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