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