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