The State of Ad Fraud Detection in 2026
Five years of bot evolution, the consolidation of ad-verification vendors, and why fraud detection is now an arms race that no individual marketer can win alone.
Analytical notes on digital advertising effectiveness — targeting, attribution, ad fraud, and the metrics that actually predict ROI.
Featured · · Targeting
What each major self-serve ad platform actually optimizes for in 2026, where their audience graphs come from, and which one fits which kind of business goal.
Five years of bot evolution, the consolidation of ad-verification vendors, and why fraud detection is now an arms race that no individual marketer can win alone.
A breakdown of the programmatic supply chain — every fee, every loss, every layer between the advertiser's dollar and the publisher's pocket — and what each one is buying.
Click-through rate is the most-quoted advertising metric and one of the worst at predicting whether anyone bought anything. What measurements actually correlate with revenue?
Third-party cookies are gone, fingerprinting is restricted, and consent rates keep dropping. The methods that survive — first-party tracking, MMM, geo experiments, and incrementality testing — and how they fit together.
Why a meaningful share of every advertising budget is wasted — on poor targeting, ad fraud, overlapping campaigns, and ineffective creative — and the tools that can help marketers fight back.