In the dynamic world of digital marketing, ad fraud has emerged as a pervasive challenge, undermining advertiser ROI and distorting campaign performance. This thorough guide aims to expose the multifaceted nature of ad fraud, providing a comparative analysis of common tactics employed by criminals. From click farming to phantom impressions, we'll d