Some combination of requirements.txt (which lets you dial in, with great precision, each of the libraries you need, and is trivially created in < 50msec with "pip freeze")
1. Containers - That's it. You control everything in it. 2. virtualenv - Every environment comes their own version of python and their own set of packages and versions of those packages. Add virtualenvwrappers and you can create/switch trivially between them.
It's been at least 2 years since I've run into a issue with python and dependencies that wasn't solved by both of those approaches.