The rapid growth of digital payments has ushered in a new era of convenience and efficiency. However, this revolution also presents new challenges, particularly in the realm of mobile fraud. Criminals are becoming increasingly sophisticated in their tactics, exploiting vulnerabilities to acquire sensitive credentials. To counter this growing threat