The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This comparative analysis scrutinizes ad exchanges comparison the diverse tactics employed by fraudsters and highlights their consequences on advertisers, publishers, and consumers. By contrasting various illegitimate practices across different platf