In the dynamic world of digital marketing, ad fraud has emerged as a pervasive challenge, undermining advertiser ROI and distorting campaign performance. This comprehensive guide aims to shed light on the multifaceted nature of ad fraud, providing a comparative analysis of common tactics employed by