Databricks
Databricks is a cloud-based Data Intelligence Platform founded by Apache Spark creators.
Updated April 2026
Overview
- Website
- databricks.com
- Founded
- 2013
- Headquarters
- San Francisco, CA
- Segment
- Data Platforms & Warehouses
- Posture
- Analytical Warehouse & Lakehouse
Product overview
Databricks provides the Data Intelligence Platform, unifying data lakes and warehouses into a lakehouse architecture for data engineering, analytics, SQL, machine learning, and generative AI on AWS, Azure, and GCP.. Over 15,000 organizations, including 60% of Fortune 500 like Comcast, Shell, and Adobe, use it for collaborative data and AI workloads. It stands out with open-source roots (Spark, Delta Lake, MLflow), a unified governance via Unity Catalog, and AI-optimized performance distinguishing it from siloed tools.
Revenue model
Consumption-based SaaS with pay-as-you-go billing via Databricks Units (DBUs) at $0.07-$0.95/DBU depending on tier (Standard/Premium/Enterprise), workload (Jobs/All-Purpose/SQL/ML), and cloud provider; plus underlying cloud compute/storage costs; discounts via committed use contracts., .
Moat
Databricks' key competitive moat is its open lakehouse architecture, featuring proprietary technologies like Delta Lake, Unity Catalog, and MLflow, which deliver unified governance, reusable ML assets, elastic performance, and secure data sharing across clouds, creating high switching costs and network effects from standardized open standards. This is complemented by enabling customers to build proprietary AI/ML models on their own data as intellectual property, leveraging scale advantages in handling massive, diverse datasets for real-time analytics and innovation that incumbents can turn into domain-specific edges.