Last Updated on: Sun, 01 Mar 2026 00:00:02

When Adding More Servers Is Not the Real Answer

Horizontal scaling solves capacity problems, but not necessarily inefficiency.

Scaling Logic

More servers increase throughput.
They do not reduce per-request cost.

Economic Consideration

Scaling infrastructure without reducing inefficiency increases operational expense.

Architectural First

Reducing execution cost often yields more sustainable improvements.

Load Testing Insight

Measure per-request CPU time before scaling decisions.

Key Takeaways

• Scale after optimizing structure.
• Separate throughput from efficiency.
• Analyze cost per request.
• Infrastructure should amplify good architecture.

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