Click fraud is a pervasive issue in the digital world, costing businesses and advertisers billions of dollars annually. This insidious practice involves making fraudulent clicks on online advertisements, manipulating advertising systems for personal gain. Fraudsters employ various methods, such as using automated scripts to click on ads repeatedly