Scaling Architecture

Practical guides on evaluating and communicating system performance — benchmarking methods, the right metrics for the right audience, and how to reason about optimizations at scale.

  • Quantifying Performance Gains: The Metrics That Actually Matter

    A practical playbook for measuring any backend optimization — percentage improvement, speedup factor, throughput, percentile latency (p50/p95/p99), cost savings at scale, and how to present results to both engineers and stakeholders.

    learning/scaling-architect/measuring-performance-improvements