In the ever-evolving landscape of digital advertising, ad fraud poses a significant threat to both advertisers and publishers. This article aims to uncover the complex world of ad fraud by conducting a comparative analysis of various deceptive tactics employed by perpetrators. We will examine different types of ad fraud, such as click fraud, and il