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As data volumes continue to expand, cloud infrastructure is evolving towards greater scalability and fault tolerance. The latest distributed architecture designs effectively improve data access speed and system stability, providing enterprises with stronger data support. We will explore the breakthroughs and challenges of these innovative technologies in practical applications, as well as the potential changes they may bring in the future.