The approaching deprecation of third-party data files is significantly changing the realm of digital marketing . Marketers are urgently seeking alternative solutions to assess user actions without relying on these legacy methods. Techniques like privacy-enhancing technologies and leveraging aggre

The digital advertising landscape is increasingly plagued by ad fraud, depleting advertiser revenue and compromising consumer trust. This article explores the complexities of ad fraud through a comparative analysis of various schemes employed by fraudsters. We scrutinize common forms of ad fraud,