### _Why are the changes needed?_
close#5408
### _How was this patch tested?_
- [ ] Add some test cases that check the changes thoroughly including negative and positive cases if possible
- [ ] Add screenshots for manual tests if appropriate
- [ ] [Run test](https://kyuubi.readthedocs.io/en/master/contributing/code/testing.html#running-tests) locally before make a pull request
### _Was this patch authored or co-authored using generative AI tooling?_
NO
Closes#5433 from lsm1/branch-kyuubi-5408.
Closes#5408
8c6cc223d [senmiaoliu] fix style
20415dc44 [senmiaoliu] use com.mysql.cj.jdbc.Driver first
Authored-by: senmiaoliu <senmiaoliu@trip.com>
Signed-off-by: Shaoyun Chen <csy@apache.org>