The digital advertising landscape is increasingly plagued by ad fraud, sapping advertiser revenue and undermining consumer trust. This article investigates the complexities of ad fraud through a comparative analysis of various methods employed by fraudsters. We scrutinize common forms of ad fraud, such as click fraud, impression fraud, and bot traf