MHP

Databricks vs. Microsoft Fabric – When to Use What

Databricks
Databricks Unified Data & AI Platform
Best For Complex data engineering, ML/AI workloads
Strength Open-source Spark ecosystem, MLflow
Storage Delta Lake with multi-cloud support
Governance Unity Catalog
Learning Curve Higher — more configuration required
Choose When ML pipelines, complex ETL, multi-cloud
Microsoft Fabric
Microsoft Fabric End-to-End SaaS Analytics
Best For End-to-end SaaS analytics, Microsoft ecosystem
Strength Unified SaaS with Power BI built-in
Storage OneLake with shortcuts
Governance Microsoft Purview
Learning Curve Lower — SaaS simplicity
Choose When Integrated BI, low-code ETL, Microsoft stack