To avoid this problem I use virtualenv for each project _and_ I point to the pip binary inside that env (env/bin/pip or env/bin/python) in my ansible scripts or

To avoid this problem I use virtualenv for each project _and_ I point to the pip binary inside that env (env/bin/pip or env/bin/python) in my ansible scripts or any other commands. I settled on this after running into similar problems