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Navigating the digital advertising landscape can feel like traversing a minefield. With ad fraud becoming increasingly sophisticated, advertisers and publishers alike are struggling to detect malicious actors who deceive systems for financial gain. A side-by-side analysis of legitimate traffic versus fraudulent activity can be invaluable in underst