feat(bigquery): add BigLake configuration support for Storage Write API

[liferoad]

add BigLake configuration parameter to StorageWriteToBigQuery transform in both Java and Python SDKs include validation tests for BigLake configuration parameters

Fixes #36171

Postcommit:

./gradlew :sdks:python:test-suites:dataflow:py312:gcpCrossLanguagePythonUsingJava 

Run biglake:

./gradlew :sdks:java:io:google-cloud-platform:expansion-service:build

export EXPANSION_JARS=":sdks:java:io:google-cloud-platform:expansion-service" && pytest sdks/python/apache_beam/io/external/xlang_bigqueryio_it_test.py::BigQueryXlangStorageWriteIT::test_write_with_big_lake_configuration -v -s --tb=long --log-cli-level=INFO --test-pipeline-options="--runner=DataflowRunner --project=apache-beam-testing --region=us-central1 --temp_location=gs://temp-storage-for-end-to-end-tests/temp-it --staging_location=gs://temp-storage-for-end-to-end-tests/staging-it --sdk_location=sdks/python/dist/apache_beam-2.69.0.dev0.tar.gz --sdk_harness_container_image_overrides=.*java.*,gcr.io/apache-beam-testing/beam-sdk/beam_java17_sdk:latest"

Results:

INFO     apache_beam.runners.dataflow.dataflow_runner:dataflow_runner.py:157 Job 2025-09-27_20_25_41-8093218567865133121 is in state JOB_STATE_DONE
INFO     apache_beam.io.gcp.tests.bigquery_matcher:bigquery_matcher.py:121 Attempting to perform query SELECT * FROM python_xlang_storage_write_1759029922_fb423e.write_with_big_lake_config to BQ
INFO     apache_beam.io.gcp.tests.bigquery_matcher:bigquery_matcher.py:158 Result of query is: [(1, 0.1, Decimal('1.11'), 'a', True, b'a', datetime.datetime(1970, 1, 1, 0, 16, 40, 100, tzinfo=datetime.timezone.utc)), (3, 0.3, Decimal('3.33'), 'c', True, b'd', datetime.datetime(1970, 1, 1, 0, 50, 0, 300, tzinfo=datetime.timezone.utc)), (4, 0.4, Decimal('4.44'), 'd', False, b'd', datetime.datetime(1970, 1, 1, 1, 6, 40, 400, tzinfo=datetime.timezone.utc)), (2, 0.2, Decimal('2.22'), 'b', False, b'b', datetime.datetime(1970, 1, 1, 0, 33, 20, 200, tzinfo=datetime.timezone.utc))]
INFO     apache_beam.io.gcp.gcsio:gcsio.py:629 Finished listing 2 files in 0.41817498207092285 seconds.
INFO     apache_beam.io.external.xlang_bigqueryio_it_test:xlang_bigqueryio_it_test.py:197 Successfully verified 2 objects created in warehouse location gs://apache-beam-testing-bq-biglake/BigQueryXlangStorageWriteIT/apache-beam-testing/python_xlang_storage_write_1759029922_fb423e/write_with_big_lake_config
INFO     apache_beam.io.external.xlang_bigqueryio_it_test:xlang_bigqueryio_it_test.py:126 Deleting dataset python_xlang_storage_write_1759029922_fb423e in project apache-beam-testing
PASSED

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[ahmedabu98]

I dont think we need changes to this file

[liferoad]

Need this to run the tests locally on mac

[github-actions]

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[codecov]

Codecov Report

❌ Patch coverage is 0% with 3 lines in your changes missing coverage. Please review.
✅ Project coverage is 40.17%. Comparing base (bbf3613) to head (9bc57ae).
⚠️ Report is 1 commits behind head on master.

Files with missing lines	Patch %	Lines
...igQueryStorageWriteApiSchemaTransformProvider.java	0.00%	1 Missing and 1 partial ⚠️
sdks/python/apache_beam/io/gcp/bigquery.py	0.00%	1 Missing ⚠️

Additional details and impacted files

@@              Coverage Diff              @@
##             master   #36225       +/-   ##
=============================================
- Coverage     56.84%   40.17%   -16.68%     
+ Complexity     3386     3384        -2     
=============================================
  Files          1220     1220               
  Lines        185898   185902        +4     
  Branches       3523     3524        +1     
=============================================
- Hits         105672    74680    -30992     
- Misses        76885   107878    +30993     
- Partials       3341     3344        +3     

Flag	Coverage Δ
java	70.37% <0.00%> (-0.03%)	⬇️

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[github-actions]

Assigning reviewers:

R: @shunping for label python.
R: @m-trieu for label java.
R: @Abacn for label build.

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[ahmedabu98]

LGTM