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