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