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