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, defrauding advertising systems for personal gain. Fraudsters employ various techniques, such as using automated software to click on ads repeated