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