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Misconfigurations in network load balancer setups can lead to performance bottlenecks, downtime, and security vulnerabilities. Common mistakes include improper health check configurations, which can cause the load balancer to route traffic to unhealthy servers, and inadequate handling of SSL/TLS termination, leading to increased latency and resource consumption.