BlogLog inSign up

Current risks

E-commerce ad fraud lives in the funnel, not the click: bot clicks, fake add-to-carts, stolen promo attribution and scalper bots – and how to detect each.

E-Commerce Ad Fraud: How Invalid Clicks Become Invalid Customers

Clicks keep rising and carts are filling—so why isn’t revenue moving? Learn how e-commerce ad fraud slips past surface metrics and spot it before bad data redirects your budget.

Ad stacking and pixel stuffing bill impressions nobody saw. How both schemes work, why standard reports miss them, and which signals expose them.

Ad Stacking Fraud and Pixel Stuffing: The Impressions Nobody Saw

Paying for four impressions when the user could see only one? Find out how Ad Stacking Fraud and pixel stuffing hide behind normal-looking reports—and which signals expose them before they drain your budget.

Device farm fraud vs bots: why real phones pass device checks, where each leaves traces, and which signals catch which kind of fake audience.

Device Farm Fraud vs Bots: Two Ways to Fake an Audience

Could a rack of real phones be draining your ad budget while your device checks say the traffic is clean? See how device farm fraud differs from bot traffic, which signals expose each threat, and where your detection stack may have blind spots.