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 highlights their consequences on advertisers, publishers, and consumers. By contrasting various deceptive practices across different platforms and geographies, this stu