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In the dynamic world of digital marketing, ad fraud has emerged as a pervasive obstacle, compromising advertiser ROI and distorting 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 generation to phantom