For Python backends I often deploy the code directly with a Puppet resource called VcsRepo which basically places a certain tag of a certain repo on a certain filesystem location. And I also package the systemd scripts for easy start/stop/restart. You can do this with other config management tools, via bash or by hand, depending on how many systems you manage.
What bothers me with your question is Pip :-) But perhaps that is off topic...?
