In the dynamic world of digital marketing, ad fraud has emerged as a pervasive challenge, eroding advertiser ROI and manipulating campaign performance. This thorough guide aims to expose the multifaceted nature of ad fraud, providing a comparative analysis of common tactics employed by malicious actors. From click generation to fake impressions, we