The digital advertising landscape is increasingly plagued by ad fraud, depleting advertiser revenue and jeopardizing consumer trust. This article investigates the complexities of ad fraud through a comparative analysis of various schemes employed by fraudsters. We scrutinize common categories of ad fraud, such as click fraud, impression fraud, and