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