Databricks AI BI vs Metabase
A detailed comparison to help you choose between Databricks AI BI and Metabase.
🏆
Verdict: Metabase wins
Metabase scores 4.3/5, edging out Databricks AI BI at 3.8/5. Small and mid-size teams wanting self-hostable, easy-to-use BI where AI answers are inspectable and governed by their own metric definitions.
Databricks AI BI AI-powered analytics on the Databricks lakehouse | Metabase Open-source BI with AI query assistance | |
|---|---|---|
| Rating | 3.8 (1 review) | 4.3 (1 review) |
| Pricing Model | usage-based | freemium |
| Starting Price | Pricing varies | Free tier available |
| Best For | Data teams already running Databricks SQL who want governed dashboards and conversational analytics without buying and integrating a separate BI stack. | Small and mid-size teams wanting self-hostable, easy-to-use BI where AI answers are inspectable and governed by their own metric definitions. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | api accessteam features | open sourcefree tierteam features |
| Visit Databricks AI BI → | Visit Metabase → |
Databricks AI BI
Pros
- + No BI licence fee for AI/BI Dashboards or Genie at launch — included for Databricks SQL Pro and Serverless customers, with cost metered as warehouse compute instead of seats
- + Unity Catalog permissions apply directly to dashboards and Genie answers, so governance is inherited rather than rebuilt
- + Certified-answer mechanism lets data teams pin high-traffic metrics to exact definitions while open questions use the reasoning layer
- + Genie Code is a working agent in the SQL editor: it generated, ran and self-corrected queries against Unity Catalog tables in my test
- + Genie surfaces beyond the console via API into Teams and Slack, with a documented promotion (Genie One/Agents free through Jan 31, 2027)
Cons
- - Zero value outside Databricks — no support for Snowflake, BigQuery or other warehouses
- - Dashboard costs are compute costs: scheduled refreshes for many viewers hit the Databricks SQL bill with no licence-based predictability
- - The BI surface is younger than Tableau/Power BI/ThoughtSpot — formatting control, visual variety and reporting depth lag
- - Genie answer quality outside certified patterns depends on Unity Catalog documentation quality, so 'no upfront modelling' holds only partly
- - The record's own name and slug are inconsistent (Dolly is an unrelated open-source model), which matters for anyone evaluating 'Databricks Dolly' as a product
Metabase
Pros
- + Semantic-layer-grounded AI: in my testing, questions resolved correctly almost every time where metrics were defined, and the docs openly state the failure mode elsewhere
- + Generated SQL is inspectable before execution and every chart drills through to its query — fixing one wrong definition corrected the answer for everyone
- + Open Source edition is free with unlimited users, questions and dashboards, self-hostable
- + Metabot answered a data question and posted the chart in Slack without a context switch in my test
- + Same price for cloud and self-hosted Pro ($575/month including 10 users), with an MCP server for governed external AI access
Cons
- - Not a machine-learning product — no forecasting, anomaly detection or predictive modelling
- - AI governance controls (token limits, usage analytics, system prompts) sit on Pro at $575/month, a large jump from free
- - Embedded viewer accounts count as billable users on paid tiers
- - Metabot works best in English and only inspects the first 100 tables when no table is specified
- - Complex chart layouts still require SQL or the API
Frequently Asked Questions
Which is better, Databricks AI BI or Metabase?▼
Metabase scores higher at 4.3/5 vs 3.8/5 for Databricks AI BI, making it the better-rated option in our comparison.
What is the difference between Databricks AI BI and Metabase?▼
Databricks AI BI: Built-in AI assistant for Databricks that generates SQL, explains queries, and creates dashboards from natural language. Metabase: Metabase is open-source business intelligence software with a semantic layer, so questions asked in natural language resolve against defined metrics and the underlying query stays inspectable.
Is Databricks AI BI or Metabase more affordable?▼
Databricks AI BI starts at €0/mo, Metabase starts at €0/mo. Check the comparison table above for current pricing.
Stay in the loop
Get weekly updates on the best new AI tools, deals, and comparisons.
No spam. Unsubscribe anytime.