Key Partners
- AWS, Azure, GCP — multi-cloud lakehouse runtime and marketplaces.
- Azure Databricks — first-party Microsoft service; Microsoft sets/bills Azure pricing.
- 1,200+ cloud, ISV, and consulting partners (About).
- Partner tiers Bronze→Platinum with co-sell and marketplace programs.
- Open-source communities — Apache Spark, Delta Lake, MLflow, Unity Catalog.
- GPU / accelerator suppliers behind Model Serving and training workloads.
Key Activities
- Build Lakehouse, Unity Catalog, Lakeflow, SQL, and serverless compute.
- Ship Mosaic AI — Model Serving, Agent Bricks, Genie, Unity AI Gateway.
- Operate Lakebase (serverless Postgres for AI agents) and governance.
- Multi-cloud platform reliability, security, and compliance programs.
- Price/package DBUs, DSUs, and committed-use contracts.
- Enterprise sales, partner enablement, Data + AI Summit / content GTM.
Key Resources
- Lakehouse architecture IP and OSS leadership (Spark, Delta Lake, MLflow, Unity Catalog).
- Data + AI Platform — Lakeflow, SQL warehouses, serverless, Unity Catalog.
- Mosaic AI stack — serving, agents, Genie, Lakebase, Unity AI Gateway.
- Multi-cloud control plane across AWS, Azure, GCP.
- Brand — 20,000+ orgs; 70% of Fortune 500 (About).
- People — research/eng, field engineering, partner ecosystem.
Value Propositions
- Open lakehouse — unify batch/streaming data with SQL analytics and AI.
- Unity Catalog — centralized governance, lineage, and access control.
- Mosaic AI / Agent Bricks — build production agents on governed data.
- Genie — conversational AI coworker for trusted business answers.
- Lakebase — serverless Postgres built for AI agents (>$100M run-rate per Aug 2026 PR).
- Multi-cloud choice without rewriting the stack (AWS / Azure / GCP).
Customer Relationships
- Community Edition — free limited Spark learning (no sales required).
- Free trial of the Data + AI Platform with optional credits.
- Pay-as-you-go self-serve expansion as teams add workloads.
- Committed Use Contracts negotiated with account teams.
- Partner-led implementations and managed services.
- Enterprise support / CS for large $1M+ and $10M+ accounts.
Channels
- Primary doors — databricks.com product, pricing, and docs.
- Community Edition + free trial as low-friction on-ramps.
- AWS / Azure / GCP marketplaces and console integrations.
- Azure Databricks first-party channel (Microsoft billing).
- Direct enterprise sales + solutions architecture.
- Partner program co-sell; Summit and content marketing.
Customer Segments
- Data engineering & analytics teams (Lakeflow, SQL warehouses).
- ML / AI platform teams (Mosaic AI, Model Serving, Agent Bricks).
- Business users — Genie conversational analytics.
- Enterprises / Fortune 500 — 70% coverage claimed (About).
- Hyper-growers — >1,000 accounts >$1M; >100 >$10M run-rate.
- Learners — Community Edition Spark students.
Cost Structure
- Multi-cloud platform infrastructure and reliability engineering.
- GPU / accelerator capacity for Mosaic AI Model Serving and training.
- R&D talent (lakehouse, governance, agents, Lakebase, Genie).
- Sales, solutions architecture, and customer success for enterprises.
- Partner program funding, co-sell, and marketplace fees.
- Security, compliance, and global office footprint.
Revenue Streams
- Community Edition — $0 limited Spark learning tier.
- Free trial — platform access; optional credits; CSP infra may still bill.
- Pay-as-you-go DBUs — per-second; SKUs for Jobs, SQL, All-Purpose, serverless.
- Mosaic AI / Model Serving — GPU DBU/hour list (T4 10.48 … H100×8 800).
- DSUs — storage-related metering on select products.
- Committed Use Contracts — discounts for usage commitments (cross-cloud).
- Azure Databricks — Microsoft first-party billing path.