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