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Reverse Proxy Deep Dive: Why Load Balancing at Scale Is Hard

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This post is part of a series.

Part 1 - A deep dive into connection management challenges.

Part 2 - The nuances of HTTP parsing and why it’s harder than it looks.

Part 3 - The intricacies of service discovery.

Part 4 - Why Load Balancing at Scale is Hard.

Load Balancing

One of the most critical roles for a reverse proxy is load balancing requests across different upstream hosts. From a list of upstream servers, the proxy must decide where each incoming request should go.

The primary goals of load balancing are:

Optimal resource utilization: Evenly distribute load to maintain consistent performance and avoid hotspots. Resilience: Ensure that the failure of a single server doesn’t cause outsized impact on capacity or latency. Operational simplicity: Simplify capacity planning, monitoring, and failover by evenly balancing load.

Round-robin might work fine at small scale, but as systems grow, load balancing becomes far more complex due to many real-world challenges.

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