Click deception is a pervasive problem in the digital world, costing businesses and advertisers billions of dollars annually. This insidious practice involves creating fraudulent clicks on online advertisements, defrauding advertising systems for personal gain. Cybercriminals employ various methods, such as using automated scripts to click on ads