The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This comparative analysis investigates the diverse tactics employed by fraudsters and reveals their effects on advertisers, publishers, and consumers. By comparing various fraudulent practices across different platforms and geographies, this study ai