Banner ads continue to be a fundamental part of the web promotion landscape. These image-based advertisements, commonly displayed at the top of web pages, seek to capture user focus. Comprehending the mechanics of banner ads is essential for both advertisers and site operators who aim to increase their online presence. Commonly banner ads show up