In the dynamic world of digital marketing, ad fraud has emerged as a pervasive obstacle, eroding advertiser ROI and manipulating campaign performance. This thorough guide aims to shed light on the multifaceted nature of ad fraud, providing a comparative analysis of typical tactics employed by fraudsters. From click farming to bogus impressions, we'