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