A developer wants fast checks for a pure calculation function without depending on deployed databases or network services. Which approach best fits?

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  1. Write focused unit tests with isolated dependencies.
  2. Run realistic load tests and examine latency, error rate, and saturation.
  3. Run integration tests against a representative database environment.
  4. Use consumer-aware contract tests and compatible interface changes.

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