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