In the dynamic world of digital marketing, ad fraud has emerged as a pervasive obstacle, eroding advertiser ROI and manipulating campaign performance. This comprehensive guide aims to illuminate the multifaceted nature of ad fraud, providing a comparative analysis of typical tactics employed by malicious actors. From click farming to bogus impressi