This is also why it is surprisingly easy to break your dependencies when installing lots of stuff in pip: sooner or later you're going to end up with some dependency-of-dependency incompatible with a dependency. The practical solution is that you don't install everything in the same environment but set up a separate virtual environment for each project, and then install only what you need there.