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