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Databricks SQL vs Starburst

Databricks SQL: Serverless SQL warehouses on the Databricks lakehouse, powered by the Photon C++ engine. Starburst: Commercial Trino platform: self-managed Starburst Enterprise and the Starburst Galaxy SaaS.

key differences

  • Databricks SQL is primarily a columnar / OLAP database; Starburst is relational.
  • Transactions: Databricks SQL offers full ACID; Starburst offers limited.
  • Only Databricks SQL has transactions, vector search, change data capture, columnar storage, durable persistence.

choose databricks-sql for

  • +Lakehouse SQL and BI on Delta Lake
  • +Consolidating a separate warehouse into Databricks
  • +dbt transformations on the lakehouse
  • +Serving features and aggregates for ML

best at · Lakehouse, Warehouse, OLAP

choose starburst for

  • +Enterprise lakehouse on Iceberg
  • +Data mesh and data products
  • +Federated queries across on-prem and cloud
  • +Warehouse offload from Teradata or Netezza

best at · Lakehouse, OLAP, Warehouse

Databricks SQLServerless SQL warehouses on the Databricks lakehouse, powered by the Photon C++ engine.
StarburstCommercial Trino platform: self-managed Starburst Enterprise and the Starburst Galaxy SaaS.
overview
Primary model
Columnar / OLAP
Relational
Also supports
Relational, Document, Vector, Spatial
Columnar / OLAP
Type
Managed service
Database engine
Status
Active
Active
Developer
Databricks
Starburst Data
First release
2020
2017
Latest version
–
483-e (Oct 16, 2026)
License
ProprietaryProprietary
ProprietaryProprietary (on an Apache-2.0 Trino core)
Free tier
✓
—
popularity
WhichDB Score
20.8
0.0
Rank
#147
#820
GitHub stars
–
–
Stack Overflow questions
543
–
scale & guarantees
Comfortable data size
Massive (Multi-PB)
Massive (Multi-PB)
Horizontal scaling
Native
Native
Multi-region
None
None
ACID
Full
Limited
Consistency
Strong
Strong
Schema
Flexible
Strict
Architecture
Serverless, Distributed, Shared storage
Distributed, Client server, Serverless
deployment
Self-hosted
—
✓
Vendor-managed cloud
✓
✓
Serverless
✓
✓
Embedded
—
—
Edge
—
—
Clouds
AWS, Azure, Google Cloud
AWS, Azure, Google Cloud
capabilities
Transactions
✓
—
Joins
✓
✓
Secondary indexes
—
—
Full-text search
—
—
Vector search
✓
—
Geospatial
✓
✓
JSON
✓
✓
Change data capture
✓
—
Triggers
—
—
Stored procedures
—
—
Materialized views
✓
✓
TTL / expiry
—
—
Pub/Sub
—
—
Columnar storage
✓
—
In-memory
—
—
Durable persistence
✓
—
Compression
✓
—
Encryption at rest
✓
✓
Role-based access
✓
✓
Time travel
✓
✓
Branching
—
—
Online schema changes
✓
—
Streaming ingest
✓
—
Offline sync
—
—
Runs in WebAssembly
—
—
interfaces
Query languages
SQL (Databricks SQL / ANSI), Python
SQL (ANSI)
Client languages
Python, Java, JavaScript, Go, .NET
Java, Python, Go, JavaScript
Best for
Lakehouse, Warehouse, OLAP
Lakehouse, OLAP, Warehouse
Add more to this comparisonNot sure either fits? Try smart match

Databricks SQL vs Starburst: FAQ

What is the difference between Databricks SQL and Starburst?

Databricks SQL: Serverless SQL warehouses on the Databricks lakehouse, powered by the Photon C++ engine. Starburst: Commercial Trino platform: self-managed Starburst Enterprise and the Starburst Galaxy SaaS. Databricks SQL is primarily a columnar / OLAP database; Starburst is relational. Transactions: Databricks SQL offers full ACID; Starburst offers limited. Only Databricks SQL has transactions, vector search, change data capture, columnar storage, durable persistence.

When should I choose Databricks SQL over Starburst?

Choose Databricks SQL for lakehouse SQL and BI on Delta Lake; consolidating a separate warehouse into Databricks; and dbt transformations on the lakehouse. Choose Starburst for enterprise lakehouse on Iceberg; data mesh and data products; and federated queries across on-prem and cloud.

Is Databricks SQL or Starburst more popular?

Databricks SQL ranks #147 on the WhichDB Score (20.8/100) and Starburst ranks #820 (0.0/100). Popularity is not fit: check the requirements that matter for your project.

Are Databricks SQL and Starburst open source?

No. Databricks SQL is proprietary, closed-source software. No. Starburst is proprietary, closed-source software.