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