Microsoft Certified: Fabric Data Engineer Associate

Fabric workspace governance and orchestration, batch and streaming ingestion, transformations using SQL, PySpark and KQL, monitoring, troubleshooting, and performance optimization. The credential page specifies 100 minutes. The provider does not guarantee a fixed question count. Microsoft typically uses 40–60 questions, with exam-specific variation.