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