feat(serverless-spark): Add serverless-spark source with list_batches tool #1690

dborowitz · 2025-10-10T21:31:40Z

Description

Add a new source serverless-spark for connecting to Google Cloud Serverless for Apache Spark, along with a single simple tool serverless-spark-list-batches.

One outstanding though possibly trivial question is how to address naming/branding/source splitting. The official product name is "Google Cloud Serverless for Apache Spark", though this is a relatively recent rebranding of "Dataproc Serverless". I figured for the source and tool names we could use the short version "serverless-spark", but I've tried to retain the officially correct name in documentation. Granted, it's quite a mouthful and sticks out compared to the other names in Toolbox. On the other hand, I don't want to imply that this works with any Spark hosting environment besides Google's. I'll double-check the branding guidelines with our PMs, but I appreciate Toolbox maintainers' feedback as well.

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🛠️ Part of #1689

duwenxin99

Hi @dborowitz, thanks for the PR! The source and tool implementations overall look good, but we need more thorough integration test to make sure things are working correctly in the long term.

tests/serverlessspark/serverless_spark_integration_test.go

dborowitz · 2025-10-14T18:23:49Z

I've converted to draft to ensure we don't merge before confirming the documentation/branding story with my PM. Other than that, I've resolved the one comment from @duwenxin99 about integration tests, and it's ready for review.

dborowitz · 2025-10-15T16:42:58Z

Updated the docs after consulting with PM, and added docs for the prebuilt toolset, which I had missed before.

duwenxin99 · 2025-10-15T20:36:14Z

@dborowitz Thanks for the test update! Could you add auth test cases to every tool like BQ does here to make sure the auth feature is working correctly. An authSource config should be added like this and the test invocation should include a token header. Thanks!

dborowitz · 2025-10-22T17:26:39Z

@duwenxin99 I'm not sure testing the authSource is necessary? My tool currently doesn't support client OAuth, and relies entirely on gcloud ADCs. I don't expect any tools to have authorized parameters.

Or are you saying that's client OAuth/authorized invocations are a requirement for any new tool implementation nowadays?

internal/tools/serverlessspark/serverlesssparklistbatches/serverlesssparklistbatches.go

dborowitz · 2025-10-22T19:45:21Z

Chatted offline. I was confusing authorized invocations with the underlying auth used by the source. I don't particularly see a need for authorized invocations (e.g. to support a multi-tenant server setup), but it's basically free and we can at least test it works correctly.

(Last push was just to rebase on master, new tests are forthcoming.)

github-actions · 2025-10-22T20:50:26Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-1690/

dborowitz · 2025-10-22T22:02:45Z

Updated integration.cloudbuild.yaml as requested over chat.

tests/serverlessspark/serverless_spark_integration_test.go

.ci/integration.cloudbuild.yaml

… tool Built as a thin wrapper over the official Google Cloud Dataproc Go client library, with support for filtering and pagination.

🤖 I have created a release *beep* *boop* --- ## [0.19.1](v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). --------- Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>

🤖 I have created a release *beep* *boop* --- ## [0.19.1](v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). --------- Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> cd8d68d

🤖 I have created a release *beep* *boop* --- ## [0.19.1](googleapis/genai-toolbox@v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([googleapis#1753](googleapis#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([googleapis#1675](googleapis#1675)) ([ef28e39](googleapis@ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([googleapis#1654](googleapis#1654)) ### Features * Support `excludeValues` for parameters ([googleapis#1818](googleapis#1818)) ([a8e98dc](googleapis@a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([googleapis#1109](googleapis#1109)) ([5367285](googleapis@5367285)) * **mindsdb:** Add MindsDB Source and Tools ([googleapis#878](googleapis#878)) ([1b2cca9](googleapis@1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([googleapis#1853](googleapis#1853)) ([1f833fb](googleapis@1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([googleapis#1333](googleapis#1333)) ([40b9dba](googleapis@40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([googleapis#1119](googleapis#1119)) ([cf7012a](googleapis@cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([googleapis#1641](googleapis#1641)) ([e09d182](googleapis@e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([googleapis#1675](googleapis#1675)) ([ef28e39](googleapis@ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([googleapis#1654](googleapis#1654)) ([a2006ad](googleapis@a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([googleapis#1858](googleapis#1858)) ([30857c2](googleapis@30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([googleapis#1860](googleapis#1860)) ([991e539](googleapis@991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([googleapis#1804](googleapis#1804)) ([d7d1b03](googleapis@d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([googleapis#1614](googleapis#1614)) ([208ab92](googleapis@208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([googleapis#1769](googleapis#1769)) ([f475da6](googleapis@f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([googleapis#1741](googleapis#1741)) ([1a19cac](googleapis@1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([googleapis#1709](googleapis#1709)) ([e8c7fe0](googleapis@e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([googleapis#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([googleapis#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([googleapis#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([googleapis#1884](googleapis#1884)) ([559e2a2](googleapis@559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([googleapis#1800](googleapis#1800)) ([954152c](googleapis@954152c)) * Update debug logs statements ([googleapis#1828](googleapis#1828)) ([3cff915](googleapis@3cff915)) * Instructions to quote filters that include commas ([googleapis#1794](googleapis#1794)) ([4b01720](googleapis@4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([googleapis#1822](googleapis#1822)) ([38d535d](googleapis@38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([googleapis#1753](googleapis#1753)) ([9723cad](googleapis@9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([googleapis#1829](googleapis#1829)) ([8984287](googleapis@8984287)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). --------- Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> cd8d68d

🤖 I have created a release *beep* *boop* --- ## [0.19.1](v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). --------- Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>

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feat(serverless-spark): Add serverless-spark source with list_batches…

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… tool Built as a thin wrapper over the official Google Cloud Dataproc Go client library, with support for filtering and pagination.

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chore(main): release 0.19.1 #1901

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