Summary:
With the current approach to setUp of tests, we end up restarting cluster twice, this can be avoided. The following diff refactors the code to avoid this.
Jira: DB-15942

Test Plan: jenkins

Reviewers: asaha

Reviewed By: asaha

Differential Revision: https://phorge.dev.yugabyte.com/D43132