Advertising fraud has always been a looming specter over online ads. It is an unrelenting threat that affects both advertisers and the publishers they partner with. Although the desktop environment has generally managed to deal with fraud, this has resulted in improved confidence from advertisers; mobile environments are still grappling with such issues. For instance, in-app ads tend to concern advertisers more about fraud and click shortages than any other type of ad.