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 tactics employed by DSP platforms for beginners fraudsters. We scrutinize common forms of ad fraud, such as click fraud, impres