In the ever-evolving landscape of communication, Voice over Internet Protocol (VoIP) has emerged as a leading force. However, this technology can also be manipulated by malicious actors seeking to obscure their true identities. Non-registered VoIP numbers, often used in deceptive activities, pose a significant obstacle for law enforcement and secur