The digital advertising landscape DSP platforms tips is increasingly plagued by ad fraud, sapping advertiser revenue and undermining consumer trust. This article investigates the complexities of ad fraud through a comparative analysis of various schemes employed by fraudsters. We analyze common categories of ad fraud, such as click fraud, impressio