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