A worldwide telecommunications and financial wire service company was concerned about performance anomalies in their mobile app acquisition campaigns. Certain key performance indicators (KPIs) seemed over inflated, and post-install engagement with important conversion events was less than desirable. For the marketing team, understanding their true return on ad spend (ROAS) was elusive and they were deeply concerned about ad fraud.