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