Best Starburst Galaxy Alternatives in 2026
The top Starburst Galaxy alternatives are Denodo Platform, Dremio and Trino: 15 data federation software our editors would look at instead of Starburst Galaxy, in our ranking order.
Starburst Galaxy: A cloud-native federation platform with a free tier and usage-based paid plans. Where it falls short: paid usage is priced per compute credit rather than a fixed plan fee.
Switching from Starburst Galaxy? For most data federation software buyers the best Starburst Galaxy alternative is Denodo Platform, built for governed enterprise-wide data federation. Dremio has a free plan.
Why People Look for a Starburst Galaxy Alternative
- Paid usage is priced per compute credit rather than a fixed plan fee
- Advanced governance and execution features require paid tiers
- Not open source; access is provided through web and API interfaces
Quick Picks by What You Need
- Best overallDenodo Platform9.3
Governed enterprise-wide data federation
Visit Denodo Platform - Best free optionDremio8.8
Has a free plan
Visit Dremio
All 15 Starburst Galaxy Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forGoverned enterprise-wide data federation
- Better than Starburst Galaxy:
- Editor score 9.3 vs 9.1
A governed data federation layer with broad access methods, security controls, and enterprise scale.
- Query result cache
- Scheduled queries
- Cloud hosted
9.3/10★★★★★Visit Denodo -
Best forModern lakehouse and federated analytics
A broad federation and lakehouse platform with free, managed-cloud, and self-managed options.
8.8/10★★★★☆Visit Dremio -
Best forOpen-source distributed SQL federation
A flexible SQL engine for querying and joining data across multiple systems.
- Query result cache
- Cloud hosted
- Row-level security
8.6/10★★★★☆Visit Trino -
Best forEnterprise federation with governance and scheduling
A broad federation platform for enterprises that need governance, APIs, and scheduled data work.
- Query result cache
- Scheduled queries
- Cloud hosted
8.4/10★★★★☆Visit Querona -
Best forSemantic and ontology-driven federation
A semantic federation platform for querying distributed data through virtual graphs.
- Query result cache
- Scheduled queries
- Cloud hosted
8.3/10★★★★☆Visit Stardog -
Best forMature SAS-centered enterprise federation
A mature SAS-centered federation server for governed, cross-source SQL access.
- Query result cache
- Scheduled queries
- Row-level security
8.2/10★★★★☆Visit SAS -
Best forIBM enterprise data virtualization environments
A governed virtual query layer for IBM-centered enterprise data environments.
- Query result cache
- Cloud hosted
- Row-level security
8.1/10★★★★☆Visit IBM -
Best forEnterprise federation with Spotfire tooling
A mature enterprise data federation layer with broad connectivity and advanced governance.
- Query result cache
- Scheduled queries
- Cloud hosted
8.0/10★★★★☆Visit Spotfire -
Best forOpen-source API-oriented virtualization
A focused open-source choice for federated SQL and API-oriented virtualization.
- Query result cache
- Cloud hosted
- Row-level security
7.9/10★★★★☆Visit Teiid -
Best forDevelopers building a federation engine
A flexible foundation for developers building federated query and database systems.
- API access
- Self-hosted
7.8/10★★★★☆Visit Apache Calcite -
Best forOpen-source connector-based federation
Presto connects diverse data systems through open-source, distributed ANSI SQL.
- Row-level security
- API access
- Self-hosted
7.7/10★★★★☆Visit Presto -
Best forTeradata-centered multi-engine federation
A Teradata-centered federation platform for real-time, cross-engine analytical access.
- Cloud hosted
- API access
- Self-hosted
7.6/10★★★★☆Visit Teradata -
Best forLow-code virtual data integration
A low-code platform for federating, transforming, governing, and exposing live data.
- Scheduled queries
- Cloud hosted
- Row-level security
7.5/10★★★★☆Visit site -
Best forAI-enhanced SQL federation builders
A free, open-source SQL engine for federation, search, and scheduled data workflows.
- Scheduled queries
- API access
- Self-hosted
7.4/10★★★★☆Visit MindsDB -
Best forOpen-source schema-free SQL federation
A flexible open-source choice for SQL analysis across nested and distributed data.
- API access
- Self-hosted
7.3/10★★★★☆Visit Apache Drill
Starburst Galaxy Alternatives: Common Questions
What is the best alternative to Starburst Galaxy?
Denodo Platform: #1 in our Data Federation Software ranking, with an editor score of 9.3 out of 10. A governed data federation layer with broad access methods, security controls, and enterprise scale.
Is there a free alternative to Starburst Galaxy?
Yes. Dremio, Trino, Stardog, Teiid and Apache Calcite have a free plan or a free tier (8 of the 15 alternatives on this page).
Why do people look for Starburst Galaxy alternatives?
Paid usage is priced per compute credit rather than a fixed plan fee; Advanced governance and execution features require paid tiers; Not open source; access is provided through web and API interfaces.
How do I switch from Starburst Galaxy?
Export your data from Starburst Galaxy (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Starburst Galaxy.
How to Switch from Starburst Galaxy
- Export your data from Starburst Galaxy (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel Starburst Galaxy.
Starburst Galaxy vs Each Alternative
| # | Tool | Free plan | Paid from | Cloud hosted | Self-hosted | SQL querying | Query result cache | Score |
|---|---|---|---|---|---|---|---|---|
| 2 | Starburst Galaxy | Yes | $0.50/unit usage-based | 9.1 | ||||
| 1 | Denodo Platform | No | Yes | Yes | Yes | Yes | 9.3 | |
| 2 | Dremio | Yes | 8.8 | |||||
| 3 | Trino | Yes | Free | Yes | Yes | Yes | Yes | 8.6 |
| 4 | Querona | No | Yes | Yes | Yes | Yes | 8.4 | |
| 5 | Stardog | Yes | Yes | Yes | Yes | Yes | 8.3 | |
| 6 | SAS Federation Server | Yes | Yes | Yes | 8.2 | |||
| 7 | IBM Data Virtualization | No | Yes | Yes | Yes | Yes | 8.1 | |
| 8 | Spotfire Data Virtualization | No | Yes | Yes | Yes | Yes | 8.0 | |
| 9 | Teiid | Free | Yes | Yes | Yes | Yes | 7.9 | |
| 10 | Apache Calcite | Yes | Free | No | Yes | Yes | 7.8 | |
| 11 | Presto | Free | Yes | Yes | 7.7 | |||
| 12 | Teradata Fabric | Yes | Yes | Yes | 7.6 | |||
| 13 | Enterprise Enabler | Yes | Yes | Yes | 7.5 | |||
| 14 | MindsDB Query Engine | Free | Yes | Yes | 7.4 | |||
| 15 | Apache Drill | Free | Yes | Yes | 7.3 |
Head-to-Head
- Starburst Galaxy vs Denodo Platform
- Starburst Galaxy vs Trino
- Starburst Galaxy vs Querona
- Starburst Galaxy vs Stardog
- Starburst Galaxy vs SAS Federation Server
- Starburst Galaxy vs IBM Data Virtualization
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update