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