Click fraud is a pervasive issue in the digital world, costing businesses and advertisers billions of dollars annually. This insidious practice involves generating fraudulent clicks on online advertisements, exploiting advertising systems for personal gain. Cybercriminals employ various strategies, such as using automated software to click on ads