Snowflake: a cloud warehouse with storage and compute separated; you pay for warehouse run-time. Databricks: a lakehouse on open files (Delta Lake) processed by Spark, with notebooks, Unity Catalog, and MLflow. BigQuery: serverless, billed by bytes scanned. Redshift: AWS's warehouse. Fabric: Microsoft's all-in-one with OneLake and Power BI.