The digital advertising landscape is constantly evolving, presenting new challenges and opportunities. One persistent threat that plagues the industry is ad fraud, in which deceptive practices aimed at fabricating ad impressions and clicks. This can result in significant financial losses for advertisers and erode trust in the digital ecosystem. To

Banner ads are a ubiquitous form of online advertising that frequently appear at the top of web pages. These rectangular advertisements display textual content to attract target customers. Banner ads are known for their extensive visibility and ability to consistently promote products or businesses. They commonly utilize attractive designs and pers