The escalating prevalence rising of online transactions has unfortunately created a fertile prime 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 security lapses at merchant sites . The consequences of such i