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 unveils their effects on advertisers, publishers, and more info consumers. By contrasting various deceptive practices across different platforms and geographies, thi