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# CI Pipeline and Burn-In Strategy
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- Stage jobs: install/caching once, run `test-changed` for quick feedback, then shard full suites with `fail-fast: false` so evidence isn’t lost.
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- Re-run changed specs 5–10x (burn-in) before merging to flush flakes; fail the pipeline on the first inconsistent run.
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- Upload artifacts on failure (videos, traces, HAR) and keep retry counts explicit—hidden retries hide instability.
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- Use `wait-on` for app startup, enforce time budgets (<10 min per job), and document required secrets alongside workflows.
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- Mirror CI scripts locally (`npm run test:ci`, `scripts/burn-in-changed.sh`) so devs reproduce pipeline behaviour exactly.
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_Source: Murat CI/CD strategy blog, Playwright/Cypress workflow examples._
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