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Engineering signals
  • Tail latency under loadBehavior under saturation.
  • Bottleneck analysisThe constraint that caps throughput.
  • Caching strategyCaching without corrupting freshness.
  • Horizontal scalingCapacity without shared-state bottlenecks.
  • Failure modesGraceful degradation under saturation.
Common assumption

Scale exposes the constraints architecture was hiding

More servers won't move the ceiling

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Performance & Scaling