Built production-grade automations in n8n or similar tools (Make, Zapier, Tray.io, Airflow, Prefect). Experience structuring workflows into reusable components. Built reliable API integrations with advanced requirements (pagination, auth refresh, rate limits, error fallback). Strong hands-on experience with Python or TypeScript (ideally both). Experience with CI/CD, Git workflows, debugging, testing. Implemented logs, alerts, dashboards, or monitoring systems. Successfully took projects from vague idea → spec → implementation → production support.