Head-to-head · Data Lakehouse Platforms
Databricks Data Intelligence Platform vs Starburst Galaxy
Databricks Data Intelligence Platform leads on 0 checks, Starburst Galaxy on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreDatabricks Data Intelligence Platform · 9.4/10
- Free planboth
- Free trialboth
Databricks Data Intelligence Platform scores higher on our rubric for data lakehouse platforms: 9.4 against 8.8 out of 10; our editors rank them #1 and #4.
On table format support, Databricks Data Intelligence Platform gives you Both where Starburst Galaxy offers Open.
Databricks Data Intelligence Platform is the better fit for broad enterprise lakehouse and AI workloads. Starburst Galaxy is the better fit for managed federated SQL with enterprise identity controls.
- Databricks Data Intelligence Platform fits best
Broad enterprise lakehouse and AI workloads
- Starburst Galaxy fits best
Managed federated SQL with enterprise identity controls
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Side by side
| Feature | Databricks Data Intelligence Platform 9.4/10 Visit ↗ | Starburst Galaxy 8.8/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.4 | 8.8 |
| Ranking | #1 in Data Lakehouse Platforms | #4 in Data Lakehouse Platforms |
| Best for | Broad enterprise lakehouse and AI workloads | Managed federated SQL with enterprise identity controls |
| Pricing model | Free plan + paid | Free plan + paid |
| Starting price | Free plan · 14-day trial | $0.50/unit usage-based |
| Free plan | ✓ | ✓ |
| Free trial | 14 days | 30 days |
| Free trial length | 14 days · no card needed | 30 days · no card needed |
| Deployment | Cloud | Cloud |
| Platforms | Web | Web |
| Support | Docs, Community | Live chat, Tickets, Community, Docs · 24/7 |
| Compliance | GDPR, HIPAA, PCI DSS, SSO/SAML, 2FA | SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML |
| Integrations | 8 integrations | 50+ integrations |
| Built for | Mid-market, Enterprise | Mid-market, Enterprise |
| Features Databricks Data Intelligence Platform 4/4 · Starburst Galaxy 4/4 | ||
| SQL analytics | ✓ | ✓ |
| ACID transactions | ✓ | ✓ |
| Streaming ingestion | ✓ | ✓ |
| Governance catalog | ✓ | ✓ |
| Specs | ||
| Storage model | Both | Both |
| Table format support | Both | Open |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | Databricks Data Intelligence Platform brings data engineering, SQL analytics, machine learning, AI applications, and governance into a cloud platform. It is designed for organizations that need to ingest and transform data, query lakehouse… Read the review → |
Starburst Galaxy is a fully managed cloud data lake analytics platform built on Trino. It is designed for data teams and enterprises that need interactive, batch, federated, and lakehouse analytics without copying data between systems.… Read the review → |
Strengths and trade-offs
Databricks Data Intelligence Platform — where it wins
- Combines Delta Lake storage, SQL, batch, streaming, and ETL
- Unity Catalog supports data and AI governance
- Connects with Power BI, Tableau, Kafka, dbt Cloud, and Fivetran
Where it doesn't
- Usage-based pricing varies by cloud, region, product, and contract
- Its broad feature set may exceed the needs of narrow workloads
- Paid costs are not represented by a single fixed monthly plan
Starburst Galaxy — where it wins
- Federated SQL across lakes, warehouses, databases, and streaming systems
- Iceberg tables with snapshots, time travel, and Kafka streaming ingestion
- SAML SSO, SCIM, row filters, column masking, and REST automation
Where it doesn't
- Usage-based pricing is charged per compute credit
- Cloud-only coverage may not fit self-hosted deployment requirements
- Advanced capabilities are reserved for higher paid tiers
- Databricks Data Intelligence Platform9.4/10 · Free plan · 14-day trial
A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI.
Visit DatabricksFull verdict → - Starburst Galaxy8.8/10 · Free plan · 30-day trial
A managed Trino-based lakehouse platform for federated SQL and governed analytics.
Try Starburst GalaxyFull verdict →
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- Dremio vs Starburst Galaxy
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All data lakehouse platforms comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update







