The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This comparative analysis banner ads checklist examines the diverse tactics employed by fraudsters and unveils their consequences on advertisers, publishers, and consumers. By contrasting various illegitimate practices across different platforms and