Databricks
Data & AI infrastructure · https://www.databricks.com
Verdict: Buy · Confidence: high · Reviewed 2026-10-15
Company-disclosed >$7B run rate, >80% growth, positive adjusted FCF, and a broad base of $1M+ customers. Expensive valuation but strong fundamentals.
Rubric
| Dimension | Score (1–5) | Notes & sources |
|---|---|---|
| Real customers & revenue quality Are there named paying customers, recurring revenue, and retention evidence? | 5/5 | >$7B run rate, >80% YoY growth; >1,000 customers at >$1M run rate and >100 at >$10M (company release).
|
| Unit economics Do gross margins survive inference/compute costs? Is pricing durable? | 4/5 | Positive adjusted free cash flow over last 12 months (company-disclosed, non-GAAP).
|
| Moat Proprietary data, distribution, switching costs, or tech that is hard to copy? | 5/5 | Data platform lock-in, Unity governance, and large enterprise footprint.
|
| Platform risk Could a model provider or incumbent ship this as a feature? (higher score = lower risk) | 3/5 | Runs on hyperscaler clouds that also sell competing data/AI services. |
| Team & execution Shipping cadence, leadership track record, stability. | 5/5 | Consistent growth acceleration ($5.4B in Feb to $7B+ in Q2 per CRN/company).
|
| Funding vs. traction Is capital raised justified by verifiable traction? | 4/5 | $190B valuation vs >$7B run rate (~27x).
|
| Hype signals Demo-driven marketing, vague metrics, valuation outrunning evidence? (higher score = fewer red flags) | 4/5 | Metrics are company-disclosed but specific and consistent; valuation is rich.
|
Listing source: https://www.databricks.com. Revenue, users, and valuation figures appear only when publicly sourced; otherwise they are marked unknown.