Good or bad? Security systems answer this question daily: good code vs. malware, legit clients vs. API abuse, etc. In the past, preset rules and heuristics have often been the first (and only) line of defense. In this talk, we'll share learnings you can take home from our experience using big datasets, graph analytics, and predictive models to secure millions of mobile devices around the world.