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