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I have a virtual linux machine with python2 and pip installed. I want to save bandwidth by caching pip downloads in a http cache server and use this cache server in other machines. The functionality that I require is similar to apt-cacher-ng but for python packages.

Any suggestions?

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Taking a look at python docs I could find the following topic: Package index mirrors and caches. And this document lead me to devpi-server:

Take a look and see if it works :)

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