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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 strategies employed by fraudsters and highlights their effects on advertisers, publishers, and consumers. By contrasting various fraudulent practices across different platforms and geographies, this s