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