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In the dynamic world of digital marketing, ad fraud has emerged as a pervasive threat, eroding advertiser ROI and skewing campaign performance. This in-depth guide aims to expose the multifaceted nature of ad fraud, providing a comparative analysis of typical tactics employed by malicious actors. From click injection to phantom impressions, we'll d