In the ever-evolving landscape of digital advertising, ad fraud poses a significant challenge to both advertisers and publishers. This article aims to analyze the complex world of ad fraud by performing a comparative analysis of various deceptive tactics employed by perpetrators. We will investigate different types of ad fraud, such as view fraud,