Common strategies for addressing the load balancing problem in a network infrastructure include round-robin scheduling, weighted round-robin scheduling, least connections method, least response time method, and IP hash method. These methods help distribute incoming network traffic evenly across multiple servers to optimize performance and prevent overload on any single server.
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