The escalating prevalence of online digital transactions has unfortunately created a fertile prime ground for cybercriminals seeking to steal obtain credit card data. These malicious actors are employing increasingly sophisticated techniques, ranging from phishing scams deceptive schemes to data breaches at merchant sites e-commerce platforms . The