A strong automation lab should be simple, repeatable, and aligned to real operational use cases.
A practical starting architecture can include:
- GitHub for source control
- Python for scripts and API integrations
- pyATS and Genie for network validation
- Ansible for repeatable configuration workflows
- GitHub Actions for CI/CD automation
- Cisco Modeling Labs or virtual devices for testing
The goal is not just to automate tasks, but to build repeatable validation, reduce operational risk, and improve engineering consistency.