Comfort working across the full data system stack: source inputs, transformation code, workflow orchestration, storage, containers, Kubernetes, data warehouses, and downstream serving layers. Experience with large-scale web-derived datasets, job postings, workforce data, marketplace data, profiles, company data, or other noisy external data sources.