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