Dropbox reduced hardware spend by 25% by improving their load balancing strategies with a service called Robinhood, which ensures even distribution of requests across servers. This has led to millions in savings annually. Key metrics for evaluation include max/avg, p95/avg, and p5/avg ratios of CPU utilization. Lessons learned include keeping configurations simple, minimizing client changes, and planning migrations early.
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