Mobile ad fraud is a multifaceted issue: it’s difficult to identify, and once victimized, advertisers have an even harder time proving that the fraud occurred in the first place. 
Three key patterns signify fraudulent behavior affecting marketers today. Each form varies in its complexity and methods for targeting user acquisition campaigns, but have the same results: marketers pay for fraudulent activity.
Preventing frauds from happening rather than detecting them after the fact works best to discourage fraudulent activity in general. By wholly eliminating untrusted and tampered traffic, the industry can significantly reduce and eliminate several forms of mobile ad fraud. 
Take the following recommended actions against these three identified patterns to start mitigating fraud in your business: