The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This comparative analysis scrutinizes the diverse methods employed by fraudsters and advertiser platform pricing reveals their impact on advertisers, publishers, and consumers. By contrasting various deceptive practices across different platforms and