Recent investigations reveal a growing trend: the utilization of Telegram for malicious activities. Advanced cybercriminals are increasingly using the platform's private channels to share stolen credentials, plan operations , and enable illicit commerce . This necessitates improved dark web surveillance capabilities specifically focused on Telegram