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