handle change on python transform context

* index transforms content

* Add support for transforms & query search in metabot search tool API

* fixup whitespace

* update to use new :fields syntax

* Fix up serach-native-query malli types

* Fix the 15-day interval for transforms to be db-agnostic

* move engine loading to metabase.search.init to break circular dep

* fix kondo

* Revert "Fix the 15-day interval for transforms to be db-agnostic"

This reverts commit 11b34e4cd4a8a5a0cf8041a1d82d487ed8c81025.

* add transform to set of appdb scorer models; unrevert db type fix

* fix kondo

* implement requisite multimethods for transforms not to error in in-place search engine

* ensure we enforce metabot/unknown contexts for transforms in in-place search backend as well

* fix filter test

* transform->postprocess to reduce naming ambiguity; add a basic transform ingestion test

* add a metabot result postprocessing test

* add transforms scoring test

* expand ingestion tests

* fix tests + kondo

* address feedback

.clj-kondo/config.edn

@@ -624,11 +624,10 @@
    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

@@ -428,11 +428,6 @@
    :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
@@ -561,11 +556,6 @@
            models
            util}}
 
-  graph
-  {:team "Querying"
-   :api  #{metabase.graph.core}
-   :uses #{util}}
-
   indexed-entities
   {:team "UX West"
    :api  #{metabase.indexed-entities.api
@@ -735,7 +725,6 @@
            metabase.native-query-snippets.core}
    :uses #{api
            collections
-           events
            lib
            models
            permissions
@@ -1361,11 +1350,9 @@
   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.schema}
+           metabase.users.models.user-parameter-value}
    :uses #{analytics
            api
            appearance
@@ -1655,8 +1642,7 @@
   {:team "Workflows"
    :api  #{metabase-enterprise.comments.api
            metabase-enterprise.comments.init}
-   :uses #{analytics
-           api
+   :uses #{api
            channel
            events
            models
@@ -1730,29 +1716,6 @@
            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
@@ -1856,7 +1819,6 @@
            metabase-enterprise.metabot-v3.tools.api}
    :uses #{api
            app-db
-           audit-app
            collections
            config
            driver
@@ -1864,6 +1826,7 @@
            lib
            lib-be
            models
+           native-query-snippets
            permissions
            premium-features
            pulse
@@ -1872,7 +1835,6 @@
            search
            server
            settings
-           store-api
            sync
            system
            task
@@ -1880,7 +1842,9 @@
            util
            warehouse-schema
            warehouses
-           enterprise/documents}}
+           enterprise/documents
+           enterprise/transforms
+           enterprise/transforms-python}}
 
   enterprise/permission-debug
   {:team "UX West"
@@ -2052,6 +2016,7 @@
            premium-features
            query-processor
            request
+           search
            settings
            sync
            task
@@ -2070,7 +2035,6 @@
            app-db
            config
            driver
-           lib
            models
            query-processor
            settings

.cljfmt.edn

@@ -232,6 +232,7 @@
   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]]
@@ -252,6 +253,7 @@
   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

@@ -1,36 +0,0 @@
-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

@@ -1,14 +0,0 @@
-name: Setup Python Runner
-description: Setup python-runner for tests
-inputs:
-  metabase-automation-token:
-    description: Token for accessing the python-runner repository
-    required: true
-runs:
-  using: composite
-  steps:
-    - name: Setup python-runner
-      run: ./.github/scripts/setup-python-runner.sh
-      shell: bash
-      env:
-        METABASE_AUTOMATION_USER_TOKEN: ${{ inputs.metabase-automation-token }}

.github/scripts/average-e2e-timings.js

@@ -21,6 +21,7 @@ const collectAndAverageTimings = async ({
 
     const timingData = await downloadAndExtractArtifacts(
       artifacts,
+      token,
       github,
       context,
     );

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

@@ -24,7 +24,6 @@ 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 1> ../python-runner.out.log 2> ../python-runner.err.log
-  make logs 1>> ../python-runner.out.log 2>> ../python-runner.err.log &
+  make run-ci
   cd ..
 fi

.github/workflows/bugs-triage-slack-notification.yml

@@ -0,0 +1,52 @@
+name: Bugs Slack Notification
+
+on:
+  issues:
+    types:
+      - labeled
+jobs:
+  on-issue-labeled:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 5
+    if: |
+      github.event.label.name == '.Needs Triage' && contains(github.event.issue.labels.*.name, 'Type:Bug')
+    steps:
+      - name: Setting title
+        uses: actions/github-script@v7
+        id: vars
+        with:
+          script: |
+            core.setOutput('issue_title', ${{ toJson(github.event.issue.title) }}.replaceAll(/"/g, '\\"'));
+      - name: Check for labels containing team name
+        id: check_labels
+        run: |
+          labels_json=$(sed 's/&/\$/g' <<< '${{ toJson(github.event.issue.labels) }}')
+          echo "has_team_label=false" >> "$GITHUB_OUTPUT"
+          for label in "$labels_json"
+          do
+            if [[ $label == *".Team"* ]]; then
+              echo "Label contains the team name."
+              echo "has_team_label=true" >> "$GITHUB_OUTPUT"
+              break
+            fi
+          done
+      - name: Send the issue ${{ github.event.issue.number }} to Slack
+        id: slack
+        if: steps.check_labels.outputs.has_team_label == 'false'
+        uses: slackapi/slack-github-action@v1.26.0
+        with:
+          payload: |
+            {
+              "blocks": [
+                {
+                  "type": "section",
+                  "text": {
+                    "type": "mrkdwn",
+                    "text": "${{ steps.vars.outputs.issue_title }}\n${{ github.event.issue.html_url }}"
+                  }
+                }
+              ]
+            }
+        env:
+          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_BUG_TRIAGE_WEBHOOK_URL }}
+          SLACK_WEBHOOK_TYPE: INCOMING_WEBHOOK

.github/workflows/claude-code-review.yaml

@@ -1,90 +0,0 @@
-name: "Claude Code Review"
-
-on:
-  pull_request:
-    types: [opened, synchronize, reopened, labeled, unlabeled]
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}-claude-code-review
-  cancel-in-progress: true
-
-jobs:
-  review:
-    if: "!contains(github.event.pull_request.labels.*.name, 'skip-cc-review')"
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      pull-requests: write
-      id-token: write
-
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 1
-
-      # Apparently comments on specific lines and top-level comments about the PR as a whole are TWO TOTALLY DIFFERENT
-      # TYPES OF THINGS. So we have to fetch and delete separately.
-      - name: Delete old Claude PR review comments
-        env:
-          GH_TOKEN: ${{ github.token }}
-          REPO: ${{ github.repository }}
-          PR_NUMBER: ${{ github.event.pull_request.number }}
-        shell: bash
-        run: |
-          # Get old comment IDs from the bot
-          old_line_comment_ids=$(gh api "/repos/$REPO/pulls/$PR_NUMBER/comments" --jq '.[] | select(.user.login=="metabase-bot[bot]") | .id')
-          echo "Deleting line comments: $old_line_comment_ids"
-          # Delete each comment
-          for id in $old_line_comment_ids; do
-            gh api -X DELETE "/repos/$REPO/pulls/comments/$id"
-            echo "Deleted line comment $id"
-          done
-          # Get old top-level comment IDs (technically "issue" comments on the PR?)
-          old_top_level_comment_ids=$(gh api "/repos/$REPO/issues/$PR_NUMBER/comments" --jq '.[] | select(.user.login=="metabase-bot[bot]") | .id')
-          echo "Deleting top-level comments: $old_top_level_comment_ids"
-          # Delete each comment
-          for id in $old_top_level_comment_ids; do
-            gh api -X DELETE "/repos/$REPO/issues/comments/$id"
-            echo "Deleted top-level comment $id"
-          done
-
-      - name: Generate GitHub App Token for Claude
-        uses: actions/create-github-app-token@v1
-        id: claude-app-token
-        with:
-          app-id: ${{ secrets.METABASE_BOT_APP_ID }}
-          private-key: ${{ secrets.METABASE_BOT_APP_PRIVATE_KEY }}
-
-      - name: Fetch Community Clojure Style Guide
-        run: >-
-          curl https://raw.githubusercontent.com/bbatsov/clojure-style-guide/refs/heads/master/README.adoc -o CLOJURE_STYLE_GUIDE.adoc
-
-      - uses: anthropics/claude-code-action@v1
-        timeout-minutes: 10
-        with:
-          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-          github_token: ${{ steps.claude-app-token.outputs.token }}
-          prompt: |
-            REPO: ${{ github.repository }}
-            PR NUMBER: ${{ github.event.pull_request.number }}
-
-            Review this pull request with a focus on:
-
-            - Compliance with project coding standards and conventions
-            - Code quality and best practices
-            - Clear and correct docstrings
-            - Clear and correct comments explaining what the code is doing
-
-            DO NOT post any comments confirming that something is correct or congratulating someone for following our
-            guidelines -- only post comments for style violations or concerns.
-
-            Follow additional guidelines in the "Code Review Guidelines" section of CLAUDE.md .
-
-            Note: The PR branch is already checked out in the current working directory.
-
-            Use `gh pr comment` for top-level feedback.
-            Use `mcp__github_inline_comment__create_inline_comment` to highlight specific code issues.
-            Only post GitHub comments - don't submit review text as messages.
-
-          claude_args: |
-            --allowedTools "mcp__github_inline_comment__create_inline_comment,Bash(gh pr comment:*),Bash(gh pr diff:*),Bash(gh pr view:*),ReadFile(CLOJURE_STYLE_GUIDE.adoc)"

.github/workflows/docs_bump_detected.yml

@@ -0,0 +1,44 @@
+name: Docs Bump Detected
+
+on:
+  pull_request_target:
+    types:
+      - opened
+      - synchronize
+      - reopened
+    branches:
+      - 'master'
+      - 'release-x.[0-9]+.x'
+    paths:
+      - 'docs/**'
+
+jobs:
+  push_workflow_to_docs_metabase_github_io_job:
+    runs-on: ubuntu-latest
+    env:
+      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
+      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
+      PR_NUMBER: ${{ github.event.pull_request.number }}
+    steps:
+      - name: Report changed docs files exist
+        run: |
+          echo "A PR with changes in the docs directory was detected."
+          echo "Sending workflow trigger to create/update the corresponding PR in docs repo."
+          echo "source branch: $SOURCE_BRANCH"
+          echo "target branch: $TARGET_BRANCH"
+          echo "pr number: $PR_NUMBER"
+
+      - name: Trigger repo dispatch
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+          script: | #js
+              github.rest.repos.createDispatchEvent({
+                owner: "${{ github.repository_owner }}",
+                repo: "docs.metabase.github.io",
+                event_type: "docs_update",
+                client_payload: {
+                  dispatch_type: "docs_update",
+                  source_branch: process.env.SOURCE_BRANCH,
+                  target_branch: process.env.TARGET_BRANCH,
+                  pr_number: process.env.PR_NUMBER}});

.github/workflows/docs_close_detected.yml

@@ -0,0 +1,43 @@
+name: Docs Close Detected
+
+on:
+  pull_request:
+    types:
+      - closed
+    branches:
+      - 'master'
+      - 'release-x.[0-9]+.x'
+    paths:
+      - 'docs/**'
+
+jobs:
+  push_and_merge_workflow_to_docs_metabase_github_io_job:
+    if: github.event.pull_request.merged == false
+    runs-on: ubuntu-latest
+    env:
+      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
+      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
+      PR_NUMBER: ${{ github.event.pull_request.number }}
+    steps:
+      - name: Report changed docs files exist
+        run: |
+          echo "A PR with changes to the docs directory was closed."
+          echo "Sending workflow trigger to close corresponding PR in docs repo."
+          echo "source branch: $SOURCE_BRANCH"
+          echo "target branch: $TARGET_BRANCH"
+          echo "pr number: $PR_NUMBER"
+
+      - name: Trigger repo dispatch
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+          script: | #js
+            github.rest.repos.createDispatchEvent({
+                owner: "${{ github.repository_owner }}",
+                repo: "docs.metabase.github.io",
+                event_type: "docs_close",
+                client_payload: {
+                  dispatch_type: "docs_close",
+                  source_branch: process.env.SOURCE_BRANCH,
+                  target_branch: process.env.TARGET_BRANCH,
+                  pr_number: process.env.PR_NUMBER}});

.github/workflows/docs_merge_detected.yml

@@ -0,0 +1,43 @@
+name: Docs Merge Detected
+
+on:
+  pull_request:
+    types:
+      - closed
+    branches:
+      - 'master'
+      - 'release-x.[0-9]+.x'
+    paths:
+      - 'docs/**'
+
+jobs:
+  push_and_merge_workflow_to_docs_metabase_github_io_job:
+    if: github.event.pull_request.merged == true
+    runs-on: ubuntu-latest
+    env:
+      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
+      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
+      PR_NUMBER: ${{ github.event.pull_request.number }}
+    steps:
+      - name: Report changed docs files exist
+        run: |
+          echo "A PR with changes to the docs directory was merged."
+          echo "Sending workflow trigger to merge corresponding PR in docs repo."
+          echo "source branch: $SOURCE_BRANCH"
+          echo "target branch: $TARGET_BRANCH"
+          echo "pr number: $PR_NUMBER"
+
+      - name: Trigger repo dispatch
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+          script: | #js
+            github.rest.repos.createDispatchEvent({
+                owner: "${{ github.repository_owner }}",
+                repo: "docs.metabase.github.io",
+                event_type: "docs_merge",
+                client_payload: {
+                  dispatch_type: "docs_merge",
+                  source_branch: process.env.SOURCE_BRANCH,
+                  target_branch: process.env.TARGET_BRANCH,
+                  pr_number: process.env.PR_NUMBER}});

.github/workflows/drivers.yml

@@ -135,11 +135,10 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Test BigQuery Cloud SDK driver
-      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-bigquery-cloud-sdk-ee'
@@ -155,12 +154,6 @@ 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 }}
@@ -190,9 +183,9 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Add ClickHouse TLS instance to /etc/hosts
       run: |
         sudo echo "127.0.0.1 server.clickhouseconnect.test" | sudo tee -a /etc/hosts
@@ -209,7 +202,6 @@ jobs:
           clickhouse_cluster_node2
           nginx
     - name: Test Clickhouse driver
-      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-clickhouse-ee'
@@ -225,12 +217,6 @@ 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
@@ -391,11 +377,10 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup python-runner
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Test H2 driver
-      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-h2'
@@ -413,12 +398,6 @@ 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 }}
@@ -452,7 +431,7 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
-            exclude-tag: ':mb/transforms-python-test'
+              :exclude-tags [:mb/transforms-python-test]
           - name: Transforms Python Tests
             test-args: >-
               :only-tags [:mb/transforms-python-test]
@@ -512,12 +491,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Setup python-runner
-        if: ${{ matrix.job.needs-python-runner == true }}
-        uses: ./.github/actions/setup-python-runner
-        with:
-          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      #if: ${{ matrix.job.needs-python-runner == true }}
+        env:
+          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        run: ./.github/scripts/setup-python-runner.sh
       - name: Test ${{ matrix.version.name }}
-        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: ${{ matrix.version.junit-name }}
@@ -535,12 +513,6 @@ 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
@@ -584,11 +556,10 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Test ${{ matrix.version.name }}
-      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
@@ -604,12 +575,6 @@ 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
@@ -805,7 +770,7 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
-            exclude-tag: ':mb/transforms-python-test'
+              :exclude-tags [:mb/transforms-python-test]
           - name: Transforms Python Tests
             test-args: >-
               :only-tags [:mb/transforms-python-test]
@@ -852,12 +817,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Setup python-runner
-        if: ${{ matrix.job.needs-python-runner == true }}
-        uses: ./.github/actions/setup-python-runner
-        with:
-          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      #if: ${{ matrix.job.needs-python-runner == true }}
+        env:
+          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        run: ./.github/scripts/setup-python-runner.sh
       - 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 }}'
@@ -875,12 +839,6 @@ 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
@@ -991,11 +949,10 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Test ${{ matrix.job.name }}
-      id: test-driver
       if: ${{ !matrix.job.skip }}
       uses: ./.github/actions/test-driver
       with:
@@ -1013,12 +970,6 @@ 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 }}
@@ -1060,11 +1011,10 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Test Snowflake driver
-      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-snowflake-ee'
@@ -1080,12 +1030,6 @@ 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
@@ -1196,11 +1140,10 @@ jobs:
     - uses: actions/checkout@v4
     - name: Setup python-runner
       if: ${{ matrix.job.needs-python-runner == true }}
-      uses: ./.github/actions/setup-python-runner
-      with:
-        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+      run: ./.github/scripts/setup-python-runner.sh
     - name: Test ${{ matrix.version.name }}
-      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
@@ -1216,12 +1159,6 @@ 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-tests.yml

@@ -118,8 +118,7 @@ jobs:
             const fs = require('fs');
             const path = require('path');
 
-            const globber = await glob.create('timing-files/*/chunkTimings.json');
-            const chunkFiles = await globber.glob();
+            const chunkFiles = glob.sync('timing-files/*/chunkTimings.json');
 
             const specs = new Map();
             chunkFiles.forEach(file => {