In the ever-evolving landscape of digital advertising, ad fraud poses a significant obstacle to both advertisers and publishers. This article aims to uncover the complex world of ad fraud by conducting a comparative analysis of various fraudulent tactics employed by actors. We will explore different types of ad fraud, banner ads checklist such as v