Growing Complexity in Programmatic Channels - Implications for Fraud Detection

The industry has seen evolution in fraud detection mechanisms, shifting focus from traditional anti-fraud companies to businesses that analyze post-impression data for consistency with bid requests. Companies are diversifying data sources, incorporating programmatic metadata, browser data, and log-level data, raising concerns about detecting new types of fraudulent activities.