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Starburst

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by Starburst Data · since 2017 · also known as Starburst Enterprise, Starburst Galaxy, SEP

Commercial Trino platform: self-managed Starburst Enterprise and the Starburst Galaxy SaaS.

relationalcolumnar / olapdatabase engineproprietarymature
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Overview

Starburst, founded by Trino's creators, sells the enterprise distribution of Trino. Starburst Enterprise runs in your own Kubernetes or VMs with extra connectors, Warp Speed caching and indexing, built-in access control and governance; Starburst Galaxy is the fully managed SaaS on AWS, Azure and GCP with managed Iceberg tables. Recent releases add AI features such as the AIDA assistant and agent guardrails. It is the pragmatic choice for enterprises that want a Trino-based lakehouse or data-mesh layer with support and governance, at commercial license cost.

LakehouseAnalytics (OLAP)Data warehouse

Strengths & trade-offs

Strengths

  • +Supported, hardened Trino from the project's creators
  • +Warp Speed smart indexing and caching accelerates lake queries
  • +Fine-grained access control, lineage and data products built in
  • +Same engine self-managed (Enterprise) or as SaaS (Galaxy)
  • +Extra enterprise connectors (e.g. Teradata, SAP HANA, Oracle parallel)

Trade-offs

  • −Commercial licensing on top of a free open-source engine
  • −Inherits Trino's need for good file layout and memory sizing
  • −Two products with different feature sets can confuse buyers

Great for

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

Think twice for

  • −OLTP
  • −Small teams fine with open-source Trino
  • −Sub-second user-facing analytics

Capabilities

Native or official first-party support · 7 of 25 tracked

✓Joins
✓Geospatial
✓JSON
✓Materialized views
✓Encryption at rest
✓Role-based access
✓Time travel
–Transactions
–Secondary indexes
–Full-text search
–Vector search
–Change data capture
–Triggers
–Stored procedures
–TTL / expiry
–Pub/Sub
–Columnar storage
–In-memory
–Durable persistence
–Compression
–Branching
–Online schema changes
–Streaming ingest
–Offline sync
–Runs in WebAssembly

Scale & consistency

Comfortable data size
Massive · Multi-PB
Horizontal scaling
Native
Multi-region
No
Transactions
Limited ACID
Consistency
Strong
Schema
Strict
Architecture
Distributed, Client server, Serverless
Query languages
SQL (ANSI)

Trino MPP clusters with autoscaling in Galaxy; cross-cloud federation via Stargate.

Deployment

Self-hosted Vendor-managed cloud Serverless Embedded Edge Kubernetes operator

available on · AWS · Azure · Google Cloud

Starburst GalaxyStarburst

Ecosystem

apis & protocolsTrino client protocol, JDBC, ODBC, REST API
client languagesJava, Python, Go, JavaScript

Alternatives to Starburst

Compare all→
TrinoRelational49.9

Fast distributed SQL query engine for federated analytics across lakes and databases.

starburst vs trino →
DremioRelational12.7

Iceberg-native lakehouse query engine with reflections for acceleration, owned by SAP since 2026.

starburst vs dremio →
Databricks SQLColumnar / OLAP20.8

Serverless SQL warehouses on the Databricks lakehouse, powered by the Photon C++ engine.

starburst vs databricks-sql →
SnowflakeColumnar / OLAP74.4

Fully managed cloud data warehouse with separate storage and compute, now spanning AI and apps.

starburst vs snowflake →
Amazon AthenaRelational19.5

Serverless AWS query service running Trino-based SQL directly over data in S3.

starburst vs amazon-athena →
PrestoRelational37.7

Distributed SQL query engine from Meta for interactive queries over data lakes and many sources.

starburst vs presto →

Starburst FAQ

What is Starburst?

Starburst is a relational database by Starburst Data, first released in 2017. Starburst, founded by Trino's creators, sells the enterprise distribution of Trino. Starburst Enterprise runs in your own Kubernetes or VMs with extra connectors, Warp Speed caching and indexing, built-in access control and governance; Starburst Galaxy is the fully managed SaaS on AWS, Azure and GCP with managed Iceberg tables. Recent releases add AI features such as the AIDA assistant and agent guardrails. It is the pragmatic choice for enterprises that want a Trino-based lakehouse or data-mesh layer with support and governance, at commercial license cost.

Is Starburst open source?

No. Starburst is proprietary, closed-source software.

Does Starburst support ACID transactions?

Partly. Starburst offers limited ACID guarantees (for example, single-record or single-partition transactions), with strong consistency.

Does Starburst scale horizontally?

Starburst scales horizontally out of the box, with built-in sharding or partitioning. It is comfortable at massive scale (Multi-PB).

How can I run Starburst?

You can self-host it, use the vendor's managed cloud and run it serverless. Managed offerings include Starburst Galaxy. It is available on AWS, Azure and Google Cloud.

What is Starburst best for?

Starburst is a strong fit for enterprise lakehouse on Iceberg; data mesh and data products; and federated queries across on-prem and cloud. Think twice for OLTP.

What are the best alternatives to Starburst?

Common alternatives to Starburst include Trino, Dremio, Databricks SQL, Snowflake and Amazon Athena. The right choice depends on your workload, scale and hosting; WhichDB's smart match ranks them against your requirements.

How popular is Starburst?

Starburst has little measurable public adoption today, so it ranks near the bottom of the WhichDB Score.