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