Cyber fraud is a rapidly growing issue, with cases proliferating as more people engage in digital banking, online shopping, and remote work. This trend is evident across India, where cybercrimes have surged in recent years. A report by the National Crime Records Bureau (NCRB) showed that cybercrime cases in India increased by over 11% from 2021 to 2022. With fraudsters devising increasingly sophisticated tactics, common scams range from phishing emails and fraudulent calls to fake websites and unauthorized financial transactions.