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, exploiting advertising systems for personal gain. Perpetrators employ various methods, such as using automated bots to click on ads repeatedly or