The escalating prevalence increasing of online transactions has unfortunately created a fertile ground for cybercriminals seeking to steal credit card data. These malicious actors are employing increasingly sophisticated techniques, ranging from phishing scams deceptive schemes to data breaches at merchant sites . The consequences of such incidents