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