In the dynamic world of digital marketing, ad fraud has emerged as a pervasive threat, compromising advertiser ROI and skewing campaign performance. This thorough guide aims to illuminate the multifaceted nature of ad fraud, providing a comparative analysis of prevalent tactics employed by criminals. From click farming to fake impressions, we'll de