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The digital advertising landscape is increasingly plagued by ad fraud, depleting advertiser revenue and undermining consumer trust. This article delves the complexities of ad fraud through a comparative analysis of various methods employed by fraudsters. We analyze common forms of ad CPM traffic benefits fraud, such as click fraud, impression fraud