Banner ads remain a cornerstone of online advertising. They rectangular or square graphical units appear on websites, delivering targeted promotions to interested customers. Their visual nature makes them highly noticeable, effectively grabbing user sight. Exploring the various types of banner ads, their placement strategies, and impact metrics is