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Upgrade default kafka from 2.4.1 to 3.1.2 #16520

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Upgrade default kafka from 2.4.1 to 3.1.2

Upgrade default kafka from 2.4.1 to 3.1.2 #16520

Summary
Jobs
- ${{ matrix.job_name }} (${{ matrix.job_phrase }})
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