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