What the Architecture Covers
Quality gates
Linting, type checks and automated tests with coverage on every push and pull request.
Reproducible builds
Docker images built once, tagged by commit and promoted unchanged from staging to production.
Staging first
Automatic deploy to staging followed by smoke tests against the real stack.
Safe production releases
Health-checked rollouts with an approval step and one-click rollback to the previous image.
Migrations in the pipeline
Database migrations run as a controlled pipeline step, never by hand.
Secrets handled properly
Credentials injected from a secrets manager at deploy time, never stored in the repository.
Tools & Stack
- GitHub Actions
- pytest
- Ruff
- mypy
- Docker
- Container registry
- AWS
In Practice
This blueprint is part of my Python backend & API development service. Tell me about your system on Upwork and I'll propose the right setup, timeline and cost.



