Click deception is a pervasive problem in the digital world, costing businesses and advertisers billions of dollars annually. This insidious activity involves making fraudulent clicks on online advertisements, manipulating advertising systems for personal gain. Cybercriminals employ various techniques, such as using automated software to click on