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Dev.to
Dev.to
6/16/2026
On benchmarking

On benchmarking

Short summary

Database benchmarking requires controlling for network latency, infrastructure parity, and workload characteristics. A 15ms network round-trip halves single-threaded throughput vs 2.5ms; hardware generations differ by 15%. Access patterns (uniform vs Zipfian distribution) and RAM-to-disk ratios fundamentally shape results.

  • Network latency between benchmark and database servers dramatically impacts throughput; must account for this when comparing systems
  • Infrastructure must match: same CPU generation, same RAM, same storage type—mismatches introduce 15%+ bias
  • Workload design matters: RAM/disk ratio, read/write patterns, and access distribution (uniform vs skewed) all affect performance

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