[Improve] Improve `streampark-common` module base on [6 Testing]

[RocMarshal]

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Description

Improve streampark-common module base on 6 Testing

Usage Scenario

No response

Related issues

#2986

Are you willing to submit a PR?

• [ ] Yes I am willing to submit a PR!

Code of Conduct

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[zzzk1]

please assign this issues to me

[RocMarshal]

N.A (checked for the java-source-root)