Required: Two or more years of hands-on production experience with Microsoft Fabric, including lakehouse and warehouse design, medallion architecture, notebooks (PySpark and/or Python), ingestion pipelines, semantic models, and deployment pipelines. Demonstrated API integration experience: REST and OAuth2, pagination, rate limiting, incremental and change-data-capture patterns, idempotent retries, and secrets management, in systems running unattended in production.