Anti-fraud controls protect both advertiser spend and legitimate promoter earnings.

Signals can include repeated cooldown attempts, abnormal qualified-view velocity, duplicate devices, suspicious payment reuse, automation indicators, shared-account patterns, and unusual traffic behavior.

A single shared IP is not automatically proof of fraud. Risk signals are most useful when evaluated together and in context.