The pervasive nature of ad fraud poses a significant challenge to the digital DSP platforms best practices advertising industry. This comparative analysis scrutinizes the diverse tactics employed by fraudsters and highlights their effects on advertisers, publishers, and consumers. By evaluating various deceptive practices across different platforms