Databricks
The bellwether. The cleanest test of AI-era enterprise software valuations.
Business Overview
Databricks is an enterprise data and AI platform built around the "lakehouse" architecture, which unifies data warehousing and data lake functionality. The company was founded in 2013 by the original creators of Apache Spark. Core products include the Databricks Data Intelligence Platform, the Mosaic AI suite for enterprise model training and deployment, and the recently launched Lakebase serverless database for AI agent workloads.
Financial Profile
On February 9, 2026, Databricks reported annualized revenue of $5.4 billion for the January quarter, growing 65% year-over-year, with positive free cash flow over the trailing twelve months. AI-specific products contribute approximately $1.4 billion of annualized revenue. The company has over 20,000 customers, more than 700 of which generate over $1 million in annual recurring revenue. Net revenue retention exceeds 140% and subscription gross margins exceed 80%. The December 2025 Series L round raised $4 billion at a $134 billion valuation, followed by a $1.8 billion JPMorgan debt facility in January 2026.
IPO Status & Catalysts
No public S-1 has been filed. CEO Ali Ghodsi has said the company will go public "when the time is right" and has not ruled out 2026. The most likely filing window is Q3 2026 with pricing in Q4 2026 or early 2027. The January 2026 debt facility is the strongest IPO-preparation signal.
Bull Case
The company is now larger by revenue than publicly traded Snowflake while growing at twice the rate and trading at twice the multiple. Lakebase opens a $100B+ TAM in operational databases. Best-in-class enterprise software fundamentals support a premium to the $134B private mark.
Bear Case
The February 2026 "Software-mageddon" selloff erased $800B in SaaS market cap. Customer concentration with hyperscalers introduces co-opetition risk. AI revenue growth may decelerate if foundation model commoditization accelerates.
Key Risks
- Hyperscaler co-opetition. AWS, Azure, and GCP are both partners and competitors.
- Snowflake competitive response. Snowflake's renewed AI investment could narrow the growth gap.
- Leadership. The recent departure of AI Chief Naveen Rao raised governance questions.