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