[Release-2.60.0] Cherry pick #32661 into the release branch

[mutianf]

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[Abacn]

will merge once tests passed

[Abacn]

updated offline - still testing the change internally

[github-actions]

Checks are failing. Will not request review until checks are succeeding. If you'd like to override that behavior, comment assign set of reviewers

[Abacn]

different tests failed in two run of PreCommit Java GCP IO Direct. None of them are Bigtable test. Not related to this change, merging for now