The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This comparative analysis scrutinizes the diverse tactics employed by fraudsters and reveals their consequences on advertisers, cost per click review publishers, and consumers. By contrasting various fraudulent practices across different platforms an