In the dynamic world of digital marketing, ad fraud has emerged as a pervasive challenge, undermining advertiser ROI and skewing campaign performance. This in-depth guide aims to illuminate the multifaceted nature of ad fraud, providing a comparative analysis of prevalent tactics employed by malicious actors. From click injection to bogus impressio