Earlier quoted context omitted.
pip's resolving algorithm is not sound. If your Python projects are really simple it seems to work but as your projects get more complex the failure rate creeps up over time. You might pip install something and have it fail and then go back to zero and restart and have it work but at some point that will fail. conda has a correct resolving algorithm but the packages are out of date and add about as many quality probl…
Ugh, I hate writing this but that's where docker and microservices comes to the rescue. It's a pain in the butt and inefficient to run but if you don't care about the overhead (and if you do care, why are you still using Python?), it works.
Because I get other advantages of it. Giving in to overhead on one layer, doesn't mean I'm willing to give it up everywhere.