Databricks operates a high-margin, consumption-based cloud software-as-a-service (SaaS) business model centered on Databricks Units (DBUs). A DBU represents a standardized unit of processing capability per hour, priced according to compute tier, workload complexity (e.g., standard data engineering, interactive data science, or Photon-accelerated Serverless SQL), and host cloud provider. The business model generates compounding expansion economics: as enterprises ingest more data and train more complex machine learning models, their daily DBU consumption expands exponentially, yielding net revenue retention rates consistently exceeding 140%. Databricks monetizes through unique hyperscaler alliances: Microsoft sells 'Azure Databricks' as a first-party native service, sharing software revenue directly with Databricks, while AWS and Google Cloud offer deep marketplace integrations that allow Fortune 500 CIOs to draw down pre-allocated cloud commitments to fund multi-million-dollar Databricks contracts. The company also offers premium tiered platform capabilities through Databricks Enterprise and Governance tiers, charging subscription premiums for advanced Unity Catalog compliance, role-based access control, automated data lineage, and dedicated VPC infrastructure isolation.