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