The proliferation of CVV shops and Credit Card sites represents a worrying digital threat, posing substantial risks to consumers and firms globally. These illegal platforms, often operating through the deep web , facilitate the exchange of stolen credit card details, including Card Verification Values, expiration periods, and cardholder identities