[Subtask]: Fix all issues about releasing the new version

### Search before asking

- [x] I have searched in the [issues](https://github.com/apache/amoro/issues?q=is%3Aissue) and found no similar issues.

### Description

We should fix all issues regarding releasing the new version, including:

- #3770

### Parent issue

#3827

### Are you willing to submit PR?

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

### Code of Conduct

- [x] I agree to follow this project's [Code of Conduct](https://www.apache.org/foundation/policies/conduct)

Start by reading the linked issue #3770 and parent issue #3827, since this subtask provides no files, tests, or entry points. Use their release requirements to identify the work, and consider this done when the stated issues for releasing the new version have been addressed.

Written by the indexing model from the issue text.