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Avoid syncing cluster policy values into shared bundle config - #7170

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ilyakuz-db/fix-policy-values-in-remote-sync
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Avoid syncing cluster policy values into shared bundle config#7170
ilyakuz-db wants to merge 8 commits into
mainfrom
ilyakuz-db/fix-policy-values-in-remote-sync

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@ilyakuz-db ilyakuz-db commented Oct 23, 2026 •
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Changes

config-remote-sync can copy policy-injected cluster values into shared YAML when syncing an unrelated UI edit. Add a read-only policy filter after the existing bundle-plan extraction and resource selection steps, using the effective policy read by the remote cluster's policy ID.

The plan, existing extraction/selection code, and their tests remain unchanged. The filter returns new changes, preserves authored values, and uses existing keyed-slice metadata when inspecting nested fields of whole-object changes. For policy-backed clusters, keyed identities must be nonempty and unique in both snapshots; ambiguity and unexpected authored-config lookup errors fail before saving. Only genuine field absence is treated as unauthored. Clusters without a policy bypass these checks. Policy lookups are lazy and cached per sync. Replace the blanket tag/log-default exclusions with value-based policy filtering so genuine UI additions can sync.

Preserve required fields and array positions. A wholly policy-supplied replacement removes the obsolete authored value. Missing policies skip affected fields; structural changes or removals paired with a missing-policy skip leave the whole resource unchanged. Other lookup errors abort before saving. Missing policies reuse JSON status skipped with structured skippedChanges; safe edits may still be present in files and changes. Successful policy filtering remains success. Text output identifies the unsynced fields/resources. UI consumers still need reason-aware messaging and handling of unsynced changes before rollout.

Why

Syncing a description-only UI edit can copy one target's policy values into shared YAML. Deploying that YAML to a target with different policy constraints then fails validation. A missing policy should allow independent edits to sync without silently copying unclassified fields.

Policy matching uses the current effective definition because remote values do not carry provenance. Values from an older policy definition may not be recognized. Partial arrays and required objects retain values when removing them would invalidate their structure; semantic dependencies between separate scalar edits are not validated.

Tests

  • Cross-target acceptance coverage for bundle-managed and external policies, including description-only edits and UI-added tags that deploy with the destination target's policy values.

  • Acceptance coverage for whole-object additions, policy-only replacements, deleted policies, structural changes, and autoscale-to-fixed-worker switches; permission errors stop before saving, and unselected resources trigger no policy lookups.

  • Config-sync acceptance runs in both DMS modes, including partial safe saves and skipped-only results after policy deletion.

  • Focused unit coverage for effective family definitions, authored false/zero values, required fields, keyed reordering, lookup caching, later fatal errors, plan/input-change immutability, ambiguous/empty identities, and unexpected authored-config lookup failures.

  • Acceptance status assertions and identity/lookup regression tests were added first and failed before the follow-up fix.

  • Repository formatting, checks, lint and unit tests pass. The full local acceptance run passed all 4,440 cases (5 skipped); all 50 config-sync scenarios were rerun in both DMS modes after review refinements.

This PR was written with assistance from Codex.

@github-actions github-actions Bot added the DABs DABs related issues label Oct 23, 2026
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github-actions Bot commented Oct 23, 2026 •
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Commit: 7519bf20b | Workflow run

Regression test report

Selected 6 changed tests (limit=20, 0 not selected)

12 tests: regression=10 unreleased=0 coverage=2 failing=0

test branch main (270b2d0) latest (v1.22.1)
TestAccept/bundle/config-remote-sync/cluster_policy_cross_target/DMS= ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/cluster_policy_cross_target/DMS=true ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/cluster_policy_remote_addition/DMS= ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/cluster_policy_remote_addition/DMS=true ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/cluster_policy_replaces_array/DMS= ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/cluster_policy_replaces_array/DMS=true ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/external_cluster_policy_cross_target/DMS= ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/external_cluster_policy_cross_target/DMS=true ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/missing_cluster_policy_structural_changes/DMS= ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/missing_cluster_policy_structural_changes/DMS=true ✅ ❌ ❌
TestAccept/bundle/config-remote-sync/policy_injected_cluster_fields/DMS= ✅ ✅ ✅
TestAccept/bundle/config-remote-sync/policy_injected_cluster_fields/DMS=true ✅ ✅ ✅
TestAccept/bundle/config-remote-sync/cluster_policy_cross_target/DMS=: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_cross_target/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_cross_target3216775322/002/output.txt
        @@ -13,6 +13,9 @@
         
         Resource: resources.jobs.policy_sync
           description: replace
        +  job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']: add
        +  job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars: add
        +  job_clusters[job_cluster_key='main'].new_cluster.workload_type: add
         
         
         
        @@ -26,56 +29,39 @@
         +      description: Edited in the UI
                job_clusters:
                  - job_cluster_key: main
        -
        -=== Deploy shared YAML with the prod policy
        ->>> [CLI] bundle deploy -t prod
        -Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod/files...
        -Created cluster_policies.policy
        -Created jobs.policy_sync
        -Files: 4 uploaded, 0 deleted
        -Resources: 2 created, 0 changed, 0 deleted, 0 unchanged
        -
        -=== Add a user tag beside the policy tag in the UI
        ->>> [CLI] bundle config-remote-sync -t dev --save
        -Detected changes in 1 resource(s):
        -
        -Resource: resources.jobs.policy_sync
        -  job_clusters[job_cluster_key='main'].new_cluster.custom_tags['UserTag']: add
        -
        -
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        ---- databricks.yml.backup
        -+++ databricks.yml
        -@@ -39,4 +39,5 @@
        +@@ -39,4 +39,11 @@
                      custom_tags:
                        owner: bundle-author
        -+              UserTag: edited-in-ui
        ++              workspace: dev
        ++            spark_env_vars:
        ++              ENVIRONMENT: dev
        ++            workload_type:
        ++              clients:
        ++                jobs: true
        ++                notebooks: false
                tasks:
                  - task_key: main
         
        -=== Deploy the user tag with the prod policy
        +=== Deploy shared YAML with the prod policy
         >>> [CLI] bundle deploy -t prod
         Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod/files...
        -Updated jobs.policy_sync
        -Files: 2 uploaded, 0 deleted
        -Resources: 0 created, 1 changed, 0 deleted, 1 unchanged
        +Created cluster_policies.policy
        +Error: cannot create resources.jobs.policy_sync: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev") (400 INVALID_PARAMETER_VALUE)
         
        ->>> [CLI] jobs get [POLICY_SYNC_ID_2] -o json
        -{
        -  "UserTag": "edited-in-ui",
        -  "owner": "bundle-author",
        -  "workspace": "prod"
        -}
        +Endpoint: POST [DATABRICKS_URL]/api/2.2/jobs/create
        +HTTP Status: 400 Bad Request
        +API error_code: INVALID_PARAMETER_VALUE
        +API message: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev")
         
        +Files: 4 uploaded, 0 deleted
        +
         >>> [CLI] bundle destroy -t prod --auto-approve
         The following resources will be deleted:
           delete resources.cluster_policies.policy
        -  delete resources.jobs.policy_sync
         
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod
         
        -Destroy: 2 deleted
        +Destroy: 1 deleted
         
         >>> [CLI] bundle destroy -t dev --auto-approve
         The following resources will be deleted:
        @@ -85,3 +56,5 @@
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/dev
         
         Destroy: 2 deleted
        +
        +Exit code: 1

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/cluster_policy_cross_target/DMS=true: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_cross_target/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_cross_target2301819697/002/output.txt
        @@ -13,6 +13,9 @@
         
         Resource: resources.jobs.policy_sync
           description: replace
        +  job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']: add
        +  job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars: add
        +  job_clusters[job_cluster_key='main'].new_cluster.workload_type: add
         
         
         
        @@ -26,56 +29,39 @@
         +      description: Edited in the UI
                job_clusters:
                  - job_cluster_key: main
        -
        -=== Deploy shared YAML with the prod policy
        ->>> [CLI] bundle deploy -t prod
        -Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod/files...
        -Created cluster_policies.policy
        -Created jobs.policy_sync
        -Files: 4 uploaded, 0 deleted
        -Resources: 2 created, 0 changed, 0 deleted, 0 unchanged
        -
        -=== Add a user tag beside the policy tag in the UI
        ->>> [CLI] bundle config-remote-sync -t dev --save
        -Detected changes in 1 resource(s):
        -
        -Resource: resources.jobs.policy_sync
        -  job_clusters[job_cluster_key='main'].new_cluster.custom_tags['UserTag']: add
        -
        -
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        ---- databricks.yml.backup
        -+++ databricks.yml
        -@@ -39,4 +39,5 @@
        +@@ -39,4 +39,11 @@
                      custom_tags:
                        owner: bundle-author
        -+              UserTag: edited-in-ui
        ++              workspace: dev
        ++            spark_env_vars:
        ++              ENVIRONMENT: dev
        ++            workload_type:
        ++              clients:
        ++                jobs: true
        ++                notebooks: false
                tasks:
                  - task_key: main
         
        -=== Deploy the user tag with the prod policy
        +=== Deploy shared YAML with the prod policy
         >>> [CLI] bundle deploy -t prod
         Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod/files...
        -Updated jobs.policy_sync
        -Files: 2 uploaded, 0 deleted
        -Resources: 0 created, 1 changed, 0 deleted, 1 unchanged
        +Created cluster_policies.policy
        +Error: cannot create resources.jobs.policy_sync: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev") (400 INVALID_PARAMETER_VALUE)
         
        ->>> [CLI] jobs get [POLICY_SYNC_ID_2] -o json
        -{
        -  "UserTag": "edited-in-ui",
        -  "owner": "bundle-author",
        -  "workspace": "prod"
        -}
        +Endpoint: POST [DATABRICKS_URL]/api/2.2/jobs/create
        +HTTP Status: 400 Bad Request
        +API error_code: INVALID_PARAMETER_VALUE
        +API message: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev")
         
        +Files: 4 uploaded, 0 deleted
        +
         >>> [CLI] bundle destroy -t prod --auto-approve
         The following resources will be deleted:
           delete resources.cluster_policies.policy
        -  delete resources.jobs.policy_sync
         
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod
         
        -Destroy: 2 deleted
        +Destroy: 1 deleted
         
         >>> [CLI] bundle destroy -t dev --auto-approve
         The following resources will be deleted:
        @@ -85,3 +56,5 @@
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/dev
         
         Destroy: 2 deleted
        +
        +Exit code: 1

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/cluster_policy_remote_addition/DMS=: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_remote_addition/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_remote_addit592250972/002/output.txt
        @@ -10,7 +10,6 @@
         Detected changes in 1 resource(s):
         
         Resource: resources.jobs.test_job
        -  tasks[task_key='test'].new_cluster.custom_tags: add
           tasks[task_key='test'].new_cluster.spark_conf: add
         
         
        @@ -18,11 +17,9 @@
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -24,4 +24,8 @@
        +@@ -24,4 +24,6 @@
                      node_type_id: [NODE_TYPE_ID]
                      num_workers: 1
        -+            custom_tags:
        -+              UserTag: edited-in-ui
         +            spark_conf:
         +              spark.sql.shuffle.partitions: "7"
                    spark_python_task:
        @@ -34,19 +29,16 @@
         
         Resource: resources.jobs.test_job
           tasks[task_key='added_in_ui']: add
        -  tasks[task_key='test'].new_cluster.custom_tags: replace
         
         
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -30,2 +30,14 @@
        +@@ -28,2 +28,12 @@
                    spark_python_task:
                      python_file: ./hello.py
         +        - new_cluster:
        -+            custom_tags:
        -+              UserTag: new-task
         +            node_type_id: [NODE_TYPE_ID]
         +            num_workers: 1
         +            policy_id: ${resources.cluster_policies.policy.id}

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/cluster_policy_remote_addition/DMS=true: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_remote_addition/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_remote_addit2415200810/002/output.txt
        @@ -10,7 +10,6 @@
         Detected changes in 1 resource(s):
         
         Resource: resources.jobs.test_job
        -  tasks[task_key='test'].new_cluster.custom_tags: add
           tasks[task_key='test'].new_cluster.spark_conf: add
         
         
        @@ -18,11 +17,9 @@
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -24,4 +24,8 @@
        +@@ -24,4 +24,6 @@
                      node_type_id: [NODE_TYPE_ID]
                      num_workers: 1
        -+            custom_tags:
        -+              UserTag: edited-in-ui
         +            spark_conf:
         +              spark.sql.shuffle.partitions: "7"
                    spark_python_task:
        @@ -34,19 +29,16 @@
         
         Resource: resources.jobs.test_job
           tasks[task_key='added_in_ui']: add
        -  tasks[task_key='test'].new_cluster.custom_tags: replace
         
         
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -30,2 +30,14 @@
        +@@ -28,2 +28,12 @@
                    spark_python_task:
                      python_file: ./hello.py
         +        - new_cluster:
        -+            custom_tags:
        -+              UserTag: new-task
         +            node_type_id: [NODE_TYPE_ID]
         +            num_workers: 1
         +            policy_id: ${resources.cluster_policies.policy.id}
        
FAIL

latest (v1.22.1):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_remote_addition/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_remote_addit2698516229/002/output.txt
        @@ -10,7 +10,6 @@
         Detected changes in 1 resource(s):
         
         Resource: resources.jobs.test_job
        -  tasks[task_key='test'].new_cluster.custom_tags: add
           tasks[task_key='test'].new_cluster.spark_conf: add
         
         
        @@ -18,11 +17,9 @@
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -24,4 +24,8 @@
        +@@ -24,4 +24,6 @@
                      node_type_id: [NODE_TYPE_ID]
                      num_workers: 1
        -+            custom_tags:
        -+              UserTag: edited-in-ui
         +            spark_conf:
         +              spark.sql.shuffle.partitions: "7"
                    spark_python_task:
        @@ -34,19 +29,16 @@
         
         Resource: resources.jobs.test_job
           tasks[task_key='added_in_ui']: add
        -  tasks[task_key='test'].new_cluster.custom_tags: replace
         
         
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -30,2 +30,14 @@
        +@@ -28,2 +28,12 @@
                    spark_python_task:
                      python_file: ./hello.py
         +        - new_cluster:
        -+            custom_tags:
        -+              UserTag: new-task
         +            node_type_id: [NODE_TYPE_ID]
         +            num_workers: 1
         +            policy_id: ${resources.cluster_policies.policy.id}
TestAccept/bundle/config-remote-sync/cluster_policy_replaces_array/DMS=: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_replaces_array/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_replaces_arr916209855/002/output.txt
        @@ -16,27 +16,28 @@
         Detected changes in 1 resource(s):
         
         Resource: resources.jobs.test_job
        -  tasks[task_key='main'].new_cluster.init_scripts: remove
        +  tasks[task_key='main'].new_cluster.init_scripts: replace
         
         
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -16,9 +16,4 @@
        -             node_type_id: [NODE_TYPE_ID]
        +@@ -17,8 +17,6 @@
                      num_workers: 1
        --            init_scripts:
        +             init_scripts:
         -              - workspace:
         -                  destination: /Workspace/init-a.sh
         -              - workspace:
         -                  destination: /Workspace/init-b.sh
        ++              - volumes:
        ++                  destination: /Volumes/catalog/schema/volume/policy.sh
                    spark_python_task:
                      python_file: ./hello.py
         
         === Authored scripts are removed without copying the policy script
         >>> [CLI] bundle validate -o json
        -true
        +false
         
         >>> [CLI] bundle destroy --auto-approve
         The following resources will be deleted:
        @@ -47,3 +32,5 @@
         Destroy: 1 deleted
         
         >>> [CLI] cluster-policies delete [POLICY_ID]
        +
        +Exit code: 1

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/cluster_policy_replaces_array/DMS=true: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_replaces_array/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_replaces_arr1722650226/002/output.txt
        @@ -16,27 +16,28 @@
         Detected changes in 1 resource(s):
         
         Resource: resources.jobs.test_job
        -  tasks[task_key='main'].new_cluster.init_scripts: remove
        +  tasks[task_key='main'].new_cluster.init_scripts: replace
         
         
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -16,9 +16,4 @@
        -             node_type_id: [NODE_TYPE_ID]
        +@@ -17,8 +17,6 @@
                      num_workers: 1
        --            init_scripts:
        +             init_scripts:
         -              - workspace:
         -                  destination: /Workspace/init-a.sh
         -              - workspace:
         -                  destination: /Workspace/init-b.sh
        ++              - volumes:
        ++                  destination: /Volumes/catalog/schema/volume/policy.sh
                    spark_python_task:
                      python_file: ./hello.py
         
         === Authored scripts are removed without copying the policy script
         >>> [CLI] bundle validate -o json
        -true
        +false
         
         >>> [CLI] bundle destroy --auto-approve
         The following resources will be deleted:
        @@ -47,3 +32,5 @@
         Destroy: 1 deleted
         
         >>> [CLI] cluster-policies delete [POLICY_ID]
        +
        +Exit code: 1

latest (v1.22.1):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/cluster_policy_replaces_array/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-synccluster_policy_replaces_arr906859735/002/output.txt
        @@ -16,27 +16,28 @@
         Detected changes in 1 resource(s):
         
         Resource: resources.jobs.test_job
        -  tasks[task_key='main'].new_cluster.init_scripts: remove
        +  tasks[task_key='main'].new_cluster.init_scripts: replace
         
         
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -16,9 +16,4 @@
        -             node_type_id: [NODE_TYPE_ID]
        +@@ -17,8 +17,6 @@
                      num_workers: 1
        --            init_scripts:
        +             init_scripts:
         -              - workspace:
         -                  destination: /Workspace/init-a.sh
         -              - workspace:
         -                  destination: /Workspace/init-b.sh
        ++              - volumes:
        ++                  destination: /Volumes/catalog/schema/volume/policy.sh
                    spark_python_task:
                      python_file: ./hello.py
         
         === Authored scripts are removed without copying the policy script
         >>> [CLI] bundle validate -o json
        -true
        +false
         
         >>> [CLI] bundle destroy --auto-approve
         The following resources will be deleted:
        @@ -47,3 +32,5 @@
         Destroy: 1 deleted
         
         >>> [CLI] cluster-policies delete [POLICY_ID]
        +
        +Exit code: 1
        
FAIL
TestAccept/bundle/config-remote-sync/external_cluster_policy_cross_target/DMS=: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/external_cluster_policy_cross_target/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-syncexternal_cluster_policy_cro2702273633/002/output.txt
        @@ -13,6 +13,8 @@
         
         Resource: resources.jobs.policy_sync
           description: replace
        +  job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']: add
        +  job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars: add
         
         
         
        @@ -26,101 +28,31 @@
         +      description: Edited in the UI
                job_clusters:
                  - job_cluster_key: main
        +@@ -23,4 +23,7 @@
        +             custom_tags:
        +               owner: bundle-author
        ++              workspace: dev
        ++            spark_env_vars:
        ++              ENVIRONMENT: dev
        +       tasks:
        +         - task_key: main
         
         === Deploy shared YAML with the prod policy
         >>> [CLI] bundle deploy -t prod
         Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod/files...
        -Created jobs.policy_sync
        -Files: 5 uploaded, 0 deleted
        -Resources: 1 created, 0 changed, 0 deleted, 0 unchanged
        +Error: cannot create resources.jobs.policy_sync: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev") (400 INVALID_PARAMETER_VALUE)
         
        -=== A deleted policy skips policy-dependent fields but still syncs authored edits
        ->>> [CLI] cluster-policies delete [DEV_POLICY_ID]
        +Endpoint: POST [DATABRICKS_URL]/api/2.2/jobs/create
        +HTTP Status: 400 Bad Request
        +API error_code: INVALID_PARAMETER_VALUE
        +API message: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev")
         
        ->>> [CLI] bundle config-remote-sync -t dev --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {
        -    "resources.jobs.policy_sync": {
        -      "description": {
        -        "operation": "replace",
        -        "value": "Another UI edit"
        -      },
        -      "job_clusters[job_cluster_key='main'].new_cluster.custom_tags['owner']": {
        -        "operation": "replace",
        -        "value": "edited-owner"
        -      }
        -    }
        -  },
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    }
        -  ]
        -}
        +Files: 5 uploaded, 0 deleted
         
        ->>> diff.py databricks.yml.backup databricks.yml
        ---- databricks.yml.backup
        -+++ databricks.yml
        -@@ -13,5 +13,5 @@
        -     policy_sync:
        -       name: test-job-[UNIQUE_NAME]-${bundle.target}
        --      description: Edited in the UI
        -+      description: Another UI edit
        -       job_clusters:
        -         - job_cluster_key: main
        -@@ -22,5 +22,5 @@
        -             num_workers: 1
        -             custom_tags:
        --              owner: bundle-author
        -+              owner: edited-owner
        -       tasks:
        -         - task_key: main
        -
        -=== Only policy-dependent fields remain on the next sync
        ->>> [CLI] bundle config-remote-sync -t dev -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    }
        -  ]
        -}
        -
        -=== Text output reports the incomplete sync
        ->>> [CLI] bundle config-remote-sync -t dev
        -Sync is incomplete: some remote changes were skipped.
        -Skipped resources.jobs.policy_sync.job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']: cluster policy [DEV_POLICY_ID] was not found.
        -Skipped resources.jobs.policy_sync.job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars: cluster policy [DEV_POLICY_ID] was not found.
        -No changes could be synced.
        -
         >>> [CLI] bundle destroy -t prod --auto-approve
        -The following resources will be deleted:
        -  delete resources.jobs.policy_sync
        -
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod
         
        -Destroy: 1 deleted
        +Destroy: 0 deleted
         
         >>> [CLI] bundle destroy -t dev --auto-approve
         The following resources will be deleted:
        @@ -130,4 +52,8 @@
         
         Destroy: 1 deleted
         
        +>>> [CLI] cluster-policies delete [DEV_POLICY_ID]
        +
         >>> [CLI] cluster-policies delete [PROD_POLICY_ID]
        +
        +Exit code: 1

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/external_cluster_policy_cross_target/DMS=true: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/external_cluster_policy_cross_target/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-syncexternal_cluster_policy_cro3427312624/002/output.txt
        @@ -13,6 +13,8 @@
         
         Resource: resources.jobs.policy_sync
           description: replace
        +  job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']: add
        +  job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars: add
         
         
         
        @@ -26,101 +28,31 @@
         +      description: Edited in the UI
                job_clusters:
                  - job_cluster_key: main
        +@@ -23,4 +23,7 @@
        +             custom_tags:
        +               owner: bundle-author
        ++              workspace: dev
        ++            spark_env_vars:
        ++              ENVIRONMENT: dev
        +       tasks:
        +         - task_key: main
         
         === Deploy shared YAML with the prod policy
         >>> [CLI] bundle deploy -t prod
         Uploading bundle files to /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod/files...
        -Created jobs.policy_sync
        -Files: 5 uploaded, 0 deleted
        -Resources: 1 created, 0 changed, 0 deleted, 0 unchanged
        +Error: cannot create resources.jobs.policy_sync: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev") (400 INVALID_PARAMETER_VALUE)
         
        -=== A deleted policy skips policy-dependent fields but still syncs authored edits
        ->>> [CLI] cluster-policies delete [DEV_POLICY_ID]
        +Endpoint: POST [DATABRICKS_URL]/api/2.2/jobs/create
        +HTTP Status: 400 Bad Request
        +API error_code: INVALID_PARAMETER_VALUE
        +API message: Cluster validation error: Validation failed for custom_tags, workspace must be prod (is "dev")
         
        ->>> [CLI] bundle config-remote-sync -t dev --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {
        -    "resources.jobs.policy_sync": {
        -      "description": {
        -        "operation": "replace",
        -        "value": "Another UI edit"
        -      },
        -      "job_clusters[job_cluster_key='main'].new_cluster.custom_tags['owner']": {
        -        "operation": "replace",
        -        "value": "edited-owner"
        -      }
        -    }
        -  },
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    }
        -  ]
        -}
        +Files: 5 uploaded, 0 deleted
         
        ->>> diff.py databricks.yml.backup databricks.yml
        ---- databricks.yml.backup
        -+++ databricks.yml
        -@@ -13,5 +13,5 @@
        -     policy_sync:
        -       name: test-job-[UNIQUE_NAME]-${bundle.target}
        --      description: Edited in the UI
        -+      description: Another UI edit
        -       job_clusters:
        -         - job_cluster_key: main
        -@@ -22,5 +22,5 @@
        -             num_workers: 1
        -             custom_tags:
        --              owner: bundle-author
        -+              owner: edited-owner
        -       tasks:
        -         - task_key: main
        -
        -=== Only policy-dependent fields remain on the next sync
        ->>> [CLI] bundle config-remote-sync -t dev -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.policy_sync",
        -      "path": "job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[DEV_POLICY_ID]"
        -    }
        -  ]
        -}
        -
        -=== Text output reports the incomplete sync
        ->>> [CLI] bundle config-remote-sync -t dev
        -Sync is incomplete: some remote changes were skipped.
        -Skipped resources.jobs.policy_sync.job_clusters[job_cluster_key='main'].new_cluster.custom_tags['workspace']: cluster policy [DEV_POLICY_ID] was not found.
        -Skipped resources.jobs.policy_sync.job_clusters[job_cluster_key='main'].new_cluster.spark_env_vars: cluster policy [DEV_POLICY_ID] was not found.
        -No changes could be synced.
        -
         >>> [CLI] bundle destroy -t prod --auto-approve
        -The following resources will be deleted:
        -  delete resources.jobs.policy_sync
        -
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]/prod
         
        -Destroy: 1 deleted
        +Destroy: 0 deleted
         
         >>> [CLI] bundle destroy -t dev --auto-approve
         The following resources will be deleted:
        @@ -130,4 +52,8 @@
         
         Destroy: 1 deleted
         
        +>>> [CLI] cluster-policies delete [DEV_POLICY_ID]
        +
         >>> [CLI] cluster-policies delete [PROD_POLICY_ID]
        +
        +Exit code: 1

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/missing_cluster_policy_structural_changes/DMS=: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/missing_cluster_policy_structural_changes/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-syncmissing_cluster_policy_stru3180657818/002/output.txt
        @@ -31,111 +31,51 @@
         === A selected job's policy permission error fails sync without saving
         >>> [CLI] bundle config-remote-sync --select-ids jobs:[ARRAY_CHANGE_ID] --save -o json
         {
        -  "status": "failed",
        -  "error": "failed to extract changes: filtering policy values for resources.jobs.array_change.tasks[task_key='main'].new_cluster.init_scripts (no configuration was saved): reading cluster policy [POLICY_ID]: Fault injected by test.",
        -  "changes": {},
        -  "skippedChanges": null
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        ->>> print_requests.py //policies/clusters/get --get --oneline
        -{"method": "GET", "path": "/api/2.0/policies/clusters/get", "q": {"policy_id": "[POLICY_ID]"}}
        -
        -=== An indivisible array replacement leaves the whole selected job unchanged
        ->>> [CLI] bundle config-remote-sync --select-ids jobs:[ARRAY_CHANGE_ID] --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.array_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        -=== A log-storage switch leaves the whole selected job unchanged
        ->>> [CLI] bundle config-remote-sync --select-ids jobs:[LOG_STORAGE_CHANGE_ID] --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.log_storage_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        -=== Switching autoscale to a fixed worker count leaves the whole selected job unchanged
        ->>> [CLI] bundle config-remote-sync --select-ids jobs:[WORKER_COUNT_CHANGE_ID] --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.worker_count_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        -=== Unrelated edits still sync when other jobs have structural changes
        ->>> [CLI] bundle config-remote-sync --save -o json
        -{
        -  "status": "skipped",
        +  "status": "success",
        +  "error": null,
           "changes": {
        -    "resources.jobs.unaffected": {
        +    "resources.jobs.array_change": {
               "description": {
                 "operation": "replace",
        -        "value": "Unrelated UI edit"
        +        "value": "Array changed in the UI"
        +      },
        +      "tasks[task_key='main'].new_cluster.init_scripts": {
        +        "operation": "replace",
        +        "value": [
        +          {
        +            "volumes": {
        +              "destination": "/Volumes/catalog/schema/volume/policy.sh"
        +            }
        +          }
        +        ]
               }
             }
           },
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.array_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.log_storage_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.new_task",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.worker_count_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        +  "skippedChanges": null
         }
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -67,5 +67,5 @@
        -     unaffected:
        -       name: test-unaffected-[UNIQUE_NAME]
        +@@ -9,5 +9,5 @@
        +     array_change:
        +       name: test-array_change-[UNIQUE_NAME]
         -      description: Before UI edit
        -+      description: Unrelated UI edit
        ++      description: Array changed in the UI
                tasks:
                  - task_key: main
        +@@ -18,8 +18,6 @@
        +             num_workers: 1
        +             init_scripts:
        +-              - workspace:
        +-                  destination: /Workspace/init-a.sh
        +-              - workspace:
        +-                  destination: /Workspace/init-b.sh
        ++              - volumes:
        ++                  destination: /Volumes/catalog/schema/volume/policy.sh
        +           spark_python_task:
        +             python_file: ./hello.py
        +databricks.yml.backup databricks.yml differ: char 232, line 11
         
         >>> [CLI] bundle destroy --auto-approve
         The following resources will be deleted:
        @@ -148,3 +74,5 @@
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]
         
         Destroy: 5 deleted
        +
        +Exit code: 1
        
    acceptance_test.go:1118: LOG.cleanup-requests: 
    acceptance_test.go:1118: LOG.setup-requests:

latest (v1.22.1): same output as main (270b2d0)

TestAccept/bundle/config-remote-sync/missing_cluster_policy_structural_changes/DMS=true: branch ✅ | main (270b2d0) ❌ | latest (v1.22.1) ❌

main (270b2d0):

acceptance_test.go:1311: Diff:
        --- bundle/config-remote-sync/missing_cluster_policy_structural_changes/output.txt
        +++ /tmp/TestAcceptbundleconfig-remote-syncmissing_cluster_policy_stru2259549164/002/output.txt
        @@ -31,111 +31,51 @@
         === A selected job's policy permission error fails sync without saving
         >>> [CLI] bundle config-remote-sync --select-ids jobs:[ARRAY_CHANGE_ID] --save -o json
         {
        -  "status": "failed",
        -  "error": "failed to extract changes: filtering policy values for resources.jobs.array_change.tasks[task_key='main'].new_cluster.init_scripts (no configuration was saved): reading cluster policy [POLICY_ID]: Fault injected by test.",
        -  "changes": {},
        -  "skippedChanges": null
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        ->>> print_requests.py //policies/clusters/get --get --oneline
        -{"method": "GET", "path": "/api/2.0/policies/clusters/get", "q": {"policy_id": "[POLICY_ID]"}}
        -
        -=== An indivisible array replacement leaves the whole selected job unchanged
        ->>> [CLI] bundle config-remote-sync --select-ids jobs:[ARRAY_CHANGE_ID] --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.array_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        -=== A log-storage switch leaves the whole selected job unchanged
        ->>> [CLI] bundle config-remote-sync --select-ids jobs:[LOG_STORAGE_CHANGE_ID] --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.log_storage_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        -=== Switching autoscale to a fixed worker count leaves the whole selected job unchanged
        ->>> [CLI] bundle config-remote-sync --select-ids jobs:[WORKER_COUNT_CHANGE_ID] --save -o json
        -{
        -  "status": "skipped",
        -  "changes": {},
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.worker_count_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        -}
        -
        ->>> diff.py databricks.yml.backup databricks.yml
        -
        -=== Unrelated edits still sync when other jobs have structural changes
        ->>> [CLI] bundle config-remote-sync --save -o json
        -{
        -  "status": "skipped",
        +  "status": "success",
        +  "error": null,
           "changes": {
        -    "resources.jobs.unaffected": {
        +    "resources.jobs.array_change": {
               "description": {
                 "operation": "replace",
        -        "value": "Unrelated UI edit"
        +        "value": "Array changed in the UI"
        +      },
        +      "tasks[task_key='main'].new_cluster.init_scripts": {
        +        "operation": "replace",
        +        "value": [
        +          {
        +            "volumes": {
        +              "destination": "/Volumes/catalog/schema/volume/policy.sh"
        +            }
        +          }
        +        ]
               }
             }
           },
        -  "skippedChanges": [
        -    {
        -      "resourceKey": "resources.jobs.array_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.log_storage_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.new_task",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    },
        -    {
        -      "resourceKey": "resources.jobs.worker_count_change",
        -      "reason": "cluster_policy_not_found",
        -      "policyId": "[POLICY_ID]"
        -    }
        -  ]
        +  "skippedChanges": null
         }
         
         >>> diff.py databricks.yml.backup databricks.yml
         --- databricks.yml.backup
         +++ databricks.yml
        -@@ -67,5 +67,5 @@
        -     unaffected:
        -       name: test-unaffected-[UNIQUE_NAME]
        +@@ -9,5 +9,5 @@
        +     array_change:
        +       name: test-array_change-[UNIQUE_NAME]
         -      description: Before UI edit
        -+      description: Unrelated UI edit
        ++      description: Array changed in the UI
                tasks:
                  - task_key: main
        +@@ -18,8 +18,6 @@
        +             num_workers: 1
        +             init_scripts:
        +-              - workspace:
        +-                  destination: /Workspace/init-a.sh
        +-              - workspace:
        +-                  destination: /Workspace/init-b.sh
        ++              - volumes:
        ++                  destination: /Volumes/catalog/schema/volume/policy.sh
        +           spark_python_task:
        +             python_file: ./hello.py
        +databricks.yml.backup databricks.yml differ: char 232, line 11
         
         >>> [CLI] bundle destroy --auto-approve
         The following resources will be deleted:
        @@ -148,3 +74,5 @@
         All files and directories at the following location will be deleted: /Workspace/Users/[USERNAME]/.bundle/[UNIQUE_NAME]
         
         Destroy: 5 deleted
        +
        +Exit code: 1
        
    acceptance_test.go:1118: LOG.cleanup-requests: 
    acceptance_test.go:1118: LOG.setup-requests:

latest (v1.22.1): same output as main (270b2d0)

@eng-dev-ecosystem-bot

eng-dev-ecosystem-bot commented Oct 23, 2026 •
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Integration test report

Commit: 7519bf2

Run: 40359940021

Env 🔄​flaky ✅​pass 🙈​skip Time
✅​ aws linux-2core-8gb 293 17 8:29
✅​ aws-windows-latest-4core-16gb 283 19 5:28
✅​ azure linux-2core-8gb 292 17 7:40
✅​ azure-windows-latest-4core-16gb 282 19 5:56
🔄​ gcp linux-2core-8gb 2 291 17 11:23
✅​ gcp-windows-latest-4core-16gb 283 19 5:17
Test Name gcp linux-2core-8gb
🔄​ TestFsCpFileToNonExistentDir 🔄​f
🔄​ TestFsCpFileToNonExistentDir/uc-volumes_to_uc-volumes 🔄​f
Top 10 slowest tests (at least 2 minutes):
duration env testname
5:49 azure-windows-latest-4core-16gb TestAccept
3:54 azure linux-2core-8gb TestAccept
3:49 gcp linux-2core-8gb TestAccept
3:46 aws linux-2core-8gb TestAccept
3:02 gcp linux-2core-8gb TestAccept/bundle/config-remote-sync/cluster_policy_cross_target/DMS=
2:54 gcp-windows-latest-4core-16gb TestAccept
2:53 aws-windows-latest-4core-16gb TestAccept
2:47 gcp linux-2core-8gb TestAccept/bundle/config-remote-sync/external_cluster_policy_cross_target/DMS=
2:08 gcp linux-2core-8gb TestFilerWorkspaceFilesExtensionsStat
2:06 gcp linux-2core-8gb TestAccept/bundle/config-remote-sync/external_cluster_policy_cross_target/DMS=true

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@ilyakuz-db @eng-dev-ecosystem-bot