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