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