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ssh: increase server startup timeout to 45m for GPU accelerators - #5569

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anton-107 merged 2 commits into
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ssh-gpu-startup-timeout
Jun 15, 2026
Merged

ssh: increase server startup timeout to 45m for GPU accelerators#5569
anton-107 merged 2 commits into
mainfrom
ssh-gpu-startup-timeout

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Changes

databricks ssh connect waits for the bootstrap SSH server job run to reach RUNNING state, bounded by a fixed 10-minute taskStartupTimeout. Serverless GPU compute (requested via --accelerator GPU_1xA10 / GPU_8xH100) can take much longer to provision than CPU compute, so the wait frequently expires before the GPU node is up.

When --accelerator is set, use a 45-minute startup timeout (gpuTaskStartupTimeout) instead. The CPU/dedicated-cluster path keeps the existing 10-minute timeout.

Why

GPU serverless provisioning routinely exceeds 10 minutes, causing ssh connect --accelerator ... to fail with a startup timeout even though the job would have come up shortly after.

Tests

  • go build ./experimental/ssh/... and go test ./experimental/ssh/... pass.
  • The change is a constant selection wired through the existing ClientOptions.TaskStartupTimeout; no behavior change without --accelerator.

This pull request and its description were written by Isaac.

Serverless GPU compute (--accelerator) can take much longer to
provision than CPU compute, and the fixed 10-minute wait for the SSH
server job to start frequently expires before the GPU node is up. Use a
45-minute startup timeout when an accelerator is requested.
Co-authored-by: Isaac
Co-authored-by: Isaac
@anton-107
anton-107force-pushed the ssh-gpu-startup-timeout branch from a71119d to 45cfdd4CompareJune 12, 2026 10:27
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Integration test report

Commit: 45cfdd4

Run: 27410069834

Env💚​RECOVERED🙈​SKIP✅​pass🙈​skipTime
💚​aws linux7152649736:42
💚​aws windows71526697111:13
💚​aws-ucws linux7153608877:38
💚​aws-ucws windows71536288512:48
💚​azure linux1172679716:32
💚​azure windows11726996911:38
💚​azure-ucws linux1173658837:24
💚​azure-ucws windows11736788113:07
💚​gcp linux1172639747:27
💚​gcp windows11726597211:21
22 interesting tests: 15 SKIP, 7 RECOVERED
Test Nameaws linuxaws windowsaws-ucws linuxaws-ucws windowsazure linuxazure windowsazure-ucws linuxazure-ucws windowsgcp linuxgcp windows
💚​TestAccept💚​R💚​R💚​R💚​R💚​R💚​R💚​R💚​R💚​R💚​R
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💚​TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions/DATABRICKS_BUNDLE_ENGINE=direct💚​R💚​R💚​R💚​R
💚​TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions/DATABRICKS_BUNDLE_ENGINE=terraform💚​R💚​R💚​R💚​R
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durationenvtestname
6:14aws windowsTestAccept
6:12gcp windowsTestAccept
6:10azure windowsTestAccept
6:02aws-ucws windowsTestAccept
6:00azure-ucws windowsTestAccept
4:30gcp linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct
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4:19gcp linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=terraform
4:13gcp windowsTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=terraform
3:09azure-ucws windowsTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=terraform
3:08aws-ucws linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct
3:07azure windowsTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=terraform
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3:02aws linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct
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2:45aws windowsTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct
2:44azure-ucws windowsTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct
2:41azure-ucws linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=terraform
2:39azure linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=terraform
2:30azure linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct
2:29azure-ucws linuxTestAccept/bundle/resources/apps/inline_config/DATABRICKS_BUNDLE_ENGINE=direct

@rugpanov

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NIT: 45m is a magic constant, not configurable, this is consistent with the existing taskStartupTimeout constant style. If GPU provisioning times prove variable in practice, a flag (e.g. --startup-timeout) might be worth it later, but baking in a constant is fine and matches the surrounding code.

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LGTM, but I second Grigory's nit about 45min seeming arbitrary. Curious how 45min was chosen

@anton-107
anton-107 added this pull request to the merge queueJun 15, 2026
Merged via the queue into main with commit 3fd9620Jun 15, 2026
27 checks passed
@anton-107
anton-107 deleted the ssh-gpu-startup-timeout branch June 15, 2026 13:15
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Integration test report

Commit: 3fd9620

Run: 27548900174

Env💥​PANIC❌​FAIL🟨​KNOWN🤯​MISS🔄​flaky💚​RECOVERED🙈​SKIP✅​pass🙈​skipTime
🔄​aws linux361554391172:18
🔄​aws windows471550792184:13
💥​aws-ucws linux125322713735120:00
❌​aws-ucws windows11239352635750120:05
❌​azure linux21117533907102:38
❌​azure windows2011750091798:53
❌​azure-ucws linux22237812643743120:00
💥​azure-ucws windows114219812619758120:05
❌​gcp linux4117532915284:53
❌​gcp windows41217496925280:34
561 interesting tests: 513 MISS, 43 FAIL, 2 PANIC, 2 SKIP, 1 KNOWN
Test Nameaws linuxaws windowsaws-ucws linuxaws-ucws windowsazure linuxazure windowsazure-ucws linuxazure-ucws windowsgcp linuxgcp windows
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🤯​TestAccept/bundle/deploy/files/no-snapshot-sync✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
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🤯​TestAccept/bundle/deploy/files/no-snapshot-sync/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deploy/mlops-stacks✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
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🤯​TestAccept/bundle/deployment/bind/alert🙈​s🙈​s🙈​s🙈​s✅​p✅​p🤯​M🤯​M✅​p✅​p
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🤯​TestAccept/bundle/deployment/bind/catalog🙈​s🙈​s✅​p🤯​M🙈​s🙈​s🤯​M🤯​M🙈​s🙈​s
🤯​TestAccept/bundle/deployment/bind/catalog/DATABRICKS_BUNDLE_ENGINE=direct✅​p🤯​M🤯​M🤯​M
🤯​TestAccept/bundle/deployment/bind/cluster✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/cluster/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/cluster/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/dashboard✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/dashboard/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/dashboard/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/dashboard/recreation✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/dashboard/recreation/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/dashboard/recreation/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/experiment✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
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🤯​TestAccept/bundle/deployment/bind/job/generate-and-bind✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/generate-and-bind/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/generate-and-bind/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/job-abort-bind✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/job-abort-bind/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/job-abort-bind/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/job-spark-python-task✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/job-spark-python-task/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/job/job-spark-python-task/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/model-serving-endpoint✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/model-serving-endpoint/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/model-serving-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/pipelines/recreate✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/bind/pipelines/recreate/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
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🤯​TestAccept/bundle/deployment/bind/registered-model🙈​s🙈​s✅​p🤯​M🙈​s🙈​s🤯​M🤯​M🙈​s🙈​s
🤯​TestAccept/bundle/deployment/bind/registered-model/DATABRICKS_BUNDLE_ENGINE=direct✅​p🤯​M🤯​M🤯​M
🤯​TestAccept/bundle/deployment/bind/registered-model/DATABRICKS_BUNDLE_ENGINE=terraform✅​p🤯​M🤯​M🤯​M
🤯​TestAccept/bundle/deployment/bind/schema🙈​s🙈​s✅​p🤯​M🙈​s🙈​s🤯​M🤯​M🙈​s🙈​s
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🤯​TestAccept/bundle/deployment/bind/secret-scope🙈​s🙈​s✅​p🤯​M🙈​s🙈​s🤯​M🤯​M🙈​s🙈​s
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🤯​TestAccept/bundle/deployment/bind/vector_search_endpoint🙈​s🙈​s✅​p🤯​M🙈​s🙈​s✅​p🤯​M🙈​s🙈​s
🤯​TestAccept/bundle/deployment/bind/vector_search_endpoint/DATABRICKS_BUNDLE_ENGINE=direct✅​p🤯​M✅​p🤯​M
🤯​TestAccept/bundle/deployment/bind/vector_search_index🙈​s🙈​s✅​p🤯​M🙈​s🙈​s🤯​M🤯​M🙈​s🙈​s
🤯​TestAccept/bundle/deployment/bind/vector_search_index/DATABRICKS_BUNDLE_ENGINE=direct✅​p🤯​M🤯​M🤯​M
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🤯​TestAccept/bundle/deployment/unbind/grants🙈​s🙈​s✅​p🤯​M🙈​s🙈​s🤯​M🤯​M🙈​s🙈​s
🤯​TestAccept/bundle/deployment/unbind/grants/DATABRICKS_BUNDLE_ENGINE=direct✅​p🤯​M🤯​M🤯​M
🤯​TestAccept/bundle/deployment/unbind/grants/DATABRICKS_BUNDLE_ENGINE=terraform✅​p🤯​M🤯​M🤯​M
🤯​TestAccept/bundle/deployment/unbind/permissions✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/unbind/permissions/DATABRICKS_BUNDLE_ENGINE=direct✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/deployment/unbind/permissions/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/destroy/jobs-and-pipeline✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
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🤯​TestAccept/bundle/generate/auto-bind✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/generate/auto-bind/DATABRICKS_BUNDLE_ENGINE=terraform✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
🤯​TestAccept/bundle/generate/pipeline_and_deploy✅​p✅​p✅​p🤯​M✅​p✅​p🤯​M🤯​M✅​p✅​p
Top 50 slowest tests (at least 2 minutes):
durationenvtestname
30:03aws-ucws windowsTestAccept/bundle/resources/vector_search_indexes/recreate/embedding_dimension/DATABRICKS_BUNDLE_ENGINE=direct
28:31aws-ucws linuxTestAccept/bundle/invariant/continue_293/DATABRICKS_BUNDLE_ENGINE=direct/INPUT_CONFIG=vector_search_index.yml.tmpl
27:53aws-ucws windowsTestAccept/bundle/resources/vector_search_indexes/grants/select/DATABRICKS_BUNDLE_ENGINE=direct
26:39aws-ucws linuxTestAccept/bundle/resources/clusters/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
25:45aws-ucws windowsTestAccept/bundle/resources/vector_search_indexes/basic/DATABRICKS_BUNDLE_ENGINE=direct
25:42aws-ucws linuxTestAccept/bundle/invariant/no_drift/DATABRICKS_BUNDLE_ENGINE=direct/INPUT_CONFIG=vector_search_index.yml.tmpl
25:01azure-ucws windowsTestAccept/bundle/resources/vector_search_indexes/recreate/embedding_dimension/DATABRICKS_BUNDLE_ENGINE=direct
20:43azure-ucws windowsTestAccept/bundle/resources/vector_search_indexes/basic/DATABRICKS_BUNDLE_ENGINE=direct
20:05aws linuxTestAccept/bundle/resources/sql_warehouses/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
18:55aws-ucws linuxTestAccept/bundle/resources/clusters/lifecycle-started-toggle/DATABRICKS_BUNDLE_ENGINE=direct
18:47azure-ucws linuxTestAccept/bundle/resources/vector_search_indexes/basic/DATABRICKS_BUNDLE_ENGINE=direct
18:00azure-ucws linuxTestAccept/bundle/resources/vector_search_indexes/grants/select/DATABRICKS_BUNDLE_ENGINE=direct
16:08azure-ucws windowsTestAccept/bundle/resources/vector_search_indexes/grants/select/DATABRICKS_BUNDLE_ENGINE=direct
15:00aws windowsTestAccept/bundle/resources/sql_warehouses/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
14:27aws windowsTestAccept/bundle/resources/sql_warehouses/lifecycle-started-toggle/DATABRICKS_BUNDLE_ENGINE=direct
13:26aws-ucws windowsTestAccept/bundle/resources/sql_warehouses/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
12:55aws-ucws windowsTestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform
12:09gcp linuxTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
11:53azure-ucws linuxTestAccept/bundle/resources/clusters/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
11:53aws windowsTestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
11:32gcp windowsTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
11:18aws-ucws windowsTestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=direct
11:16gcp linuxTestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
11:06gcp windowsTestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=USER_ISOLATION
10:36aws-ucws linuxTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
10:20gcp linuxTestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=direct
10:05aws windowsTestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
9:51azure-ucws linuxTestAccept/bundle/resources/clusters/lifecycle-started-toggle/DATABRICKS_BUNDLE_ENGINE=direct
9:21aws-ucws linuxTestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
8:40aws-ucws linuxTestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=direct
8:29aws linuxTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
8:28gcp linuxTestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:25gcp windowsTestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=direct
8:22azure-ucws linuxTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
8:21aws windowsTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
8:17gcp linuxTestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=terraform
8:14aws-ucws windowsTestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=terraform
8:10aws-ucws windowsTestAccept/bundle/resources/sql_warehouses/lifecycle-started-toggle/DATABRICKS_BUNDLE_ENGINE=direct
8:08gcp windowsTestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=terraform
8:07azure-ucws windowsTestAccept/bundle/integration_whl/wrapper/DATABRICKS_BUNDLE_ENGINE=terraform
8:00aws-ucws linuxTestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
7:52gcp linuxTestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
7:52aws-ucws windowsTestAccept/bundle/resources/permissions/factcheck/DATABRICKS_BUNDLE_ENGINE=terraform
7:52aws linuxTestAccept/bundle/integration_whl/interactive_cluster/DATABRICKS_BUNDLE_ENGINE=direct
7:48azure windowsTestAccept/bundle/resources/apps/lifecycle-started/DATABRICKS_BUNDLE_ENGINE=direct
7:45aws-ucws windowsTestAccept/bundle/resources/clusters/lifecycle-started-toggle/DATABRICKS_BUNDLE_ENGINE=direct
7:42gcp linuxTestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=direct
7:41gcp linuxTestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
7:38gcp windowsTestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
7:36gcp windowsTestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
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deco-sdk-taggingBot added a commit that referenced this pull request Jun 17, 2026
## Release v1.4.0
### CLI
* Improved error messages for `ssh connect`: when an SSH connection attempt fails, the client now fetches and prints the server's recent error logs ([#5555](#5555)).
* Increase the SSH server startup timeout from 10 to 45 minutes when a GPU accelerator is requested via `databricks ssh connect --accelerator` ([#5569](#5569)).
* Fix authentication falling back to the default profile in `.databrickscfg` when a host is already configured via the environment (e.g. `DATABRICKS_HOST` with `DATABRICKS_TOKEN`) ([#5616](#5616)).
* ssh: fix opening remote environment in Cursor, which previously hung on default-extension install and never opened the editor ([#5619](#5619)).
* Improve the error shown when `databricks labs install` cannot find a project's `labs.yml`: the message now explains that either the requested version does not exist or the project is not installable with the CLI, and links to the repository ([#5559](#5559)).
### Bundles
* Remove API enum values and types that are still in development from the `databricks-bundles` Python package; these were never accepted by the backend ([#5484](#5484)).
* direct: Fix resolving a resource reference that is used more than once within the same field ([#5558](#5558)).
* Bundle variable references now accept Unicode letters in path segments (e.g. `${var.变量}`). ([#5532](#5532))
* Ignore remote changes for vector search direct_access_index_spec.schema_json to prevent drift when the backend normalizes the schema ([#5481](#5481)).
* Remove hidden, never-functional `--existing-dashboard-id`, `--existing-dashboard-path`, `--existing-alert-id`, and `--existing-genie-space-id` alias flags from `bundle generate`; use the documented `--existing-id` / `--existing-path` flags instead ([#5591](#5591)).
* engine/direct: Fix WAL corruption after two consecutive failed deploys ([#5606](#5606)).
* engine/direct: Don't open the deployment state WAL when a deploy's plan fails ([#5607](#5607)).
* Ignore unity catalog managed schema property defaults to avoid unnecessary drift ([#5195](#5195)).
* Add `postgres_roles` and `postgres_databases` resources to create Postgres roles and databases on a Lakebase branch ([#5467](#5467), [#5627](#5627)).
* direct: Stop spurious recreate/rename on redeploy when the backend normalizes a resource's name-based ID (e.g. Unity Catalog lowercasing a schema or volume name) ([#5599](#5599)).
* Fix the generated pipeline README to suggest `databricks bundle run <pipeline> --refresh <table>` for running a single transformation; the previously documented `--select` flag is not supported by `bundle run` ([#5252](#5252)).
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@anton-107@eng-dev-ecosystem-bot@rugpanov@rclarey