Starburst vs Databricks
Side-by-side comparison of AI visibility scores, market position, and capabilities
Starburst is an enterprise SQL query engine built on Trino for federated analytics across data lakes, warehouses, and operational databases without data movement.
About
Starburst is an enterprise data analytics platform built on Trino, the open-source distributed SQL query engine originally developed at Facebook. The platform enables organizations to run SQL queries across heterogeneous data sources — cloud storage, data warehouses, relational databases, and streaming systems — without copying or moving data into a central repository. This federated query model lets data teams analyze data where it lives, reducing pipeline complexity and enabling real-time access to operational data alongside historical data in the lake.
$4.8B revenue run-rate; 55% YoY growth; $134B valuation (Series L). Mosaic AI for enterprise LLM fine-tuning and inference; Unity Catalog for data governance. DBRX open-source model; every major enterprise AI deployment runs on the lakehouse.
About
Databricks was founded in 2013 by the original creators of Apache Spark — Ali Ghodsi, Matei Zaharia, and five other UC Berkeley researchers — to unify data engineering, analytics, and machine learning on a single platform. The company commercialized the lakehouse architecture, combining the flexibility of data lakes with the reliability of data warehouses. Databricks runs on AWS, Azure, and GCP and leads the commercial distribution of the open-source Delta Lake and MLflow projects.\n\nThe platform includes the Databricks Lakehouse for unified data processing, Unity Catalog for governance and lineage tracking, and Mosaic AI for enterprise LLM fine-tuning, model serving, and generative AI application development. It supports data engineering, SQL analytics, BI, feature engineering, and model training within a single governance perimeter, serving enterprises in financial services, healthcare, manufacturing, and media.\n\nDatabricks achieved a $4.8 billion annualized revenue run-rate in early 2025 with 55% year-over-year growth and a $62 billion valuation from its Series L round — one of the most valuable private software companies globally. Its dual role as the leading commercial lakehouse vendor and steward of influential open-source projects gives it a unique ecosystem advantage as enterprises accelerate investment in AI infrastructure.
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