Databricks
Unified data and AI lakehouse platform built on Spark
About Databricks
Databricks provides a lakehouse platform combining data lake flexibility with warehouse performance. Built on Apache Spark with Delta Lake, Unity Catalog, MLflow, and Mosaic AI suite. Strong for data engineering, ML, and streaming.
Best for
Best for data science-heavy organizations wanting unified data engineering, analytics, and ML
Pros & Cons
Pros
- Best-in-class for ML/AI with Mosaic AI suite
- Lakehouse architecture eliminates data duplication
- Strong streaming, notebooks, and multi-cloud support
Cons
- Complex pricing — DBU + cloud infrastructure costs
- Steeper learning curve than Snowflake for BI users
- Requires more technical expertise to optimize
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