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