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 consequences on advertisers, publishers, and consumers. By contrasting various illegitimate practices across different platforms and geographies, th