When this helps
- Backend services are slowing product delivery or becoming hard to change safely
- Data ownership, validation, and reporting needs are unclear
- Integrations, background jobs, or scheduled work need reliable failure handling
- Deployment and environment setup are too manual or fragile
- Monitoring, health checks, and recovery paths are missing or incomplete