Agents launch 17 million databases a day on Databricks; the line they feed makes $100 million
A new a16z essay adds the first usage numbers under Databricks' $190 billion August mark: agents now out-query humans on the platform and launch 17 million databases a day. The agent-native product line they feed is about 1.4% of a $7 billion run rate.
Vincent Jiang · 3 min read
The agents now out-query the humans
On October 27, venture firm Andreessen Horowitz published "Databricks & the Future of the Firm," an essay by its co-founder Ben Horowitz, who sits on the data-and-AI platform's board, and writer Michael McGuiness 1. Its new numbers measure activity, not billings.
AI agents, programs that act rather than chat, now send more queries than people across Databricks$216.58B — Databricks, private, latest valuation $216.58B and launch more than 17 million databases a day 1; three years ago, every interaction on the platform was human 1. The thesis: Databricks becomes what chief executive Ali Ghodsi calls a "system of record for agents," the layer that tells an AI what is true, what it may touch and whether the work was good 1.
Usage is not yet revenue
The agent-native line that activity runs on is Lakebase, a serverless Postgres product that arrived with the roughly $1 billion Neon acquisition in May 2025, and it has crossed a $100 million annualized run rate 12. That is about one dollar in seventy of Databricks' $7 billion total 3. The Lakehouse warehouse line is past $1.5 billion, growing more than 100% a year 14.
The split is not new; it came with August's $5 billion round 34. The usage numbers are the essay's addition, and the source is interested: a16z led Databricks' 2013 Series A 1, and the Justice Department has spent nearly a year probing the firm's Databricks board seat under the Clayton Act 5.
The arithmetic under a $190 billion mark
The run rate went $4.8B to $7B in eight months, and growth accelerated at every check
Data
| Annualized run rate | |
|---|---|
| Dec 2025 | $4.8B |
| Feb 2026 | $5.4B |
| Aug 2026 | $7B |
From February to August the run rate rose 29.6% while the valuation rose 41.8%, to $190 billion, or 27 times run rate 7. Databricks sized the raise at $1 billion and drew $15 billion of interest 3. PitchBook values the operating business at $68.7 billion, a 64% discount, and its most optimistic case lands at $182.1 billion 7.
PitchBook's model says $68.7B; even its best case sits under the $190B round
- Estimate
Data
| Value | |
|---|---|
| PitchBook operating value (estimate) | $68.7B |
| PitchBook best case (estimate) | $182.1B |
| August round price | $190B |
The listed check is Snowflake+1.29% — Snowflake, up 1.29 percent today: 35.1% growth in the July quarter on audited numbers, near 20 times forward revenue, against Databricks' self-reported 80% 87.
Snowflake's growth has re-accelerated for four straight quarters, to 35.1%
Data
| Revenue growth, year over year | |
|---|---|
| Q3 '24 | 28.3% |
| Q4 '24 | 27.4% |
| Q1 '25 | 25.7% |
| Q2 '25 | 31.8% |
| Q3 '25 | 28.7% |
| Q4 '25 | 30.1% |
| Q1 '26 | 33.5% |
| Q2 '26 | 35.1% |
The case the essay actually makes
The bulls have receipts too. Grounding agents in the company's ontology lifted answer accuracy from about 50% to 84.5% in Databricks' own testing, and Novo Nordisk−1.55% — Novo Nordisk, down 1.55 percent today scientists now query trial data through Genie, the natural-language interface 1. Ghodsi calls AGI "already here," with context, not intelligence, the bottleneck 9, and expects Lakebase to become "a bigger market in the long run than the existing database market" 1. Databricks also held positive adjusted free cash flow across the past twelve months 4. None of that shows the conversion from usage to billings.
What to watch
Anthropic$350B — Anthropic, private, latest valuation $350B filed its prospectus on October 26, and a November Nasdaq debut under the ticker ANT will reprice every private AI mark, this one included 10. The tell is the next printed Lakebase run rate: 17 million databases a day is the demand, and $100 million is what it bills so far 10.
Get Platforms by email, free
The cloud, data and developer software AI is built on. In our daily email, every weekday.
