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