Small python projects I did, I used venv and pip. Learned my lesson through wasting couple of hours after fighting through dependency issues.

Being from JAVA Shop for long time, If I have to switch between different version of JAVA, all I do is change JAVA_HOME to point to correct version, go to base project directory and "mvn clean install" does the job. :).