A major mobile app gaming company with hundreds of titles in the top charts became concerned after seeing abnormal performance in some of their campaigns. High click-throughrates and low user quality raised concerns about possible ad fraud that their own tools weren’t correctly detecting. They hoped to mitigate fraudulent tra!c to get cleaner data, which would allow them to strengthen their campaigns and improve return on ad spend (ROAS).