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[TASK][EASY] Support Flink 1.18 #5405

@link3280

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@link3280

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  • I have sufficient knowledge and experience of this task, and I volunteer to be the mentor of this task to guide contributors to complete the task.

Skill requirements

  • Familiar with Flink SQL API

Background and Goals

  • Bump Flink version to 1.18 while maintaining compatibility with Flink 1.16 and 1.17.

Implementation steps

  • Add flink-1.18 profile
  • Fix API compatibility problem
  • Add cross-version tests in CI workflow

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