In the face of escalating and intricate cyber-attacks, traditional security systems are struggling to provide adequate protection. The dynamic nature of modern threats demands a new paradigm for cybersecurity. This project focuses on harnessing the potential of Cyber Threat Intelligence (CTI) mining to fortify security measures. By extracting, processing, and analyzing diverse cyber threat data, our project aims to develop an advanced threat intelligence framework. This framework will empower organizations to proactively identify, prevent, and respond to sophisticated cyber threats. Our research reviews recent efforts in CTI mining, proposes a comprehensive taxonomy, and explores current state-of-the-art advancements. The project also highlights challenges and potential future directions in CTI mining, underscoring its vital role in strengthening cybersecurity posture in the modern digital landscape.