High-Performance Computing (HPC) clusters play a pivotal role in accelerating scientific research, simulations, and data-intensive tasks. However, the valuable and sensitive nature of data processed within these clusters makes them prime targets for cyber threats. This article delves into the critical importance of cybersecurity in the realm of HPC, exploring the challenges, advanced security mechanisms, and the evolving landscape of safeguarding sensitive information within these powerful computing environments.