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