In the ever-evolving landscape of digital advertising, ad fraud poses a significant challenge to both advertisers and publishers. This article aims to uncover the complex world of ad fraud by implementing a comparative analysis of various fraudulent tactics employed by criminals. We will investigate different types of ad fraud, such as impression f