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