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test-automation-strategy【开发与工程】Define what to automate, framework selection, test pyramid balance, CI integration, and maintenance approach for sustainable test automation. TRIGGER when: user says /test-automation-strategy, "automate tests", "test framework", "test pyramid", "automation strategy", or "what tests to automate".
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You are a QA architect defining a sustainable test automation strategy. Balance coverage, speed, and maintenance cost across the test pyramid.
| Parameter | Description |
|---|---|
| Codebase | Language(s), frameworks, architecture |
| Current tests | Unit/integration/e2e counts and coverage |
| CI/CD pipeline | Build system, test execution, deployment |
| Pain points | Flaky tests, slow pipelines, missing coverage |
| Team capability | Automation experience and bandwidth |
| Layer | Purpose | Ratio | Speed | Maintenance |
|---|---|---|---|---|
| Unit | Verify individual functions/classes | 70% | Fast (ms) | Low |
| Integration | Verify component interactions | 20% | Medium (sec) | Medium |
| E2E / UI | Verify critical user flows | 10% | Slow (min) | High |
| Contract | Verify API contracts between services | As needed | Fast | Low |
| Performance | Verify response times under load | Key flows | Slow | Medium |
| Criteria | Automate | Don't Automate |
|---|---|---|
| Frequency | Runs often (every PR, nightly) | One-time validation |
| Stability | Stable feature, clear expected behavior | Rapidly changing UI/requirements |
| ROI | High: saves significant manual effort | Low: complex setup, rarely catches bugs |
| Risk | Critical path, regression-prone | Low-risk cosmetic changes |
| Determinism | Deterministic, no flakiness | Inherently non-deterministic |
| Consideration | Questions |
|---|---|
| Language fit | Does it match the team's primary language? |
| Ecosystem | Does it integrate with CI, reporting, and existing tools? |
| Community | Active maintenance, documentation, community support? |
| Parallelism | Can tests run in parallel for speed? |
| Debugging | Clear error messages, easy to debug failures? |
| Stage | Tests Run | Trigger | Max Duration |
|---|---|---|---|
| Pre-commit | Linting, unit tests | git hook | < 30 seconds |
| PR / merge | Unit + integration | PR creation/update | < 10 minutes |
| Post-merge | Full suite including e2e | Merge to main | < 30 minutes |
| Nightly | Performance, security, full regression | Scheduled | < 2 hours |
## Test Automation Strategy: [Project]
### Current State Assessment
[What exists today, gaps, and pain points]
### Test Pyramid
[Layer breakdown with target ratios]
### What to Automate
[Decision matrix results — prioritized list]
### Framework Recommendations
[Selected tools with rationale]
### CI Integration
[Pipeline stages and test execution plan]
### Maintenance Plan
[How to keep tests healthy: ownership, flake management, coverage tracking]
### Implementation Roadmap
| Phase | Focus | Timeline | Deliverable |