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