As someone who is working on an attribution platform, I'm always amazed at how few marketers use real performance measuring tools (like attribution modeling).

Fraud should be irrelevant (well, a network problem) if you're measuring against your actual returns. It's the immaturity of the industry (brands especially) that allow fraud to be rampant and sometimes network-sponsored.