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