Credit card fraud detection has emerged as a critical challenge in modern financial transactions due to the increasing prevalence of online transactions and digital payment methods. The unauthorized use of credit cards for fraudulent activities poses substantial financial risks to individuals, businesses, and financial institutions. To combat this issue, sophisticated fraud detection systems are required to swiftly identify and prevent fraudulent transactions, ensuring the security and trustworthiness of financial operations.