Deployment Guide¶
How to deploy pipelines to production.
Deployment Flow¶
flowchart LR
A[Local Dev] --> B[PR Review]
B --> C[Staging]
C --> D[QA Tests]
D --> E{Pass?}
E -->|Yes| F[Production]
E -->|No| A
style F fill:#c8e6c9
Pre-Deployment Checklist¶
All tests passing
Code reviewed and approved
Documentation updated
Rollback plan documented
Monitoring alerts configured
Deployment Steps¶
1. Create Release Branch¶
git checkout main
git pull origin main
git checkout -b release/v1.2.0
2. Run Integration Tests¶
pytest tests/integration/ -v
3. Deploy to Staging¶
# Deploy using CI/CD
git push origin release/v1.2.0
# Or manual deploy
./scripts/deploy.sh staging
4. Validate in Staging¶
-- Verify data quality
SELECT COUNT(*) FROM staging.processed_data
WHERE processing_date = CURRENT_DATE;
5. Deploy to Production¶
# Merge to main triggers production deploy
git checkout main
git merge release/v1.2.0
git push origin main
Warning
Always deploy to staging first and validate before production deployment.
Rollback Procedure¶
If issues are detected:
# Revert to previous version
git revert HEAD
git push origin main
# Restore data if needed
./scripts/restore_backup.sh production