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