The startup cliché is “move fast and break things.” The reality is that broken things slow you down. Here’s how we ship multiple times a day while keeping the system stable.

Deployment pipeline dashboard

The CI Pipeline Is Your Safety Net

A strong CI pipeline doesn’t slow you down — it gives you confidence to move fast. Every merge should automatically validate that nothing is broken.

name: CI Pipeline
on:
  push:
    branches: [main]
  pull_request:
    branches: [main]

jobs:
  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with:
          node-version: '20'
      - run: npm ci
      - run: npm run lint
      - run: npm run typecheck
      - run: npm run test -- --coverage
      - run: npm run build

  deploy:
    needs: test
    if: github.ref == 'refs/heads/main'
    runs-on: ubuntu-latest
    steps:
      - run: npm run deploy:staging

Principles That Actually Work

  • Feature flags over branches. Merge early, release when ready.
  • Small PRs, fast reviews. If a PR is over 400 lines, split it.
  • Automated rollback. If error rates spike after deploy, roll back automatically.
  • Obsess over observability. You can’t fix what you can’t see.

The Debt Budget

We maintain a running “debt register” — a short list of shortcuts we’ve taken, their estimated cost, and when we’ll address them. Every sprint allocates 20% of capacity to paying down the highest-interest debt. This isn’t optional. It’s the difference between sustainable speed and a team that grinds to a halt after six months.