skills/skills.volces.com/testing-patterns

testing-patterns

SKILL.md

Testing Patterns

Write tests that catch bugs, not tests that pass. — Confidence through coverage, speed through isolation.


Testing Pyramid

Level Ratio Speed Cost Confidence Scope
Unit ~70% ms Low Low (isolated) Single function/class
Integration ~20% seconds Medium Medium Module boundaries, APIs, DB
E2E ~10% minutes High High (realistic) Full user workflows

Rule: If your E2E tests outnumber your unit tests, invert the pyramid.


Unit Testing Patterns

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Mar 12, 2026