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The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This comparative analysis scrutinizes the diverse tactics employed by fraudsters and highlights their impact on advertisers, publishers, and consumers. By contrasting various fraudulent practices across different platforms and geographies, this study