Try using pipenv. If you are familiar with npm, it is a slightly dumber version of the same sort of thing, except for Python. It works by leveraging the package manager pip to guarantee a reproducible virtualenv based on a list of dependencies, which can be reconstructed by anyone who installs pipenv. Since I have discovered it, it has become indispensable in my Python projects.