Ask HN: How much data do mobile analytics frameworks collect?

Exactly how much data do mobile-analytic frameworks (such as Flurry etc) collect?

As a mobile app developer I'm often asked to add these opaque frameworks to my projects but, not wanting to be Part Of The Problem, I'm curious how much data (beyond the specific metrics you can tell it to track) they collect.