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