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