The approaching deprecation of third-party data files is drastically altering the space of digital marketing . Marketers are progressively seeking innovative solutions to gauge user actions without relying on these legacy methods. Techniques like contextual advertising and leveraging probabilisti

The digital advertising landscape is increasingly plagued by ad fraud, sapping advertiser revenue and jeopardizing consumer trust. This article explores the complexities of ad fraud through a comparative analysis of