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