In the dynamic world of digital marketing, ad fraud has emerged as a pervasive challenge, compromising advertiser ROI and skewing campaign performance. This thorough guide aims to expose the multifaceted nature of ad fraud, providing a comparative analysis of prevalent tactics employed by malicious actors. From click farming to phantom impressions,