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[Enhancement]: Optimize data read path performance for storage and compute separation scenarios #3631

@Victor1319

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@Victor1319

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What would you like to be added?

Improve read performance and mitigate latency spikes by implementing advanced techniques like memory pooling, connection pooling, and optimizing locking mechanisms

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