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