System Design

n8n serves as the orchestration layer, connecting git repositories, build systems, cloud infrastructure, and monitoring tools into unified workflows.

Python scripts handle AI-powered log analysis and anomaly detection, learning from historical incident patterns to predict potential failures.

Docker containers package all services consistently, ensuring the same environment runs from local development through production.

GitHub Actions pipelines trigger automatically on code changes, running tests, building containers, and deploying to the appropriate environment.