{"id":"cmragh34500hoiidq1aicykue","slug":"databricks-vs-snowflake)","title":"Databricks vs Snowflake","shortAnswer":"Databricks excels at unified data analytics with Apache Spark-based processing and AI/ML capabilities, while Snowflake specializes in cloud data warehousing with superior query performance and broader SQL compatibility. Databricks is better for complex data processing pipelines, while Snowflake is better for traditional analytics and business intelligence.","keyDifferences":[{"label":"Primary Architecture","winner":"tie","entityAValue":"Lakehouse (unified storage + compute)","entityBValue":"Data Warehouse (separate storage & compute)"},{"label":"Query Performance (TPC-DS Benchmark)","winner":"b","entityAValue":"~45 seconds (Delta Lake)","entityBValue":"~28 seconds (native)"},{"label":"ML/AI Integration","winner":"a","entityAValue":"Native MLflow + Apache Spark ML","entityBValue":"Limited native ML (requires integrations)"},{"label":"Starting Monthly Cost (Small Workload)","winner":"b","entityAValue":"$500-800","entityBValue":"$400-600"},{"label":"SQL Support & Compatibility","winner":"b","entityAValue":"ANSI SQL + Spark SQL extensions","entityBValue":"ANSI SQL (T-SQL dialect native)"},{"label":"Data Format Support","winner":"a","entityAValue":"Parquet, Delta, Iceberg, Hudi (open formats)","entityBValue":"Proprietary internal format (data lock-in)"},{"label":"Users Reporting High Satisfaction (2025 G2)","winner":"b","entityAValue":"82%","entityBValue":"85%"}],"verdict":"Choose Databricks if you need unified data processing with strong ML/AI capabilities, require ETL/ELT pipeline flexibility, or want to avoid vendor lock-in with open data formats like Delta Lake. 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