In the era of cloud-native computing, storage systems must evolve to meet the demands of scalability, performance, and flexibility. CubeFS emerges as a robust solution, designed to address the challenges of modern data-intensive applications. This article explores CubeFS’s architecture, core features, and real-world applications, highlighting its role in the CNCF ecosystem. By analyzing case studies, we demonstrate how CubeFS optimizes storage for AI, hybrid cloud environments, and high-throughput workloads.