Banner ads remain a cornerstone of online advertising. These ubiquitous rectangular or square graphical units appear on internet sites, delivering targeted promotions to interested customers. Their visual nature makes them highly noticeable, effectively grabbing user focus. Understanding the various types of banner ads, their placement strategies,