Banner ads remain a cornerstone of online advertising. They rectangular or square graphical units appear on websites, delivering targeted campaigns to interested customers. Their visual nature makes them highly memorable, effectively grabbing user focus. Exploring the various types of banner ads, their placement strategies, and effectiveness metric