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