In the dynamic world of digital marketing, ad fraud has emerged as a pervasive threat, undermining advertiser ROI and manipulating campaign performance. This in-depth guide aims to shed light on the multifaceted nature of ad fraud, providing a comparative analysis of common tactics employed by malicious actors. From click farming to fake impression