In the world of online advertising, Pay-Per-Click (PPC) campaigns have revolutionized how businesses attract potential customers. However, alongside its benefits, PPC comes with a set of challenges, one of the most serious being PPC fraud. PPC fraud, or click fraud, occurs when automated bots or unethical