loaded fine
+      frame.within(() => {
+        cy.findByText("Orders in a dashboard").should("be.visible");
+        cy.findByText("Orders").should("be.visible");
+        H.assertTableRowsCount(2000);
+      });
+
+      return frame;
+    };
+
+    beforeEach(() => {
+      H.resetSnowplow();
+      cy.deleteDownloadsFolder();
+    });
+
+    afterEach(() => {
+      H.expectNoBadSnowplowEvents();
+    });
+
+    describe("Dashboard PDF downloads", () => {
+      beforeEach(() => {
+        H.prepareSdkIframeEmbedTest({ signOut: true });
+      });
+
+      it("should download dashboard as PDF with analytics tracking", () => {
+        const frame = setup({
+          metabaseConfig: {
+            theme: {
+              components: {
+                dashboard: {
+                  backgroundColor: "transparent",
+                },
+              },
+            },
+          },
+        });
+
+        frame
+          .should("contain", "Orders in a dashboard")
+          .findByLabelText("Download as PDF")
+          .should("be.visible")
+          .click();
+
+        // Verify PDF file download
+        cy.verifyDownload("Orders in a dashboard.pdf");
+
+        // Verify analytics tracking
+        H.expectUnstructuredSnowplowEvent({
+          dashboard_accessed_via: "sdk-embed",
+          event: "dashboard_pdf_exported",
+        });
+      });
+
+      it("should hide PDF download button when with-downloads is false", () => {
+        const frame = setup({
+          elements: [
+            {
+              component: "metabase-dashboard",
+              attributes: {
+                dashboardId: ORDERS_DASHBOARD_ID,
+                withDownloads: false,
+              },
+            },
+          ],
+        });
+
+        frame
+          .should("contain", "Orders in a dashboard")
+          .findByLabelText("Download as PDF")
+          .should("not.exist");
+      });
+    });
+  },
+);

e2e/test/scenarios/metrics/metrics-collection.cy.spec.js

@@ -225,14 +225,14 @@ describe("scenarios > metrics > collection", () => {
     H.createQuestion({
       ...ORDERS_SCALAR_MODEL_METRIC,
       collection_id: FIRST_COLLECTION_ID,
-    }).then(({ body: card }) => {
+    }).then(() => {
       cy.signIn("nocollection");
       H.visitCollection(FIRST_COLLECTION_ID);
     });
     H.getPinnedSection()
-      .findByTestId("scalar-container")
-      .findByText("18,760")
-      .should("be.visible");
+      .findByTestId("scalar-value")
+      .should("not.be.empty")
+      .and("be.visible");
   });
 });
 

e2e/test/scenarios/models/reproductions.cy.spec.js

@@ -689,7 +689,7 @@ describe("issue 23421", () => {
     type: "model",
   };
 
-  const hiddenColumnsQuestionDetails = {
+  const hiddenColumnsModelDetails = {
     native: {
       query,
     },
@@ -734,16 +734,17 @@ describe("issue 23421", () => {
   });
 
   it("`visualization_settings` with hidden columns should not break UI (metabase#23421)", () => {
-    H.createNativeQuestion(hiddenColumnsQuestionDetails, {
+    H.createNativeQuestion(hiddenColumnsModelDetails, {
       visitQuestion: true,
     });
     H.openQuestionActions();
     H.popover().findByText("Edit query definition").click();
 
     H.NativeEditor.get().should("be.visible").and("contain", query);
-    cy.findByTestId("visualization-root")
-      .findByText("Every field is hidden right now")
-      .should("be.visible");
+    H.tableInteractiveHeader().within(() => {
+      cy.findByText("id").should("be.visible");
+      cy.findByText("created_at").should("be.visible");
+    });
     cy.button("Save changes").should("be.disabled");
   });
 });

e2e/test/scenarios/native/native-reproductions.cy.spec.ts

@@ -818,3 +818,38 @@ describe("issue 59356", () => {
     cy.get("@dataset.all").should("have.length", 2);
   });
 });
+
+describe("issue 63711", () => {
+  beforeEach(() => {
+    H.restore();
+    cy.signInAsNormalUser();
+  });
+
+  it("Completions should be visible when there are a lot of options (metabase#63711)", () => {
+    H.startNewNativeQuestion();
+    H.NativeEditor.type("s");
+
+    cy.log("completions should be scrollable");
+    H.NativeEditor.completions()
+      .findByLabelText("Completions")
+      .then(($el) => {
+        const element = $el[0];
+        cy.wrap(element.scrollHeight).should("be.gt", element.clientHeight);
+      });
+
+    cy.log("completions should not cut off the height of the inner element");
+    H.NativeEditor.completion("SAVEPOINT")
+      .should("be.visible")
+      .then(($outerElement) => {
+        cy.wrap($outerElement)
+          .findByText("AVEPOINT")
+          .should("be.visible")
+          .then(($innerElement) => {
+            cy.wrap($innerElement[0].offsetHeight).should(
+              "be.eq",
+              $outerElement[0].clientHeight,
+            );
+          });
+      });
+  });
+});

e2e/test/scenarios/onboarding/setup/setup.cy.spec.ts

@@ -314,6 +314,19 @@ describe("scenarios > setup", () => {
       .should("be.visible");
   });
 
+  // There are only one step in the setup flow, so there is no need to show step numbers.
+  it("should not show step numbers in cloud embedding use case", () => {
+    H.mockSessionProperty("is-hosted?", true);
+    H.mockSessionProperty("token-features", { hosting: true });
+
+    cy.visit(
+      "/setup?first_name=John&last_name=Doe&email=john@doe.test&site_name=Doe%20Unlimited&use_case=embedding",
+    );
+
+    H.main().findByText("What should we call you?").should("be.visible");
+    cy.findByTestId("step-number").should("not.exist");
+  });
+
   it("should allow localization in the 'embedding' setup flow", () => {
     cy.visit(
       "/setup?first_name=John&last_name=Doe&email=john@doe.test&site_name=Doe%20Unlimited&use_case=embedding",

e2e/test/scenarios/question/notebook-data-source.cy.spec.ts

@@ -436,6 +436,8 @@ describe("issue 28106", () => {
           .findByTestId("scroll-container")
           .as("schemasList");
 
+        H.entityPickerModalLevel(2).should("contain", "Animals");
+
         cy.get("@schemasList").scrollTo("bottom");
 
         // assert scrolling worked and the last item is visible

e2e/test/scenarios/sharing/public-sharing-embed-flow.cy.spec.ts

@@ -7,14 +7,22 @@ import { getEmbedSidebar } from "../embedding/sdk-iframe-embedding-setup/helpers
 
 const { H } = cy;
 
-describe("embed flow pre-selection from sharing modal", () => {
+const suiteTitle = "scenarios > sharing > embed flow pre-selection";
+
+H.describeWithSnowplow(suiteTitle, () => {
   beforeEach(() => {
     H.restore();
+    H.resetSnowplow();
     cy.signInAsAdmin();
-    H.activateToken("pro-self-hosted");
+    H.activateToken("bleeding-edge");
+    H.enableTracking();
     H.updateSetting("enable-embedding-simple", true);
   });
 
+  afterEach(() => {
+    H.expectNoBadSnowplowEvents();
+  });
+
   it("pre-selects dashboard in embed flow when opened from dashboard sharing modal", () => {
     H.visitDashboard(ORDERS_DASHBOARD_ID);
     H.openSharingMenu("Embed");
@@ -23,6 +31,8 @@ describe("embed flow pre-selection from sharing modal", () => {
       cy.findByRole("link", { name: "Embedded Analytics JS" }).click();
     });
 
+    H.expectUnstructuredSnowplowEvent({ event: "embed_wizard_opened" });
+
     cy.location("search").should((search) => {
       const params = new URLSearchParams(search);
 
@@ -30,7 +40,6 @@ describe("embed flow pre-selection from sharing modal", () => {
       expect(params.get("resource_id")).to.equal(String(ORDERS_DASHBOARD_ID));
     });
 
-    cy.log("should navigate to embed options step");
     getEmbedSidebar().within(() => {
       cy.findByText("Behavior").should("be.visible");
       cy.findByText("Appearance").should("be.visible");
@@ -41,15 +50,24 @@ describe("embed flow pre-selection from sharing modal", () => {
     H.getSimpleEmbedIframeContent()
       .findByText("Orders in a dashboard", { timeout: 10_000 })
       .should("be.visible");
+
+    getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail: "settings=default",
+    });
   });
 
   it("pre-selects question in embed flow when opened from question sharing modal", () => {
     H.visitQuestion(ORDERS_QUESTION_ID);
     H.openSharingMenu("Embed");
 
-    H.getEmbedModalSharingPane().within(() => {
-      cy.findByRole("link", { name: "Embedded Analytics JS" }).click();
-    });
+    H.getEmbedModalSharingPane()
+      .findByRole("link", { name: "Embedded Analytics JS" })
+      .click();
+
+    H.expectUnstructuredSnowplowEvent({ event: "embed_wizard_opened" });
 
     cy.location("search").should((search) => {
       const params = new URLSearchParams(search);
@@ -58,7 +76,6 @@ describe("embed flow pre-selection from sharing modal", () => {
       expect(params.get("resource_id")).to.equal(String(ORDERS_QUESTION_ID));
     });
 
-    cy.log("should navigate to embed options step");
     getEmbedSidebar().within(() => {
       cy.findByText("Behavior").should("be.visible");
       cy.findByText("Appearance").should("be.visible");
@@ -69,5 +86,58 @@ describe("embed flow pre-selection from sharing modal", () => {
     H.getSimpleEmbedIframeContent()
       .findByText("Orders", { timeout: 10_000 })
       .should("be.visible");
+
+    getEmbedSidebar().findByText("Get Code").click();
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_options_completed",
+      event_detail: "settings=default",
+    });
+  });
+
+  it("tracks default resources for pre-selected dashboard", () => {
+    H.visitDashboard(ORDERS_DASHBOARD_ID);
+    H.openSharingMenu("Embed");
+
+    H.getEmbedModalSharingPane().within(() => {
+      cy.findByRole("link", { name: "Embedded Analytics JS" }).click();
+    });
+
+    H.expectUnstructuredSnowplowEvent({ event: "embed_wizard_opened" });
+
+    cy.log("go back to resource selection step");
+    getEmbedSidebar().within(() => {
+      cy.findByText("Back").click();
+      cy.findByText("Select a dashboard to embed").should("be.visible");
+      cy.findByText("Next").click();
+    });
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_resource_selection_completed",
+      event_detail: "default",
+    });
+  });
+
+  it("tracks default resources for pre-selected question", () => {
+    H.visitQuestion(ORDERS_QUESTION_ID);
+    H.openSharingMenu("Embed");
+
+    H.getEmbedModalSharingPane().within(() => {
+      cy.findByRole("link", { name: "Embedded Analytics JS" }).click();
+    });
+
+    H.expectUnstructuredSnowplowEvent({ event: "embed_wizard_opened" });
+
+    cy.log("go back to resource selection step");
+    getEmbedSidebar().within(() => {
+      cy.findByText("Back").click();
+      cy.findByText("Select a chart to embed").should("be.visible");
+      cy.findByText("Next").click();
+    });
+
+    H.expectUnstructuredSnowplowEvent({
+      event: "embed_wizard_resource_selection_completed",
+      event_detail: "default",
+    });
   });
 });

e2e/test/scenarios/table-editing/table-editing.cy.spec.ts

@@ -1,6 +1,6 @@
 import dayjs from "dayjs";
 
-import { SAMPLE_DB_ID } from "e2e/support/cypress_data";
+import { SAMPLE_DB_ID, WRITABLE_DB_ID } from "e2e/support/cypress_data";
 import { SAMPLE_DATABASE } from "e2e/support/cypress_sample_database";
 import { resetSnowplow } from "e2e/support/helpers/e2e-snowplow-helpers";
 
@@ -403,35 +403,51 @@ describe("scenarios > table-editing", () => {
     beforeEach(() => {
       resetSnowplow();
 
-      cy.intercept("GET", `/api/table/${ORDERS_ID}/query_metadata`).as(
-        "getOrdersTable",
-      );
+      H.restore("postgres-writable");
+      H.resetTestTable({ type: "postgres", table: "scoreboard_actions" });
+      H.resyncDatabase({
+        dbId: WRITABLE_DB_ID,
+        tableName: "scoreboard_actions",
+      });
 
+      H.activateToken("bleeding-edge");
+      setTableEditingEnabledForDB(WRITABLE_DB_ID);
+
+      cy.intercept("GET", "/api/table/*/query_metadata").as("getTableMetadata");
       cy.intercept("POST", "api/dataset").as("getTableDataQuery");
       cy.intercept("POST", "api/ee/action-v2/execute-bulk").as("executeBulk");
 
-      cy.visit(`/browse/databases/${SAMPLE_DB_ID}/tables/${ORDERS_ID}/edit`);
+      H.getTableId({ name: "scoreboard_actions" }).then((tableId) => {
+        cy.visit(`/browse/databases/${WRITABLE_DB_ID}/tables/${tableId}/edit`);
+      });
 
-      cy.wait("@getOrdersTable");
+      cy.wait("@getTableMetadata");
     });
 
     it("should allow to create a row", () => {
       cy.findByTestId("new-record-button").click();
 
-      H.modal().within(() => {
-        cy.findByText("Create a new record").should("be.visible");
-        cy.findByTestId("Tax-field-input").type("50");
-        cy.findByTestId("Total-field-input").type("100");
-        cy.findByTestId("Discount-field-input").type("10");
-        cy.findByTestId("create-row-form-submit-button").click();
-      });
+      H.modal().findByText("Create a new record").should("be.visible");
+
+      cy.findByTestId("Team Name-field-input").click();
+      H.popover().findByRole("textbox").type("New York Bricks");
+      H.popover()
+        .findByText(/Add option/)
+        .click();
+      cy.findByTestId("Score-field-input").type("987");
+      cy.findByTestId("Status-field-input").click();
+      H.popover().findByText("active").click();
+
+      cy.findByTestId("create-row-form-submit-button").click();
 
       cy.wait("@executeBulk").then(({ response, request }) => {
         expect(request.body.action).to.equal("data-grid.row/create");
         expect(response?.body.outputs[0].op).to.equal("created");
-        expect(response?.body.outputs[0].row.TAX).to.equal(50);
-        expect(response?.body.outputs[0].row.TOTAL).to.equal(100);
-        expect(response?.body.outputs[0].row.DISCOUNT).to.equal(10);
+        expect(response?.body.outputs[0].row.score).to.equal(987);
+        expect(response?.body.outputs[0].row.status).to.equal("active");
+        expect(response?.body.outputs[0].row.team_name).to.equal(
+          "New York Bricks",
+        );
       });
 
       H.undoToast().within(() => {
@@ -439,18 +455,25 @@ describe("scenarios > table-editing", () => {
         cy.findByLabelText("close icon").click();
       });
 
-      H.expectUnstructuredSnowplowEvent({
-        event: "edit_data_record_modified",
-        event_detail: "create",
-        target_id: ORDERS_ID,
-        triggered_from: "modal",
-        result: "success",
+      cy.findByTestId("table-root").within(() => {
+        cy.findByText("New York Bricks").should("be.visible");
+        cy.findByText("987").should("be.visible");
+      });
+
+      H.getTableId({ name: "scoreboard_actions" }).then((tableId) => {
+        H.expectUnstructuredSnowplowEvent({
+          event: "edit_data_record_modified",
+          event_detail: "create",
+          target_id: tableId,
+          triggered_from: "modal",
+          result: "success",
+        });
       });
     });
 
     it("should allow to delete multiple rows (bulk)", () => {
-      cy.findAllByTestId("row-select-checkbox").eq(15).click();
-      cy.findAllByTestId("row-select-checkbox").eq(16).click();
+      cy.findAllByTestId("row-select-checkbox").eq(1).click();
+      cy.findAllByTestId("row-select-checkbox").eq(2).click();
 
       cy.log("should not show edit icon when rows are selected");
       cy.findByTestId("row-edit-icon").should("not.exist");

e2e/test/scenarios/visualizations-charts/visualizations-charts-reproductions.cy.spec.js

@@ -1282,3 +1282,42 @@ describe("issue 54271", () => {
     H.assertQueryBuilderRowCount(1076);
   });
 });
+
+describe("issue 63671", () => {
+  beforeEach(() => {
+    H.restore();
+    cy.signInAsAdmin();
+
+    H.createQuestion(
+      {
+        query: {
+          "source-table": PRODUCTS_ID,
+          aggregation: [["count"]],
+          breakout: [
+            [
+              "field",
+              PRODUCTS.CREATED_AT,
+              {
+                "temporal-unit": "year",
+              },
+            ],
+          ],
+          filter: [
+            "between",
+            ["field", PRODUCTS.CREATED_AT, null],
+            "2025-01-01",
+            "2025-12-31",
+          ],
+        },
+        display: "bar",
+      },
+      { visitQuestion: true },
+    );
+  });
+
+  it("should not show an extra value on bar charts when there is only value on the x axis (metabase#63671)", () => {
+    cy.findByTestId("query-visualization-root")
+      .findByText("2025")
+      .should("have.length", 1);
+  });
+});

e2e/test/scenarios/visualizations-tabular/visualizations-tabular-reproductions.cy.spec.js

@@ -639,8 +639,7 @@ describe("issue 37726", () => {
   });
 });
 
-// unskip once metabase#42049 is addressed
-describe("issue 42049", { tags: "@skip" }, () => {
+describe("issue 42049", () => {
   beforeEach(() => {
     H.restore();
     cy.signInAsAdmin();
@@ -703,11 +702,11 @@ describe("issue 42049", { tags: "@skip" }, () => {
     cy.get("@headerCells").eq(1).should("have.text", "Created At");
     cy.get("@headerCells").eq(2).should("have.text", "Quantity");
 
-    cy.findByRole("button", { name: "Filter" }).click();
+    cy.findByTestId("question-filter-header").click();
 
-    cy.findByRole("dialog").within(() => {
-      cy.findByRole("button", { name: "Last month" }).click();
-      cy.findByRole("button", { name: "Apply filters" }).click();
+    H.popover().within(() => {
+      cy.findByText("Created At").click();
+      cy.button("Previous month").click();
     });
 
     cy.wait("@cardQuery");

enterprise/backend/src/metabase_enterprise/advanced_config/file/users.clj

@@ -56,4 +56,5 @@
 (defmethod advanced-config.file.i/initialize-section! :users
   [_section-name users]
   (doseq [user users]
-    (init-from-config-file! user)))
+    ;; we're lower-casing emails in :model/User, so we should do the same here
+    (init-from-config-file! (update user :email u/lower-case-en))))

enterprise/backend/src/metabase_enterprise/api/routes.clj

@@ -20,6 +20,7 @@
    [metabase-enterprise.content-verification.api.routes]
    [metabase-enterprise.database-replication.api :as database-replication.api]
    [metabase-enterprise.database-routing.api]
+   [metabase-enterprise.dependencies.api]
    [metabase-enterprise.documents.api]
    [metabase-enterprise.email.api]
    [metabase-enterprise.embedding-hub.api]
@@ -52,6 +53,7 @@
    :ai-entity-analysis         (deferred-tru "AI Entity Analysis")
    :collection-cleanup         (deferred-tru "Collection Cleanup")
    :content-translation        (deferred-tru "Content translation")
+   :dependencies               (deferred-tru "Dependency Tracking")
    :documents                  (deferred-tru "Documents")
    :embedding                  (deferred-tru "Embedding")
    :etl-connections            (deferred-tru "ETL Connections")
@@ -104,6 +106,7 @@
                                        (premium-handler :etl-connections)
                                        (premium-handler :etl-connections-pg))
    "/database-routing"             (premium-handler metabase-enterprise.database-routing.api/routes :database-routing)
+   "/dependencies"                 (premium-handler metabase-enterprise.dependencies.api/routes :dependencies)
    "/document"                     (premium-handler metabase-enterprise.documents.api/routes :documents)
    "/email"                        (premium-handler metabase-enterprise.email.api/routes :cloud-custom-smtp)
    "/embedding-hub"                (premium-handler metabase-enterprise.embedding-hub.api/routes :embedding)

enterprise/backend/src/metabase_enterprise/core/init.clj

@@ -12,6 +12,7 @@
    [metabase-enterprise.cache.init]
    [metabase-enterprise.comments.init]
    [metabase-enterprise.database-replication.init]
+   [metabase-enterprise.dependencies.init]
    [metabase-enterprise.documents.init]
    [metabase-enterprise.gsheets.init]
    [metabase-enterprise.llm.init]

enterprise/backend/src/metabase_enterprise/dependencies/api.clj

@@ -0,0 +1,124 @@
+(ns metabase-enterprise.dependencies.api
+  (:require
+   [medley.core :as m]
+   [metabase-enterprise.dependencies.core :as dependencies]
+   [metabase.analyze.core :as analyze]
+   [metabase.api.macros :as api.macros]
+   [metabase.api.routes.common :refer [+auth]]
+   [metabase.api.util.handlers :as handlers]
+   [metabase.collections.models.collection.root :as collection.root]
+   [metabase.lib-be.metadata.jvm :as lib-be.metadata.jvm]
+   [metabase.lib.metadata :as lib.metadata]
+   [metabase.models.interface :as mi]
+   [metabase.native-query-snippets.core :as native-query-snippets]
+   [metabase.queries.schema :as queries.schema]
+   [metabase.util.i18n :refer [tru]]
+   [metabase.util.log :as log]
+   [metabase.util.malli.registry :as mr]
+   [metabase.util.malli.schema :as ms]
+   [toucan2.core :as t2]))
+
+(mr/def ::card-body
+  [:map
+   [:id              {:optional false} ms/PositiveInt]
+   [:dataset_query   {:optional true}  [:maybe ms/Map]]
+   [:type            {:optional true}  [:maybe ::queries.schema/card-type]]
+   [:result_metadata {:optional true}  [:maybe analyze/ResultsMetadata]]])
+
+(defn- broken-cards-response
+  [{:keys [card transform]}]
+  (let [broken-card-ids (keys card)
+        broken-cards (when (seq broken-card-ids)
+                       (-> (t2/select :model/Card :id [:in broken-card-ids])
+                           (t2/hydrate [:collection :effective_ancestors] :dashboard)))
+        broken-transform-ids (keys transform)
+        broken-transforms (when (seq broken-transform-ids)
+                            (t2/select :model/Transform :id [:in broken-transform-ids]))]
+    {:success   (and (empty? broken-card-ids)
+                     (empty? broken-transform-ids))
+     :bad_cards (into [] (comp (filter (fn [card]
+                                         (if (mi/can-read? card)
+                                           card
+                                           (do (log/warnf "Eliding broken card %d - not readable by the user" (:id card))
+                                               nil))))
+                               (map (fn [card]
+                                      (-> card
+                                          collection.root/hydrate-root-collection
+                                          (update :dashboard #(some-> % (select-keys [:id :name])))))))
+                      broken-cards)
+     :bad_transforms (into [] broken-transforms)}))
+
+(api.macros/defendpoint :post "/check_card"
+  "Check a proposed edit to a card, and return the card IDs for those cards this edit will break."
+  [_route-params
+   _query-params
+   body :- ::card-body]
+  (let [database-id    (-> body :dataset_query :database)
+        base-provider  (lib-be.metadata.jvm/application-database-metadata-provider database-id)
+        original       (lib.metadata/card base-provider (:id body))
+        card           (-> original
+                           (assoc :dataset-query (:dataset_query body)
+                                  :type          (:type body (:type original)))
+                           ;; Remove the old `:result-metadata` from the card, it's likely wrong now.
+                           (dissoc :result-metadata)
+                           ;; But if the request includes `:result_metadata`, use that. It may be from a native card
+                           ;; that's been run before saving the card.
+                           (cond-> #_card
+                            (:result_metadata body) (assoc :result-metadata (:result_metadata body))))
+        edits          {:card [card]}
+        breakages      (dependencies/errors-from-proposed-edits base-provider edits)]
+    (broken-cards-response breakages)))
+
+(mr/def ::transform-body
+  [:map
+   [:id     {:optional false} ms/PositiveInt]
+   [:name   {:optional true}  :string]
+   [:source {:optional true}  [:maybe ms/Map]]
+   [:target {:optional true}  [:maybe ms/Map]]])
+
+(api.macros/defendpoint :post "/check_transform"
+  "Check a proposed edit to a transform, and return the card, transform, etc. IDs for things that will break."
+  [_route-params
+   _query-params
+   {:keys [id source target] :as _body} :- ::transform-body]
+  (if (= (keyword (:type source))
+         :query)
+    (let [database-id   (-> source :query :database)
+          base-provider (lib-be.metadata.jvm/application-database-metadata-provider database-id)
+          original      (lib.metadata/transform base-provider id)
+          transform     (-> original
+                            (cond-> #_transform source (assoc :source source))
+                            (cond-> #_transform target (assoc :target target)))
+          edits         {:transform [transform]}
+          breakages     (dependencies/errors-from-proposed-edits base-provider edits)]
+      (broken-cards-response breakages))
+    ;; if this isn't a sql query, just claim it works
+    {:success true}))
+
+(api.macros/defendpoint :post "/check_snippet"
+  "Check a proposed edit to a native snippet, and return the cards, etc. which will be broken."
+  [_route-params
+   _query-params
+   {:keys [id content], snippet-name :name}
+   :- [:map
+       [:id      {:optional false} ms/PositiveInt]
+       [:name    {:optional true}  native-query-snippets/NativeQuerySnippetName]
+       [:content {:optional true}  :string]]]
+  (let [original  (t2/select-one :model/NativeQuerySnippet id)
+        _         (when (and snippet-name
+                             (not= snippet-name (:name original))
+                             (t2/exists? :model/NativeQuerySnippet :name snippet-name))
+                    (throw (ex-info (tru "A snippet with that name already exists. Please pick a different name.")
+                                    {:status-code 400})))
+        snippet   (cond-> (m/assoc-some original
+                                        :lib/type :metadata/native-query-snippet
+                                        :name snippet-name
+                                        :content content)
+                    content native-query-snippets/add-template-tags)
+        breakages (dependencies/errors-from-proposed-edits {:snippet [snippet]})]
+    (broken-cards-response breakages)))
+
+(def ^{:arglists '([request respond raise])} routes
+  "`/api/ee/dependencies` routes."
+  (handlers/routes
+   (api.macros/ns-handler *ns* +auth)))

enterprise/backend/src/metabase_enterprise/dependencies/calculation.clj

@@ -0,0 +1,66 @@
+(ns metabase-enterprise.dependencies.calculation
+  (:require
+   [metabase-enterprise.dependencies.native-validation :as deps.native]
+   [metabase.lib-be.metadata.jvm :as lib-be.metadata.jvm]
+   [metabase.lib.metadata :as lib.metadata]
+   [metabase.lib.schema.id :as lib.schema.id]
+   [metabase.lib.schema.metadata :as lib.schema.metadata]
+   [metabase.lib.util :as lib.util]
+   [metabase.util :as u]
+   [metabase.util.log :as log]
+   [metabase.util.malli :as mu]
+   [metabase.util.malli.registry :as mr]))
+
+(defn- upstream-deps:mbql-query [legacy-query]
+  (lib.util/source-tables-and-cards [legacy-query]))
+
+(defn- upstream-deps:native-query [metadata-provider query]
+  (let [engine (:engine (lib.metadata/database metadata-provider))
+        deps   (deps.native/native-query-deps engine metadata-provider query)]
+    ;; The deps are in #{{:table 7} ...} form and need conversion to ::upstream-deps form.
+    (u/group-by ffirst (comp second first) conj #{} deps)))
+
+(mr/def ::upstream-deps
+  [:map
+   [:card      {:optional true} [:set ::lib.schema.id/card]]
+   [:table     {:optional true} [:set ::lib.schema.id/table]]
+   [:snippet   {:optional true} [:set ::lib.schema.id/snippet]]
+   [:transform {:optional true} [:set ::lib.schema.id/transform]]])
+
+(defn- upstream-deps:query [metadata-provider legacy-query]
+  (case (:type legacy-query)
+    (:query  "query")  (upstream-deps:mbql-query legacy-query)
+    (:native "native") (upstream-deps:native-query metadata-provider legacy-query)
+    (throw (ex-info "Unhandled kind of query" {:query legacy-query}))))
+
+(mu/defn upstream-deps:card :- ::upstream-deps
+  "Given a Toucan `:model/Card`, return its upstream dependencies as a map from the kind to a set of IDs."
+  ([card] (upstream-deps:card (lib-be.metadata.jvm/application-database-metadata-provider (:database_id card))
+                              card))
+  ([metadata-provider                      :- ::lib.schema.metadata/metadata-provider
+    {query :dataset_query :as _toucan-card}]
+   (upstream-deps:query metadata-provider query)))
+
+(mu/defn upstream-deps:transform :- ::upstream-deps
+  "Given a Transform (in Toucan form), return its upstream dependencies."
+  ([transform] (upstream-deps:transform nil transform))
+  ([metadata-provider :- [:maybe ::lib.schema.metadata/metadata-provider]
+    {{:keys [query type]} :source :as transform}]
+   (if (#{"query" :query} type)
+     (upstream-deps:query (or metadata-provider
+                              (lib-be.metadata.jvm/application-database-metadata-provider (:database query)))
+                          query)
+     (do (log/warnf "Don't know how to analyze the deps of Transform %d with source type '%s'" (:id transform) type)
+         {}))))
+
+(mu/defn upstream-deps:snippet :- ::upstream-deps
+  "Given a native query snippet, return its upstream dependencies in the usual `{entity-type #{1 2 3}}` format."
+  [{:keys [template_tags] :as _snippet}]
+  (let [type->id-key {:card :card-id, :snippet :snippet-id}
+        dependencies (keep (fn [tag]
+                             (let [entity-type (:type tag)]
+                               (when-let [id-key (type->id-key entity-type)]
+                                 (when-let [entity-id (id-key tag)]
+                                   [entity-type entity-id]))))
+                           (vals template_tags))]
+    (u/group-by first second conj #{} dependencies)))

enterprise/backend/src/metabase_enterprise/dependencies/core.clj

@@ -0,0 +1,205 @@
+(ns metabase-enterprise.dependencies.core
+  "API namespace for the `metabase-enterprise.dependencies` module.
+
+  Call [[errors-from-proposed-edits]] to find out what things will break downstream of a set of new/updated entities."
+  (:require
+   [metabase-enterprise.dependencies.metadata-provider :as deps.provider]
+   [metabase-enterprise.dependencies.models.dependency :as deps.graph]
+   [metabase-enterprise.dependencies.native-validation :as deps.native]
+   [metabase.graph.core :as graph]
+   [metabase.lib-be.metadata.jvm :as lib-be.metadata.jvm]
+   [metabase.lib.core :as lib]
+   [metabase.lib.metadata :as lib.metadata]
+   [metabase.lib.schema.metadata :as lib.schema.metadata]
+   [metabase.util :as u]
+   [metabase.util.log :as log]
+   [metabase.util.malli :as mu]
+   [metabase.util.malli.registry :as mr]
+   [toucan2.core :as t2]))
+
+(mr/def ::entity-type
+  [:enum :card :transform :snippet :table])
+
+(mr/def ::updates-map
+  ;; TODO: Make this more specific.
+  [:map-of ::entity-type [:sequential [:map [:id {:optional true} :int]]]])
+
+(mu/defn- metadata-provider :- ::lib.schema.metadata/metadata-provider
+  "Constructs a `MetadataProvider` with some pending edits applied.
+
+  The edits are *transitive*! Since a card's output columns can depend on its (possibly updated) inputs, all dependents
+  of editing things are considered edited too.
+
+  Note that if `:result-metadata` is present on an updated Card, it **will be used!** The only case where that is
+  actually useful is with a native query which has been executed, so the caller has driver metadata to give us. Any
+  old, pre-update `:result-metadata` should be dropped from any other cards in `updated-entities`."
+  ([base-provider    :- ::lib.schema.metadata/metadata-provider
+    updated-entities :- ::updates-map
+    & {:keys [graph dependents]}]
+   (let [dependents (or dependents (deps.graph/transitive-dependents graph updated-entities))]
+     (deps.provider/override-metadata-provider base-provider updated-entities dependents))))
+
+(defmulti check-query-inner
+  "Given a `MetadataProvider` and a lib query, find any bad refs in that query."
+  {:arglists '([metadata-provider driver query])}
+  (fn [_mp _driver query]
+    (-> (lib/query-stage query 0)
+        :lib/type)))
+
+(defmethod check-query-inner :mbql.stage/mbql
+  [_mp _driver query]
+  (lib/find-bad-refs query))
+
+(defmethod check-query-inner :mbql.stage/native
+  [mp driver query]
+  (deps.native/validate-native-query driver mp query))
+
+(defn- check-query
+  "Given a `MetadataProvider` and a query, find any bad refs in that query."
+  [mp driver query]
+  (check-query-inner mp driver (lib/query mp query)))
+
+(defmulti check-entity
+  "Given a `MetadataProvider`, and entity type, and an entity id, find any bad refs in that entity."
+  {:arglists '([metadata-provider entity-type entity-id])}
+  (fn [_mp entity-type _entity-id]
+    entity-type))
+
+(defmethod check-entity :default
+  [_mp _entity-type _entity-id]
+  nil)
+
+(defmethod check-entity :card
+  [mp _entity-type entity-id]
+  (let [query (:dataset-query (lib.metadata/card mp entity-id))
+        driver (:engine (lib.metadata/database mp))]
+    (check-query mp driver query)))
+
+(defmethod check-entity :transform
+  [mp _entity-type entity-id]
+  (let [{{target-schema :schema target-name :name} :target
+         {:keys [query]} :source
+         :as _transform} (lib.metadata/transform mp entity-id)
+        driver (:engine (lib.metadata/database mp))
+        output-table (some #(when (and (= (:schema %) target-schema)
+                                       (= (:name %) target-name))
+                              %)
+                           (lib.metadata/tables mp))
+        output-fields (lib.metadata/active-fields mp (:id output-table))
+        {:keys [duplicate-fields]} (reduce (fn [{:keys [seen duplicate-fields]}
+                                                {name :name :as field}]
+                                             (if (seen name)
+                                               {:seen seen
+                                                :duplicate-fields (conj duplicate-fields field)}
+                                               {:seen (conj seen name)
+                                                :duplicate-fields duplicate-fields}))
+                                           {:seen #{}}
+                                           output-fields)]
+    (into duplicate-fields (check-query mp driver query))))
+
+(mu/defn- check-query-soundness ;; :- [:map-of ::lib.schema.id/card [:sequential ::lib.schema.mbql-clause/clause]]
+  "Given a `MetadataProvider` as returned by [[metadata-provider]], scan all its updated entities and their dependents
+  to check that everything is still sound.
+
+  In particular, we're looking for bad clauses with refs to columns which no longer exist, since those queries fail
+  to compile.
+
+  May return false positives: if a card already has a bad ref in it, then it will be returned even if that bad ref has
+  nothing to do with the updates in the `provider`.
+
+  Returns a map `{:card {card-id [bad-ref ...]}, :transform {...}}`. It will be empty, if there are no bad refs
+  detected."
+  [provider :- ::lib.schema.metadata/metadata-provider]
+  (let [overrides (deps.provider/all-overrides provider)
+        errors    (volatile! {})]
+    (doseq [[entity-type ids] overrides
+            id ids
+            :let [bad-refs (check-entity provider entity-type id)]]
+      (when (seq bad-refs)
+        (vswap! errors assoc-in [entity-type id] bad-refs)))
+    @errors))
+
+(defn- group-by-db [deps]
+  (let [by-db (volatile! {})]
+    (when (seq (:card deps))
+      (doseq [[db-id card-ids] (->> (t2/select [:model/Card :id :database_id :card_schema] :id [:in (:card deps)])
+                                    (u/group-by :database_id :id conj #{}))]
+        (vswap! by-db assoc-in [db-id :card] card-ids)))
+    (when (seq (:table deps))
+      (doseq [[db-id table-ids] (->> (t2/select [:model/Table :id :db_id] :id [:in (:table deps)])
+                                     (u/group-by :db_id :id conj #{}))]
+        (vswap! by-db assoc-in [db-id :table] table-ids)))
+    (when (seq (:transform deps))
+      (doseq [[db-id transform-ids] (->> (t2/select [:model/Transform :id :source] :id [:in (:transform deps)])
+                                         (u/group-by #(get-in % [:source :query :database]) :id conj #{}))]
+        (if db-id
+          (vswap! by-db assoc-in [db-id :transform] transform-ids)
+          (log/warnf "Unable to infer database from transforms %s" transform-ids))))
+    (when (seq (:snippet deps))
+      ;; Copy any snippet deps to each database, since they span them all.
+      (vswap! by-db update-vals #(assoc % :snippet (:snippet deps))))
+
+    @by-db))
+
+;; TODO: (Braden 09/22/2025) More precise schemas for the errors this function returns. Currently they're pretty
+;; opaque, since the consumers of this function really care about "working/broken" and not the details of what's wrong
+;; with any particular card.
+(mu/defn errors-from-proposed-edits :- [:map-of ::entity-type [:map-of :int [:or :boolean [:sequential :any]]]]
+  "Given a regular `MetadataProvider`, and a map of entity types (`:card`, `:transform`, `:snippet`) to lists of
+  updated entities, this returns a map of `{entity-type {entity-id [bad-ref ...]}}`.
+
+  The 1-arity groups all the dependents by which Database they are part of, and runs the analysis for each of them.
+
+  The output is a map: `{entity-type {id [errors...]}}`; an empty map is returned when there are no errors
+  detected."
+  ([edits :- ::updates-map]
+   (let [all-deps (deps.graph/transitive-dependents edits)
+         by-db    (group-by-db all-deps)]
+     (reduce (fn [errors [db-id deps]]
+               (-> (lib-be.metadata.jvm/application-database-metadata-provider db-id)
+                   (metadata-provider edits :dependents deps)
+                   check-query-soundness
+                   (merge errors)))
+             {} by-db)))
+
+  ([base-provider :- ::lib.schema.metadata/metadata-provider
+    edits         :- ::updates-map]
+   (errors-from-proposed-edits base-provider nil edits))
+
+  ([base-provider :- ::lib.schema.metadata/metadata-provider
+    graph         :- [:maybe ::graph/graph]
+    edits         :- ::updates-map]
+   (-> base-provider
+       (metadata-provider edits :graph graph)
+       check-query-soundness)))
+
+#_{:clj-kondo/ignore [:unresolved-namespace]}
+(comment
+  ;; This should work on any fresh-ish Metabase instance; these are the built-in example questions.
+  (let [base-mp (lib-be.metadata.jvm/application-database-metadata-provider 39)
+        transform (lib.metadata/transform base-mp 1)
+        transform (-> transform
+                      (update-in [:source :query :query :expressions]
+                                 ;; Replacing the expression Age with Duration - this breaks downstream uses!
+                                 update-keys (constantly "Fair Die"))
+                      #_(dissoc :result-metadata))
+        mp       (metadata-provider base-mp {:transform [transform]})]
+    #_(deps.provider/all-overrides mp)
+    (check-query-soundness mp))
+
+  ;; Checking that we can properly group everything by database. Surprisingly fast even fetching everything.
+  (let [deps {:card      (t2/select-fn-set :id :model/Card)
+              :transform (t2/select-fn-set :id :model/Transform)
+              :table     (t2/select-fn-set :id :model/Table)}]
+    (group-by-db deps))
+
+  (t2/select-fn-vec (juxt :id :name :active :table_id) :model/Field :id [:in [1065 1066 1067 1068 1069]])
+
+  (t2/select-one :model/Card :id 124)
+  (deps.graph/transitive-dependents {:transform [{:id 1}]})
+  (deps.graph/transitive-dependents {:table [{:id 155}]})
+  (metabase.premium-features.core/token-features)
+
+  (let [card (t2/select-one :model/Card :id 121)
+        mp   (lib-be.metadata.jvm/application-database-metadata-provider (:database_id card))]
+    (upstream-deps:card mp card)))

enterprise/backend/src/metabase_enterprise/dependencies/init.clj

@@ -0,0 +1,4 @@
+(ns metabase-enterprise.dependencies.init
+  (:require
+   [metabase-enterprise.dependencies.models.dependency]
+   [metabase-enterprise.dependencies.task.backfill]))

enterprise/backend/src/metabase_enterprise/dependencies/metadata_provider.clj

@@ -0,0 +1,271 @@
+(ns metabase-enterprise.dependencies.metadata-provider
+  "A `MetadataProvider` wrapper that understands how to update entities, and to lazily compute the new metadata for
+  updated entities on demand. This is useful when analyzing a tree of dependents, which might depend on each other in
+  complex ways.
+
+  Just to illustrate, imagine I change a card A which is used by a transform B whose output table C is used by a card
+  D. If I remove a column from card A, and transform B selects all columns, that field needs to disappear from C
+  before we can correctly analyze card D.
+
+  By representing the updated entities as lazy `delay`s, this `MetadataProvider` can support analysis of the
+  downstream entities in any order."
+  (:require
+   [medley.core :as m]
+   [metabase-enterprise.dependencies.native-validation :as deps.native]
+   [metabase.lib.core :as lib]
+   [metabase.lib.metadata :as lib.metadata]
+   [metabase.lib.metadata.protocols :as lib.metadata.protocols]
+   [metabase.util :as u]
+   [metabase.util.log :as log]
+   [pretty.core :as pretty]))
+
+(set! *warn-on-reflection* true)
+
+(defn- metadatas [delegate overrides {metadata-type :lib/type
+                                      search-name :name
+                                      :keys [id card-id table-id]
+                                      :as metadata-spec}]
+  (let [type-overrides  (get overrides metadata-type)
+        metadata-keys   (set (or id search-name))]
+    (log/tracef "OverridingMetadataProvider request for %s" metadata-spec)
+    (cond
+      ;; For tables, cards, snippets, transforms, and columns, return overrides if present and looking for specific
+      ;; keys and delegate if not.
+      (and (#{:metadata/table :metadata/card :metadata/transform :metadata/native-query-snippet :metadata/column} metadata-type)
+           (seq metadata-keys))
+      (let [overrides       (if (seq id)
+                              (select-keys type-overrides id)
+
+                              (into {} (keep #(when-let [x (deref %)]
+                                                (when (search-name (:name x))
+                                                  [(:name x) %])))
+                                    (vals type-overrides)))
+            override-key    (if (seq id) :id :name)
+            overridden-keys (set (keys overrides))
+            missing-keys    (remove overridden-keys metadata-keys)]
+        (log/tracef "Overridden keys %s; missing keys %s" (sort overridden-keys) (sort missing-keys))
+        (cond-> (map deref (vals overrides))
+          (seq missing-keys)
+          (concat (lib.metadata.protocols/metadatas delegate {:lib/type    metadata-type
+                                                              override-key (set missing-keys)}))))
+
+      ;; if fetching all tables or transforms, get every override and everything from the delegate and then dedupe
+      (and (empty? metadata-keys)
+           (#{:metadata/table :metadata/transform} metadata-type))
+      (as-> (vals type-overrides) entities
+        (into [] (map force) entities)
+        (into entities (lib.metadata.protocols/metadatas delegate metadata-spec))
+        (m/distinct-by :id entities))
+
+      ;; For columns, return overrides if they're present.
+      (= metadata-type :metadata/column)
+      (if-let [overridden-columns (cond
+                                    card-id  (get-in overrides [::card-columns  card-id])
+                                    table-id (get-in overrides [::table-columns table-id]))]
+        @overridden-columns
+        (lib.metadata.protocols/metadatas delegate metadata-spec))
+
+      :else (throw (ex-info "Unknown :lib/metadata type for OverridingMetadataProvider" metadata-spec)))))
+
+(declare all-overrides setup-transform! setup-transforms!)
+
+(deftype OverridingMetadataProvider [delegate *overrides]
+  lib.metadata.protocols/MetadataProvider
+  (database [_this] (lib.metadata.protocols/database delegate))
+  (metadatas [this metadata-spec]
+    (setup-transforms! this)
+    (metadatas delegate @*overrides metadata-spec))
+  (setting [_this setting-key]
+    (lib.metadata.protocols/setting delegate setting-key))
+
+  ;; Cached things are direct delegation.
+  lib.metadata.protocols/CachedMetadataProvider
+  (cached-metadatas [_this metadata-type metadata-ids]
+    (lib.metadata.protocols/cached-metadatas delegate metadata-type metadata-ids))
+  (store-metadata! [_this a-metadata]
+    (lib.metadata.protocols/store-metadata! delegate a-metadata))
+  (cached-value [_this k not-found]
+    (lib.metadata.protocols/cached-value delegate k not-found))
+  (cache-value! [_this k v]
+    (lib.metadata.protocols/cache-value! delegate k v))
+  (has-cache? [_this]
+    (lib.metadata.protocols/has-cache? delegate))
+
+  pretty/PrettyPrintable
+  (pretty [this]
+    (list `overriding-metadata-provider (all-overrides this) delegate)))
+
+(defmulti add-override
+  "Given an `OverridingMetadataProvider`, an `entity-type` and that entity, add this entity as an override."
+  {:arglists '([metadata-provider entity-type id updates-or-nil])}
+  (fn [_mp entity-type _id _updates]
+    entity-type))
+
+(defn- inner-mp [^OverridingMetadataProvider mp]
+  (.delegate mp))
+
+(defn- with-overrides [^OverridingMetadataProvider mp kvs]
+  (swap! (.*overrides mp)
+         #(reduce (fn [m [ks v]]
+                    (assoc-in m ks v))
+                  % kvs)))
+
+(defn- get-returned-columns [mp queryable]
+  (let [query (lib/query mp queryable)]
+    (if (= (:lib/type (lib/query-stage query 0))
+           :mbql.stage/mbql)
+      (lib/returned-columns query)
+      (deps.native/native-result-metadata (:engine (lib.metadata/database mp))
+                                          mp query))))
+
+(defmethod add-override :card [^OverridingMetadataProvider mp _entity-type id updates]
+  (with-overrides mp
+    ;; If the `updates` contain `:result-metadata`, we want to use that. However, any `:result-metadata` from the
+    ;; inner-mp should be ignored.
+    {[:metadata/card id] (delay (merge (when id
+                                         (-> (inner-mp mp)
+                                             (lib.metadata/card id)
+                                             (dissoc :result-metadata)))
+                                       updates))
+     ;; This uses the outer OMP and so the overrides are visible!
+     [::card-columns id] (delay (get-returned-columns mp (lib.metadata/card mp id)))}))
+
+(defonce ^:private last-fake-id (atom 2000000000))
+
+(defn- fake-id []
+  (swap! last-fake-id inc))
+
+(defn- setup-transform!
+  [^OverridingMetadataProvider mp s+n->table {:keys [source target] :as _transform}]
+  ;; See if the output table exists in the underlying MetadataProvider.
+  ;; - If the table doesn't exist, invent an ID for it.
+  ;; - Always add an override for the table, even if it already existed.
+  ;; - Compare the transform's output columns to the fields that exist in the metadata.
+  ;;   - For any newly added fields, invent an ID and add an override for the field.
+  ;;   - For any removed fields that used to exist, add an override for their ID that is nil!
+  ;;   - Add an internal [::table-columns table-id] with the list of output columns.
+  ;; Note that this assumes that all other overrides are already loaded!
+  (let [existing-table (get s+n->table [(:schema target) (:name target)])
+        output-table   (or existing-table
+                           (merge (select-keys target [:schema :name])
+                                  {:lib/type        :metadata/table
+                                   :id              (fake-id)
+                                   :db-id           (:id (lib.metadata/database (inner-mp mp)))
+                                   :display-name    (:name target)
+                                   :visibility-type nil}))
+        existing-cols  (when existing-table
+                         (lib/returned-columns (lib/query (inner-mp mp) existing-table)))
+        output-cols    (delay
+                         ;; Note that this will analyze the query with any upstream changes included!
+                         (let [new-cols (get-returned-columns mp (:query source))
+                               by-name  (m/index-by :lib/desired-column-alias existing-cols)]
+                           (into [] (for [col new-cols
+                                          :let [old-col (by-name (:lib/desired-column-alias col))]]
+                                      (merge (select-keys col [:display-name
+                                                               :base-type :effective-type :semantic-type])
+                                             {:name     (:lib/desired-column-alias col)
+                                              :lib/type :metadata/column
+                                              :id       (or (:id old-col) (fake-id))
+                                              :table-id (:id output-table)
+                                              :active   true})))))
+        outputs-by-id   (delay (m/index-by :id @output-cols))]
+    ;; NOTE: Any newly added output columns can't be looked up directly by ID, with this version.
+    ;; The `output-cols` code above can be adapted to add them to the `*overrides` atom, but YAGNI for now.
+    (with-overrides mp
+      (into {[:metadata/table (:id output-table)] (delay output-table)
+             [::table-columns (:id output-table)] output-cols}
+            ;; For each pre-existing output column, we need to add an override for a direct read by ID.
+            ;; If the column does not exist in the output, return the original with :active false
+            (map (fn [existing-col]
+                   [[:metadata/column (:id existing-col)]
+                    (delay (or (get @outputs-by-id (:id existing-col))
+                               (assoc existing-col :active false)))]))
+            existing-cols))))
+
+(defn- setup-transforms! [^OverridingMetadataProvider mp]
+  (locking mp
+    (when-not (-> (.*overrides mp) deref ::setup-complete)
+      (swap! (.*overrides mp) assoc ::setup-complete true)
+      (let [;; Fetching all the pre-existing tables.
+            ;; TODO: Once Cam's new by-name logic in the `MetadataProvider` lands, we can use that here.
+            tables     (lib.metadata/tables (inner-mp mp))
+            s+n->table (m/index-by (juxt :schema :name) tables)]
+        (doseq [transform (-> (.*overrides mp) deref :metadata/transform vals)]
+          (setup-transform! mp s+n->table (deref transform)))))))
+
+(defmethod add-override :transform [^OverridingMetadataProvider mp _entity-type id updates]
+  ;; Transforms are complicated:
+  ;; 1. Treated as a card on the input side.
+  ;; 2. The returned-columns of that card become the columns of the output table.
+  ;; 3. The output table is constructed from the transform.
+  ;; 4. Its fields are adapted from the transform's input card.
+  ;; All of these can be wrapped in delays and therefore computed lazily on demand.
+  ;;
+  ;; The trouble is that a transform does not know the output table's ID, nor its field IDs.
+  ;; A modified transform might produce a new table, or have new fields or removed fields.
+  ;; The OverridingMetadataProvider has to account for all of this when it returns tables or fields by ID, or gets
+  ;; the column list for a table.
+  ;;
+  ;; This is achieved by putting `[:metadata/transform id]` into overrides for all transforms, and then one-time
+  ;; logic that runs before the first use of the OverridingMetadataProvider as a MetadataProvider will walk all the
+  ;; transforms and make sure their tables etc. are overridden properly.
+  (let [transform (merge (when id
+                           (lib.metadata/transform (inner-mp mp) id))
+                         updates)]
+    (with-overrides mp
+      {;; The transform itself, merged with the incoming updates.
+       [:metadata/transform id] (delay transform)
+       #_#_[::transform-columns id] (delay (->> (lib.metadata/transform mp id)
+                                                :source
+                                                :query
+                                                (lib/query mp)
+                                                lib/returned-columns))})))
+
+(defmethod add-override :table [^OverridingMetadataProvider mp _entity-type id updates]
+  (when (seq updates)
+    (throw (ex-info "Updating a table directly is not supported" {:table-id id, :edited updates})))
+  (with-overrides mp
+    {[:metadata/table id] (delay (log/warnf "Can't happen: Table %d dep should be replaced by its transform" id)
+                                 (lib.metadata/table (inner-mp mp) id))
+     [::table-columns id] (delay
+                            (log/warnf "Can't happen: Table %d ::table-columns should be replaced by its transform" id)
+                            (lib.metadata/fields (inner-mp mp) id))}))
+
+(defmethod add-override :snippet [^OverridingMetadataProvider mp _entity-type id updates]
+  (with-overrides mp
+    {[:metadata/native-query-snippet id] (delay (merge (when id
+                                                         (lib.metadata/native-query-snippet (inner-mp mp) id))
+                                                       (u/normalize-map updates)))}))
+
+(defn all-overrides
+  "Returns all the overrides by ID, in the same form as the map input to [[with-deps]]:
+  `{:card [1 2 3], :transform [45 99]}."
+  [^OverridingMetadataProvider override-metadata-provider]
+  (-> (.*overrides override-metadata-provider)
+      deref
+      (dissoc ::setup-complete)
+      (update-vals keys)
+      (update-keys {:metadata/card                 :card
+                    :metadata/transform            :transform
+                    :metadata/native-query-snippet :snippet})
+      (select-keys [:card :transform :snippet])))
+
+(defn override-metadata-provider
+  "Given an underlying `MetadataProvider`, wraps it to support in-memory overrides of cards, fields, etc.
+
+  Important note: all overrides must be added first, before this is used as a `MetadataProvider`.
+  The easiest way to do that is to call the 3-arity, which provides the overrides up front."
+  ([metadata-provider]
+   (->OverridingMetadataProvider metadata-provider (atom {})))
+
+  ([metadata-provider updated-entities dependent-ids]
+   (let [^OverridingMetadataProvider omp (override-metadata-provider metadata-provider)]
+     (doseq [[entity-type updates] updated-entities
+             updated-entity        updates]
+       (add-override omp entity-type (:id updated-entity) updated-entity))
+     (doseq [[entity-type dependents] dependent-ids
+             :let  [updated (into #{} (map :id) (get updated-entities entity-type))]
+             id    dependents
+             :when (not (updated id))]
+       (add-override omp entity-type id nil))
+     omp)))

enterprise/backend/src/metabase_enterprise/dependencies/models/dependency.clj

@@ -0,0 +1,212 @@
+(ns metabase-enterprise.dependencies.models.dependency
+  (:require
+   [clojure.set :as set]
+   [metabase-enterprise.dependencies.calculation :as deps.calculation]
+   [metabase.events.core :as events]
+   [metabase.graph.core :as graph]
+   [metabase.models.interface :as mi]
+   [metabase.premium-features.core :as premium-features]
+   [metabase.util :as u]
+   [methodical.core :as methodical]
+   [potemkin :as p]
+   [toucan2.core :as t2]))
+
+(def current-dependency-analysis-version
+  "Current version of the dependency analysis logic.
+  This should be incremented when the dependency analysis logic changes."
+  1)
+
+(methodical/defmethod t2/table-name :model/Dependency [_model] :dependency)
+
+(derive :model/Dependency :metabase/model)
+
+(t2/deftransforms :model/Dependency
+  {:from_entity_type mi/transform-keyword
+   :to_entity_type   mi/transform-keyword})
+
+(defn- deps-children [src-type src-id dst-type dst-id key-seq]
+  ;; Group all keys with the same type together, so we make O(types) indexed [[t2/select]] calls, not O(n).
+  (transduce (map (fn [[entity-type entity-keys]]
+                    (let [deps (t2/select :model/Dependency
+                                          src-type entity-type
+                                          src-id   [:in entity-keys])]
+                      (u/group-by (juxt src-type src-id)
+                                  (juxt dst-type dst-id)
+                                  conj #{}
+                                  deps))))
+             merge {}
+             (u/group-by first second key-seq)))
+
+(defn- key-dependents
+  "Get the dependent entity keys for the entity keys in `entity-keys`.
+  Entity keys are [entity-type, entity-id] pairs. See [[entity-type->model]]."
+  [key-seq]
+  (deps-children :to_entity_type :to_entity_id :from_entity_type :from_entity_id key-seq))
+
+(p/deftype+ DependencyGraph [children-fn]
+  graph/Graph
+  (children-of [_this key-seq]
+    (children-fn key-seq)))
+
+;; NOTE: We can easily construct a graph of upstream dependencies too, if it's useful.
+(defn- graph-dependents []
+  (->DependencyGraph key-dependents))
+
+(defn transitive-dependents
+  "Given a map of updated entities `{entity-type [{:id 1, ...} ...]}`, return a map of its transitive dependents
+  as `{entity-type #{4 5 6}}` - that is, a map from downstream entity type to a set of IDs.
+
+  Uses the provided `graph`, or defaults to the `:model/Dependency` table in AppDB.
+
+  The inputs must be maps containing `:id`; anything without an `:id` is skipped. They could be Toucan entities,
+  `MetadataProvider` entities, user input, etc.
+
+  **Excludes** the input entities from the list of dependents!"
+  ([updated-entities] (transitive-dependents nil updated-entities))
+  ([graph updated-entities]
+   (let [graph    (or graph (graph-dependents))
+         starters (for [[entity-type updates] updated-entities
+                        entity                updates
+                        :when (:id entity)]
+                    [entity-type (:id entity)])]
+     (->> (graph/transitive graph starters) ; This returns a flat list.
+          (u/group-by first second conj #{})))))
+
+(defn replace-dependencies
+  "Replace the dependencies of the entity of type `entity-type` with id `entity-id` with
+  the ones specified in `dependencies-by-type`. "
+  [entity-type entity-id dependencies-by-type]
+  (let [current-dependencies (t2/select [:model/Dependency :id :to_entity_type :to_entity_id]
+                                        :from_entity_type entity-type
+                                        :from_entity_id entity-id)
+        to-remove (keep (fn [{:keys [id to_entity_type to_entity_id]}]
+                          (when-not (get-in dependencies-by-type [to_entity_type to_entity_id])
+                            id))
+                        current-dependencies)
+        current-by-type (-> (group-by :to_entity_type current-dependencies)
+                            (update-vals #(into #{} (map :to_entity_id) %)))
+        to-add (for [[to-entity-type ids] dependencies-by-type
+                     to-entity-id (set/difference ids (current-by-type to-entity-type))]
+                 {:from_entity_type entity-type
+                  :from_entity_id   entity-id
+                  :to_entity_type   to-entity-type
+                  :to_entity_id     to-entity-id})]
+    (t2/with-transaction [_conn]
+      (when (seq to-remove)
+        (t2/delete! :model/Dependency :id [:in to-remove]))
+      (when (seq to-add)
+        (t2/insert! :model/Dependency to-add)))))
+
+;; ## Maintaining the dependency graph
+;; The below listens for inserts, updates and deletes of cards, snippets and transforms in order to keep the
+;; dependency graph up to date. Transform *runs* are also a trigger, since the transform's output table may be created
+;; or changed at that point.
+
+;; ### Cards
+(derive ::card-deps :metabase/event)
+(derive :event/card-create ::card-deps)
+(derive :event/card-update ::card-deps)
+
+(methodical/defmethod events/publish-event! ::card-deps
+  [_ {:keys [object]}]
+  (when (premium-features/has-feature? :dependencies)
+    (t2/with-transaction [_conn]
+      (replace-dependencies :card (:id object) (deps.calculation/upstream-deps:card object))
+      (when (not= (:dependency_analysis_version object) current-dependency-analysis-version)
+        (t2/update! :model/Card (:id object)
+                    {:dependency_analysis_version current-dependency-analysis-version})))))
+
+(derive ::card-delete :metabase/event)
+(derive :event/card-delete ::card-delete)
+
+(methodical/defmethod events/publish-event! ::card-delete
+  [_ {:keys [object]}]
+  (when (premium-features/has-feature? :dependencies)
+    (t2/delete! :model/Dependency :from_entity_type :card :from_entity_id (:id object))))
+
+;; ### Snippets
+(derive ::snippet-deps :metabase/event)
+(derive :event/snippet-create ::snippet-deps)
+(derive :event/snippet-update ::snippet-deps)
+
+(methodical/defmethod events/publish-event! ::snippet-deps
+  [_ {:keys [object]}]
+  (when (premium-features/has-feature? :dependencies)
+    (t2/with-transaction [_conn]
+      (replace-dependencies :snippet (:id object) (deps.calculation/upstream-deps:snippet object))
+      (when (not= (:dependency_analysis_version object) current-dependency-analysis-version)
+        (t2/update! :model/NativeQuerySnippet (:id object)
+                    {:dependency_analysis_version current-dependency-analysis-version})))))
+
+(derive ::snippet-delete :metabase/event)
+(derive :event/snippet-delete ::snippet-delete)
+
+(methodical/defmethod events/publish-event! ::snippet-delete
+  [_ {:keys [object]}]
+  (when (premium-features/has-feature? :dependencies)
+    (t2/delete! :model/Dependency :from_entity_type :snippet :from_entity_id (:id object))))
+
+;; ### Transforms
+(derive ::transform-deps :metabase/event)
+(derive :event/create-transform ::transform-deps)
+(derive :event/update-transform ::transform-deps)
+
+;; On *saving* a transform, the upstream deps of its query are computed and saved.
+(defn- drop-outdated-target-dep! [{:keys [id source target] :as _transform}]
+  (let [db-id                (some-> source :query :database)
+        downstream-table-ids (t2/select-fn-set :from_entity_id :model/Dependency
+                                               :from_entity_type :table
+                                               :to_entity_type   :transform
+                                               :to_entity_id     id)
+        downstream-tables    (when (seq downstream-table-ids)
+                               (t2/select :model/Table :id [:in downstream-table-ids]))
+        outdated-tables      (remove (fn [table]
+                                       (and (= (:schema table) (:schema target))
+                                            (= (:name   table) (:name   target))
+                                            (or (not db-id)
+                                                (= db-id (:db_id table)))))
+                                     downstream-tables)
+        not-found-table-ids  (remove (into #{} (map :id) downstream-tables)
+                                     downstream-table-ids)]
+    (when-let [outdated-downstream-table-ids (seq (into (set not-found-table-ids)
+                                                        (map :id) outdated-tables))]
+      (t2/delete! :model/Dependency
+                  :from_entity_type :table
+                  :from_entity_id   [:in outdated-downstream-table-ids]
+                  :to_entity_type   :transform
+                  :to_entity_id     id))))
+
+(methodical/defmethod events/publish-event! ::transform-deps
+  [_ {:keys [object]}]
+  (when (premium-features/has-feature? :dependencies)
+    (t2/with-transaction [_conn]
+      (replace-dependencies :transform (:id object) (deps.calculation/upstream-deps:transform object))
+      (when (not= (:dependency_analysis_version object) current-dependency-analysis-version)
+        (t2/update! :model/Transform (:id object) {:dependency_analysis_version current-dependency-analysis-version}))
+      (drop-outdated-target-dep! object))))
+
+(derive ::transform-delete :metabase/event)
+(derive :event/delete-transform ::transform-delete)
+
+(methodical/defmethod events/publish-event! ::transform-delete
+  [_ {:keys [id]}]
+  (when (premium-features/has-feature? :dependencies)
+    ;; TODO: (Braden 09/18/2025) Shouldn't we be deleting the downstream deps for dead edges as well as upstream?
+    (t2/delete! :model/Dependency :from_entity_type :transform :from_entity_id id)))
+
+;; On *executing* a transform, its (freshly synced) output table is made to depend on the transform.
+;; (And if the target has changed, the old table's dep on the transform is dropped.)
+;; The upstream deps of the transform are not touched - those change only when the transform is edited.
+(derive ::transform-run :metabase/event)
+(derive :event/transform-run-complete ::transform-run)
+
+(defn- transform-table-deps! [{:keys [db-id output-schema output-table transform-id] :as _details}]
+  (let [;; output-table is a keyword like :my_schema/my_table
+        table-name (name output-table)]
+    (when-let [table-id (t2/select-one-fn :id :model/Table :db_id db-id :schema output-schema :name table-name)]
+      (replace-dependencies :table table-id {:transform #{transform-id}}))))
+
+(methodical/defmethod events/publish-event! ::transform-run
+  [_ {:keys [object]}]
+  (when (premium-features/has-feature? :dependencies)
+    (transform-table-deps! object)))

enterprise/backend/src/metabase_enterprise/dependencies/native_validation.clj

@@ -0,0 +1,38 @@
+(ns metabase-enterprise.dependencies.native-validation
+  (:require
+   [metabase.driver :as driver]
+   [metabase.lib.core :as lib]
+   [metabase.query-processor :as qp]))
+
+(defn- compile-query [metadata-provider query]
+  (->> (lib/query metadata-provider query)
+       lib/add-parameters-for-template-tags
+       (qp/compile-query-with-metadata-provider metadata-provider)
+       :query))
+
+(defn validate-native-query
+  "Compiles a (native) query and validates that the fields and tables it refers to really exist.
+
+   Returns either nil or a list of errors."
+  [driver metadata-provider query]
+  (->> (compile-query metadata-provider query)
+       (driver/validate-native-query-fields driver metadata-provider)))
+
+(defn native-result-metadata
+  "Compiles a (native) query and calculates its result metadata"
+  [driver metadata-provider query]
+  (->> (compile-query metadata-provider query)
+       (driver/native-result-metadata driver metadata-provider)))
+
+(defn native-query-deps
+  "Returns the upstream dependencies of a native query, as a set of `{:kind id}` pairs."
+  [driver metadata-provider query]
+  (let [compiled (compile-query metadata-provider query)]
+    (into (driver/native-query-deps driver compiled metadata-provider)
+          (keep #(case (:type %)
+                   "snippet" {:snippet (:snippet-id %)}
+                   :snippet  {:snippet (:snippet-id %)}
+                   "card"    {:card (:card-id %)}
+                   :card     {:card (:card-id %)}
+                   nil))
+          (-> query :native :template-tags vals))))

enterprise/backend/src/metabase_enterprise/dependencies/task/backfill.clj

@@ -0,0 +1,191 @@
+(ns metabase-enterprise.dependencies.task.backfill
+  "Implements a task that brings all entities with dependencies tracked in the dependency table
+  (see [[metabase-enterprise.dependencies.models.dependency]]) up to date, that is, makes sure
+  the dependency table contains fresh entries.
+
+  This is done by finding entities whose dependency_analysis_version is less than
+  [[metabase-enterprise.dependencies.models.dependency/current-dependency-analysis-version]] and
+  updates this field. In most cases this triggers an event handler that calculates the dependencies
+  and populates the dependency table. For cards, the event is emitted by the job handler itself,
+  because the update of the record doesn't trigger the event handler. "
+  (:require
+   [clojurewerkz.quartzite.jobs :as jobs]
+   [clojurewerkz.quartzite.scheduler :as qs]
+   [clojurewerkz.quartzite.triggers :as triggers]
+   [environ.core :as env]
+   [java-time.api :as t]
+   [metabase-enterprise.dependencies.models.dependency :as models.dependency]
+   [metabase.config.core :as config]
+   [metabase.events.core :as events]
+   [metabase.premium-features.core :as premium-features]
+   [metabase.task.core :as task]
+   [metabase.util.log :as log]
+   [toucan2.core :as t2])
+  (:import
+   (java.util Map Set)
+   (java.util.concurrent ConcurrentHashMap)))
+
+(set! *warn-on-reflection* true)
+
+(defn- current-millis
+  "Returns the current epoch millis. Uses java-time so that clock settings can be used in tests."
+  []
+  (t/to-millis-from-epoch (t/instant)))
+
+(def ^:private entities [:model/Card :model/Transform :model/NativeQuerySnippet])
+
+;; In-memory state for tracking failed entities
+;; Stores {:model/Type {id {:fail-count N :next-retry-timestamp M}}}
+(def ^:private retry-state
+  (zipmap entities (repeatedly #(ConcurrentHashMap.))))
+
+;; Stores {:model/Type #{id1 id2 ...}} for entities that have exceeded MAX_RETRIES
+(def ^:private terminally-broken
+  (zipmap entities (repeatedly #(ConcurrentHashMap/newKeySet))))
+
+(def ^:private MAX_RETRIES 5)
+
+(defn- long-env-value
+  [env-var-kw default]
+  (or (parse-long (env/env env-var-kw "")) default))
+
+(defn- get-batch-size []
+  (long-env-value :mb-dependency-backfill-batch-size 20))
+
+(defn- get-delay-minutes []
+  (long-env-value :mb-dependency-backfill-delay-minutes 60))
+
+(defn- get-variance-minutes []
+  (long-env-value :mb-dependency-backfill-variance-minutes 10))
+
+(defn- get-processable-ids [model-kw batch-size]
+  (let [target-version models.dependency/current-dependency-analysis-version
+        terminally-broken-ids ^Set (terminally-broken model-kw)
+        retry-state-map ^Map (retry-state model-kw)
+        current-time (current-millis)]
+    (into []
+          (comp
+           (map :id)
+           (filter (fn [id]
+                     (and (not (.contains terminally-broken-ids id))
+                          (let [entity-retry-info (.get retry-state-map id)]
+                            (or (nil? entity-retry-info)
+                                (>= current-time (:next-retry-timestamp entity-retry-info)))))))
+           (take batch-size))
+          (t2/reducible-select [model-kw :id] :dependency_analysis_version [:< target-version]))))
+
+(defn- backfill-card!
+  [id target-version]
+  ;; We don't want to change the card at all, we just want to update the dependency data and
+  ;; mark the card as processed for this dependency analysis version.
+  (let [update-count (t2/update! :model/Card id :dependency_analysis_version [:< target-version]
+                                 {:dependency_analysis_version target-version})]
+    (when-let [card (and (pos? update-count)
+                         (t2/select-one :model/Card id))]
+      (events/publish-event! :event/card-update {:object card :user-id config/internal-mb-user-id}))
+    update-count))
+
+(defn- backfill-entity!
+  [model-kw id target-version]
+  (t2/with-transaction [_]
+    (case model-kw
+      :model/Card (backfill-card! id target-version)
+      (t2/update! model-kw id :dependency_analysis_version [:< target-version]
+                  {:dependency_analysis_version target-version}))))
+
+(defn- backfill-entity-batch!
+  [model-kw batch-size]
+  (let [model-name (name model-kw)
+        target-version models.dependency/current-dependency-analysis-version
+        retry-state-map ^Map (retry-state model-kw)
+        terminally-broken-set ^Set (terminally-broken model-kw)
+        ids (get-processable-ids model-kw batch-size)] ; Use the new get-processable-ids
+    (when (seq ids)
+      (log/infof "Processing a batch of %s %s(s)..." (count ids) model-name))
+    (reduce (fn [total id]
+              (+ total
+                 (try
+                   ;; this should update the dependency table via a toucan2 update hook
+                   (let [update-count (backfill-entity! model-kw id target-version)]
+                     (.remove retry-state-map id)
+                     update-count)
+                   (catch Exception e
+                     (let [current-time (current-millis)
+                           entity-retry-info (.get retry-state-map id)
+                           failure-count (inc (:fail-count entity-retry-info 0))
+                           retry-minutes (* failure-count (get-delay-minutes))
+                           new-next-retry-timestamp (+ current-time (* retry-minutes 60 1000))]
+                       (if (> failure-count MAX_RETRIES)
+                         (do (log/errorf e "Entity %s %s failed %d times, marking as terminally broken."
+                                         model-name id failure-count)
+                             (.add terminally-broken-set id)
+                             (.remove retry-state-map id)) ; Remove from retry map
+                         (do (log/warnf e "Entity %s %s failed, failure count: %d, next retry no sooner than %d minutes."
+                                        model-name id failure-count retry-minutes)
+                             (.put retry-state-map id {:fail-count failure-count
+                                                       :next-retry-timestamp new-next-retry-timestamp}))))
+                     0))))
+            0
+            ids)))
+
+(defn- backfill-dependencies
+  "Job to backfill dependencies for all entities.
+  Returns true if a full batch has been selected, nil or false otherwise."
+  []
+  (when (premium-features/has-feature? :dependencies)
+    (-> (reduce (fn [batch-size model-kw]
+                  (if (< batch-size 1)
+                    (reduced 0)
+                    (let [processed (backfill-entity-batch! model-kw batch-size)]
+                      (when (pos? processed)
+                        (log/info "Updated" processed "entities."))
+                      (- batch-size processed))))
+                (get-batch-size)
+                entities)
+        (< 1))))
+
+(defn- has-pending-retries? []
+  (some (fn [^Map model-retry-state]
+          (not (.isEmpty model-retry-state)))
+        (vals retry-state)))
+
+(declare schedule-next-run!)
+
+(task/defjob
+  ^{:doc "Backfill the dependency table."
+    org.quartz.DisallowConcurrentExecution true}
+  BackfillDependencies [ctx]
+  (log/info "Executing BackfillDependencies job...")
+  (let [full-batch-selected? (backfill-dependencies)
+        retries? (has-pending-retries?)]
+    (if (or full-batch-selected?
+            retries?)
+      (let [delay-seconds    (* (get-delay-minutes) 60)
+            variance-seconds (* (get-variance-minutes) 60)
+            delay-in-seconds (max 0 (+ (- delay-seconds variance-seconds) (rand-int (* 2 variance-seconds))))]
+        (schedule-next-run! delay-in-seconds (.getScheduler ctx)))
+      (log/info "No more entities to backfill for, stopping."))))
+
+(def ^:private job-key     "metabase.task.dependency-backfill.job")
+(def ^:private trigger-key "metabase.task.dependency-backfill.trigger")
+
+(defn- schedule-next-run!
+  ([delay-in-seconds] (schedule-next-run! delay-in-seconds nil))
+  ([delay-in-seconds scheduler]
+   (let [start-at (java.util.Date. (long (+ (current-millis) (* delay-in-seconds 1000))))
+         trigger  (triggers/build
+                   (triggers/with-identity (triggers/key (str trigger-key \. (random-uuid))))
+                   (triggers/for-job job-key)
+                   (triggers/start-at start-at))]
+     (log/info "Scheduling next run at" start-at)
+     (if scheduler
+       ;; re-scheduling from the job
+       (qs/add-trigger scheduler trigger)
+       ;; first schedule
+       (let [job (jobs/build (jobs/of-type BackfillDependencies) (jobs/with-identity job-key))]
+         (task/schedule-task! job trigger))))))
+
+(defmethod task/init! ::DependencyBackfill [_]
+  (if (pos? (get-batch-size))
+    (schedule-next-run! (rand-int (* (get-variance-minutes) 60)))
+    (log/info "Not starting dependency backfill job because the batch size is not positive")))

enterprise/backend/src/metabase_enterprise/metabot_v3/api.clj

@@ -1,6 +1,8 @@
 (ns metabase-enterprise.metabot-v3.api
   "`/api/ee/metabot-v3/` routes"
   (:require
+   [clj-http.client :as http]
+   [clojure.string :as str]
    [metabase-enterprise.metabot-v3.api.document]
    [metabase-enterprise.metabot-v3.api.metabot]
    [metabase-enterprise.metabot-v3.client :as metabot-v3.client]
@@ -14,7 +16,11 @@
    [metabase.api.routes.common :refer [+auth]]
    [metabase.api.util.handlers :as handlers]
    [metabase.app-db.core :as app-db]
+   [metabase.premium-features.core :as premium-features]
+   [metabase.store-api.core :as store-api]
    [metabase.util :as u]
+   [metabase.util.json :as json]
+   [metabase.util.log :as log]
    [metabase.util.malli.schema :as ms]
    [toucan2.core :as t2]))
 
@@ -81,6 +87,24 @@
   (metabot-v3.context/log body :llm.log/fe->be)
   (streaming-request body))
 
+(api.macros/defendpoint :post "/feedback"
+  "Proxy Metabot feedback to Harbormaster, adding the premium embedding token."
+  [_route-params
+   _query-params
+   feedback :- :map]
+  (let [token (premium-features/premium-embedding-token)
+        base-url (store-api/store-api-url)]
+    (api/check-400 (not (or (str/blank? token) (str/blank? base-url)))
+                   "Cannot build a request. The license token and/or Store api url are missing!")
+    (try
+      (http/post (str base-url "/api/v2/metabot/feedback/" token)
+                 {:content-type :json
+                  :body         (json/encode feedback)})
+      api/generic-204-no-content
+      (catch Exception e
+        (log/error e "Failed to submit feedback to Harbormaster")
+        (throw e)))))
+
 (def ^{:arglists '([request respond raise])} routes
   "`/api/ee/metabot-v3` routes."
   (handlers/routes

enterprise/backend/src/metabase_enterprise/metabot_v3/dummy_tools.clj

@@ -264,9 +264,10 @@
     (let [options (cond-> arguments
                     (= (:with-field-values? arguments) false) (assoc :field-values-fn identity))
           details (cond
-                    (int? model-id)    (u/prog1 (card-details model-id (assoc options :only-model true))
-                                         (api/check (= :model (:type <>)) 404
-                                                    (format "ID %s is not a valid model id, it's a question" model-id)))
+                    (int? model-id)    (let [card (card-details model-id (assoc options :only-model true))]
+                                         (if (= :model (:type card))
+                                           card
+                                           (format "ID %s is not a valid model id, it's a question" model-id)))
                     (int? table-id)    (table-details table-id options)
                     (string? table-id) (if-let [[_ card-id] (re-matches #"card__(\d+)" table-id)]
                                          (card-details (parse-long card-id) options)

enterprise/backend/src/metabase_enterprise/metabot_v3/tools/search.clj

@@ -107,6 +107,7 @@
         use-verified-content? (if metabot-id
                                 (:use_verified_content metabot)
                                 false)
+        limit (or limit 50)
         search-fn (fn [query]
                     (let [search-context (search/search-context
                                           (merge
@@ -122,7 +123,7 @@
                                             :current-user-perms @api/*current-user-permissions-set*
                                             :context :metabot
                                             :archived false
-                                            :limit (or limit 50)
+                                            :limit limit
                                             :offset 0}
                                            (when use-verified-content?
                                              {:verified true})))
@@ -131,5 +132,5 @@
         ;; Create futures for parallel execution
         futures (mapv #(future (search-fn %)) all-queries)
         result-lists (mapv deref futures)
-        fused-results (reciprocal-rank-fusion result-lists)]
+        fused-results (take limit (reciprocal-rank-fusion result-lists))]
     (map transform-search-result fused-results)))

enterprise/backend/src/metabase_enterprise/sandbox/query_processor/middleware/column_level_perms_check.clj

@@ -1,47 +0,0 @@
-(ns metabase-enterprise.sandbox.query-processor.middleware.column-level-perms-check
-  (:require
-   [medley.core :as m]
-   [metabase.api.common :refer [*current-user-id*]]
-   ;; legacy usage -- don't use Legacy MBQL utils in QP code going forward, prefer Lib. This will be updated to use
-   ;; Lib only soon
-   ^{:clj-kondo/ignore [:discouraged-namespace]}
-   [metabase.legacy-mbql.schema :as mbql.s]
-   [metabase.lib.core :as lib]
-   [metabase.lib.schema :as lib.schema]
-   [metabase.lib.util.match :as lib.util.match]
-   [metabase.premium-features.core :refer [defenterprise-schema]]
-   [metabase.query-processor.schema :as qp.schema]
-   [metabase.util.i18n :refer [tru]]
-   [metabase.util.log :as log]
-   [metabase.util.malli :as mu]))
-
-(defn- field-ids [form]
-  (set (lib.util.match/match form
-         [:field (id :guard integer?) _]
-         id)))
-
-(def ^:private ^:dynamic *gtap-perms*
-  "TODO: these used to be passed as a `:gtap-perms` key as part of QP context... not sure where this used to get passed
-  in."
-  nil)
-
-(mu/defn- maybe-apply-column-level-perms-check*
-  [{{{source-query-fields :fields} :source-query} :query, :as query} :- ::mbql.s/Query]
-  (let [restricted-field-ids (and *gtap-perms*
-                                  (field-ids source-query-fields))]
-    (when (seq restricted-field-ids)
-      (let [fields-ids-in-query (field-ids (m/dissoc-in query [:query :source-query]))]
-        (when-not (every? restricted-field-ids fields-ids-in-query)
-          (log/warnf "User '%s' attempted to access an inaccessible field. Accessible fields %s, fields in query %s"
-                     *current-user-id* (pr-str restricted-field-ids) (pr-str fields-ids-in-query))
-          (throw (ex-info (str (tru "User not able to query field")) {:status 403})))))))
-
-(defenterprise-schema maybe-apply-column-level-perms-check :- ::qp.schema/qp
-  "Check column-level permissions if applicable."
-  :feature :sandboxes
-  [qp :- ::qp.schema/qp]
-  (mu/fn [query :- ::lib.schema/query
-          rff   :- ::qp.schema/rff]
-    ;; TODO (Cam 9/11/25) -- update this middleware to use Lib/MBQL 5
-    (maybe-apply-column-level-perms-check* (lib/->legacy-MBQL query))
-    (qp query rff)))

enterprise/backend/src/metabase_enterprise/scim/v2/api.clj

@@ -10,6 +10,7 @@
    [metabase.models.interface :as mi]
    [metabase.permissions.core :as perms]
    [metabase.users.models.user :as user]
+   [metabase.users.schema :as users.schema]
    [metabase.util :as u]
    [metabase.util.i18n :as i18n]
    [metabase.util.malli :as mu]
@@ -68,7 +69,9 @@
    [:Operations
     [:sequential [:map
                   [:op ms/NonBlankString]
-                  [:value [:or ms/NonBlankString ms/BooleanValue]]]]]])
+                  [:value [:or [:map-of [:or :keyword :string]
+                                [:or ms/NonBlankString ms/BooleanValue]]
+                           ms/NonBlankString ms/BooleanValue]]]]]])
 
 (def SCIMGroup
   "Malli schema for a SCIM group."
@@ -169,7 +172,7 @@
    :active   (:is_active user)
    :meta     {:resourceType "User"}})
 
-(mu/defn ^:private scim-user->mb :- user/NewUser
+(mu/defn ^:private scim-user->mb :- users.schema/NewUser
   "Given a SCIM user, returns a Metabase user."
   [user]
   (let [{email :userName name-obj :name locale :locale is-active? :active} user
@@ -280,6 +283,18 @@
                                :status      400
                                :status-code 400})))))))))
 
+(defn- patch->user-updates
+  [acc path value]
+  (if (and (nil? path) (map? value))
+    (reduce-kv patch->user-updates acc value)
+    (let [path-str (some-> path name)]
+      (case path-str
+        "active"          (assoc acc :is_active (Boolean/valueOf (u/lower-case-en value)))
+        "userName"        (assoc acc :email value)
+        "name.givenName"  (assoc acc :first_name value)
+        "name.familyName" (assoc acc :last_name value)
+        (throw-scim-error 400 (format "Unsupported path: %s" path-str))))))
+
 (api.macros/defendpoint :patch ["/Users/:id" :id #"[^/]+"]
   "Activate or deactivate a user. Supports specific replace operations, but not arbitrary patches."
   [{:keys [id]} :- [:map
@@ -292,14 +307,8 @@
             updates (reduce
                      (fn [acc operation]
                        (let [{:keys [op path value]} operation]
-                         (if (= (u/lower-case-en op) "replace")
-                           (case path
-                             "active"          (assoc acc :is_active (Boolean/valueOf (u/lower-case-en value)))
-                             "userName"        (assoc acc :email value)
-                             "name.givenName"  (assoc acc :first_name value)
-                             "name.familyName" (assoc acc :last_name value)
-                             (throw-scim-error 400 (format "Unsupported path: %s" path)))
-                           acc)))
+                         (cond-> acc
+                           (= (u/lower-case-en op) "replace") (patch->user-updates path value))))
                      {}
                      (:Operations patch-ops))]
         (t2/update! :model/User (u/the-id user) updates)

enterprise/backend/src/metabase_enterprise/serialization/api.clj

@@ -87,8 +87,8 @@
                      (catch Exception e
                        (reset! err e)
                        (if full-stacktrace
-                         (log/error e "Error during serialization")
-                         (log/error (u/strip-error e "Error during serialization"))))))]
+                         (log/error e "Error during serialization export")
+                         (log/error (u/strip-error e "Error during serialization export"))))))]
     {:archive       (when (.exists dst)
                       dst)
      :log-file      (when (.exists log-file)
@@ -142,8 +142,8 @@
                      (catch Exception e
                        (reset! err e)
                        (if full-stacktrace
-                         (log/error e "Error during serialization")
-                         (log/error (u/strip-error e "Error during serialization"))))))]
+                         (log/error e "Error during serialization import")
+                         (log/error (u/strip-error e "Error during serialization import"))))))]
     {:log-file      log-file
      :status        (:status (ex-data @err))
      :error-message (when @err

enterprise/backend/src/metabase_enterprise/serialization/cmd.clj

@@ -270,8 +270,8 @@
                                                 (u/strip-error @err nil))})
     (when @err
       (if (:full-stacktrace opts)
-        (log/error @err "Error during serialization")
-        (log/error (u/strip-error @err "Error during deserialization")))
+        (log/error @err "Error during serialization export")
+        (log/error (u/strip-error @err "Error during serialization export")))
       (throw (ex-info (ex-message @err) {:cmd/exit true})))
     (log/info (format "Export to '%s' complete!" path) (u/emoji "🚛💨 📦"))
     report))

enterprise/backend/src/metabase_enterprise/serialization/v2/models.clj

@@ -65,6 +65,7 @@
    "DashboardBookmark"
    "DataPermissions"
    "DatabaseRouter"
+   "Dependency"
    "DocumentBookmark"
    "HTTPAction"
    "ImplicitAction"

enterprise/backend/src/metabase_enterprise/sso/integrations/jwt.clj

@@ -16,9 +16,7 @@
    [metabase.sso.core :as sso]
    [metabase.util.i18n :refer [tru]]
    [ring.util.response :as response]
-   [toucan2.core :as t2])
-  (:import
-   (java.net URLEncoder)))
+   [toucan2.core :as t2]))
 
 (set! *warn-on-reflection* true)
 
@@ -99,7 +97,7 @@
 
 (defn- session-data
   [jwt {{redirect :return_to} :params, :as request}]
-  (let [redirect-url (or redirect (URLEncoder/encode "/"))]
+  (let [redirect-url (or redirect "/")]
     (sso-utils/check-sso-redirect redirect-url)
     (let [jwt-data     (try
                          (jwt/unsign jwt (sso-settings/jwt-shared-secret)