Facebook (which has to deal with more than 4 billion installs combined for all its apps) has written about their tooling infrastructure here: https://code.facebook.com/posts/924676474230092/mobile-perfo...
I wonder if Amazon has something up its sleeve... (EC2-esque for Android).