The pervasive nature of ad fraud poses a advertiser platform vs competitors significant challenge to the digital advertising industry. This comparative analysis investigates the diverse strategies employed by fraudsters and reveals their impact on advertisers, publishers, and consumers. By evaluating various illegitimate practices across different