Skip to main content


How mobile ad fraud kills ROAS & LTV for businesses | mFilterIt Blogs Mobile app advertising is all about data coming from CPI campaigns – ROAS and LTV being the go-to metrics to measure campaign performance and success. But are you sure the metrics you are relying on are giving you the right results? The numbers on your dashboard are not always true. As advertisers pour more budget into mobile performance campaigns, many overlook critical vulnerabilities – mobile ad fraud. It’s not just a line-item loss, it’s a performance killer that inflates Return on Ad Spend (ROAS) and erodes Customer Lifetime Value (LTV). Fraudsters exploit the systems marketers depend on – attribution models and campaign metrics – using sophisticated tactics like click fraud, fake installs, click injection, SDK spoofing, etc. The result? Campaigns scale based on fake signals, and strategies built on manipulated data lead to long-term business erosion. In this article, we’ll break down exactly how mobile ad fraud works, why it’s killing your ROAS and LTV, and the steps you can take right now to combat fraud and protect your mobile app marketing investment.