Ad Fraud has several detrimental consequences. Advertisers face financial losses as their marketing budgets are wasted on fraudulent interactions. Legitimate publishers may lose credibility and revenue due to fraudulent ads appearing on their platforms. Moreover, it undermines the trust between advertisers and publishers, making it harder for legitimate players to succeed in the market.