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Performance testing best practices with k6

Checklist for useful load tests: objectives, realistic scenarios, environment, thresholds, observability, automation and interpreting results.

1. Preparing #

A test without an objective proves nothing.

Before running #

  • Define the objective (SLO, target throughput, peak date) and the type of test.
  • Model real traffic: journey mix, think times, varied data.
  • Test a representative (size, data, configuration) and isolated environment.
  • Warn the teams and providers (CDN, third-party APIs, WAF).

2. Running and observing #

Measuring on both sides.

During the test #

  • Start with a smoke test, then ramp up gradually.
  • Monitor the test machine (CPU, network) and dropped_iterations.
  • Export k6 metrics with a testid and display them next to those of the system under test.
  • Note events (scaling, restarts) during the test.

3. Automating #

Performance as a test like any other.

Continuously #

  • Thresholds aligned with SLOs, blocking in CI.
  • Smoke on every pull request, load every night.
  • Scripts versioned and reviewed with the code.
  • Result history to detect slow regressions.
Common mistake: Never compare two tests run on different environments: environment variation often exceeds the effect of the change being tested.

Reference diagram and quick check #

Checklist.

Checklist #

  1. Quantified objective and test type chosen
  2. Realistic scenarios and varied data
  3. Thresholds aligned with SLOs
  4. k6 and system-under-test metrics on the same dashboard
  5. Test automated in CI
  6. Report with conclusions and actions

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