Head-to-head · Data Lakehouse Platforms
Databricks Data Intelligence Platform vs Starburst Data Platform
Databricks Data Intelligence Platform leads on 0 checks, Starburst Data Platform 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 8.9 out of 10; our editors rank them #1 and #3.
Databricks Data Intelligence Platform is the better fit for broad enterprise lakehouse and AI workloads. Starburst Data Platform is the better fit for trino-based lakehouse and federated analytics.
- Databricks Data Intelligence Platform fits best
Broad enterprise lakehouse and AI workloads
- Starburst Data Platform fits best
Trino-based lakehouse and federated analytics
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Side by side
| Feature | Databricks Data Intelligence Platform 9.4/10 Visit ↗ | Starburst Data Platform 8.9/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.4 | 8.9 |
| Ranking | #1 in Data Lakehouse Platforms | #3 in Data Lakehouse Platforms |
| Best for | Broad enterprise lakehouse and AI workloads | Trino-based lakehouse and federated analytics |
| 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 |
| Deployment | Cloud | Cloud, Self-hosted |
| Platforms | Web | Web |
| Support | Docs, Community | Live chat, Community, Docs, Tickets · 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 | Small business, Mid-market, Enterprise |
| Features Databricks Data Intelligence Platform 4/4 · Starburst Data Platform 4/4 | ||
| SQL analytics | ✓ | ✓ |
| ACID transactions | ✓ | ✓ |
| Streaming ingestion | ✓ | ✓ |
| Governance catalog | ✓ | ✓ |
| Specs | ||
| Storage model | Both | Both |
| Table format support | Both | Both |
| Our review | ||
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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 Data Platform brings SQL analytics, federation, ingestion, governance, and data sharing into one lakehouse platform. It is designed for teams working across cloud, on-premises, and hybrid environments, with Starburst Galaxy as a… 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 Data Platform — where it wins
- Federated querying across 50+ data sources
- Trino SQL with Apache Iceberg lakehouse tables
- Governance controls, compaction, and metadata discovery
Where it doesn't
- Usage-based pricing varies by tier, provider, and region
- Free is limited to 3 clusters and standard execution
- Advanced governance and support require higher 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 Data Platform8.9/10 · Free plan · 30-day trial
A broad Trino-based lakehouse for federated SQL, ingestion, and governed analytics.
Visit StarburstFull verdict →
More comparisons
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- Databricks Data Intelligence Platform vs Cloudera Open Data Lakehouse
- Databricks Data Intelligence Platform vs Onehouse Cloud
- Dremio vs Starburst Data Platform
- Starburst Data Platform vs Starburst Galaxy
All data lakehouse platforms comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update







