* chore: sync with last release from main branch

* feat: Introduce DataFormatOptions to configure the output of BigQuery data types (#4010)

* feat: Create DataFormatOptions in BigQuery

* feat: Add Builder class for DataFormatOptions

* fix: Update existing references of useInt64Timestamp to use DataFormatOption's variant

* chore: Fix lint issues

* chore: Address PR feedback

* chore: Add tests for useInt64Timestamp behavior

* chore: Address failing tests and GCA

* chore: Remove unused fromPb method

* feat: Add timestamp_precision to Field (#4014)

* feat: Add timestamp_precision to Field

* Apply suggestion from @gemini-code-assist[bot]

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* chore: Address GCA PR feedback

* chore: Fix typo

* chore: Remove default value

* chore: Address PR feedback

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Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* chore: Use custom timestamp validator for ISO8601 timestamps with more than nanosecond precision (#4017)

* chore: Use custom timestamp validator for ISO8601 timestamps with more than nanosecond precision

* chore: Rename helper method to validateTimestamp

* chore: Address GCA comments

* chore: Address last GCA comment

* chore: Update to use assert helper method

* test: Clean up resources created in ITs (#4024)

* chore: Cleanup initialized resources

* chore: Delete created dataset

* chore: Use try-with to close stream

* chore: Cleanup Intellij test warnings (#4026)

* chore: Cleanup initialized resources

* chore: Use try-with to close stream

* chore: Cleanup Intellij test warnings

* chore: Allow for floating point inaccuracies

* chore: Add otel delete operation

* deps: update actions/upload-artifact action to v6 (#4027)

Co-authored-by: Blake Li <blakeli@google.com>

* chore: Use assertThrows in tests (#4028)

* chore: Cleanup initialized resources

* chore: Use try-with to close stream

* chore: Cleanup Intellij test warnings

* chore: Allow for floating point inaccuracies

* chore: Add otel delete operation

* chore: Clean up rest of the IT test file

* chore: Add GCA feedback

* chore: Update renovate.json (#4031)

deps update from bigquerystorage was incorrectly marked as chore(deps). This would cause the upgrade not show up in the release notes and also not trigger release please.

This is because the pattern /^com.google.cloud:google-cloud-bigquery is configured in renovate.json, which matches both bigquery and bigquerystorage. However, I believe the original intention is only for bigquery update in samples, not for bigquerystorage update.

Fixing the pattern so that the String must ends with bigquery

* chore(main): release 2.57.2-SNAPSHOT (#4032)

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>

* chore: fix unresolved conflicts

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Co-authored-by: Lawrence Qiu <lawrenceqiu@google.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Mend Renovate <bot@renovateapp.com>
Co-authored-by: Blake Li <blakeli@google.com>
Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>