The Best Data Federation Software in 2026
We researched data federation software from official websites, including pricing pages, plan tables and product documentation. Products are ranked on their core job—unifying access to distributed data—alongside value for money and verified features for modern data teams.
Our top picks
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Top ranked
Denodo Platform#1 of 249.3/10A governed data federation layer with broad access methods, security controls, and enterprise scale.
Pricing on request
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Runner-up
Starburst Galaxy#2 of 249.1/10A cloud-native federation platform with a free tier and usage-based paid plans.
Free plan · 30-day trial
-
Top-ranked free plan
Dremio#3 of 248.8/10A broad federation and lakehouse platform with free, managed-cloud, and self-managed options.
Free plan · 30-day trial
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.
The full ranking 24 tools, best first
-
Best forGoverned enterprise-wide data federation
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 forCloud-native federation with a free starting tier
A cloud-native federation platform with a free tier and usage-based paid plans.
Free plan · 30-day trial Our Starburst Galaxy verdict → Try Starburst GalaxyFor vendors Sponsor this spot · #2 · $99/mo →9.1/10★★★★★Try Starburst Galaxy -
Best forModern lakehouse and federated analytics
A broad federation and lakehouse platform with free, managed-cloud, and self-managed options.
Free plan · 30-day trial Our Dremio verdict → Visit DremioFor vendors Sponsor this spot · #3 · $79/mo →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 -
Best forAffordable desktop database federation
QoreDB combines broad database connectivity with affordable desktop federation.
- API access
7.2/10★★★★☆Visit QoreDB -
Best forFree local federation across files and databases
A free local option for joining files, databases, object storage, and SaaS data with SQL.
- Self-hosted
7.1/10★★★★☆Visit PlyDB -
Best forSAP-focused governed virtual datasets
A SAP-focused virtual data layer for governed access across enterprise systems.
- Cloud hosted
- API access
7.0/10★★★★☆Visit site -
Best forNew teams needing rich cross-source controls
A broad federation layer for teams joining live data across databases, APIs, and services.
- Row-level security
- API access
- Self-hosted
6.9/10★★★☆☆Visit Kiwi Fabric -
Best forWindows-based federation and migration
A capable Windows data federation and migration suite with costly annual licensing.
- Scheduled queries
- Self-hosted
6.8/10★★★☆☆Visit Coffing Data -
Best forPostgreSQL-centered multi-tenant federation
A PostgreSQL-centered federation engine for querying and modifying distributed data.
- Self-hosted
6.7/10★★★☆☆Visit PGSpider -
Best forOpen-source cross-domain SQL clusters
A self-hosted choice for federated SQL across heterogeneous data systems.
- Self-hosted
6.6/10★★★☆☆Visit openLooKeng -
Best forMongoDB teams needing managed federation
A strong managed MongoDB platform, but a narrower choice for general-purpose federation.
6.5/10★★★☆☆Visit MongoDB Atlas
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Cloud hosted | Self-hosted | SQL querying | Score |
|---|---|---|---|---|---|---|---|
| 1 | Denodo Platform | No | Yes | Yes | Yes | 9.3 | |
| 2 | Starburst Galaxy | Yes | $0.50/unit usage-based | 9.1 | |||
| 3 | Dremio | Yes | 8.8 | ||||
| 4 | Trino | Yes | Free | Yes | Yes | Yes | 8.6 |
| 5 | Querona | No | Yes | Yes | Yes | 8.4 | |
| 6 | Stardog | Yes | Yes | Yes | Yes | 8.3 | |
| 7 | SAS Federation Server | Yes | Yes | 8.2 | |||
| 8 | IBM Data Virtualization | No | Yes | Yes | Yes | 8.1 | |
| 9 | Spotfire Data Virtualization | No | Yes | Yes | Yes | 8.0 | |
| 10 | Teiid | Free | Yes | Yes | Yes | 7.9 | |
| 11 | Apache Calcite | Yes | Free | No | Yes | Yes | 7.8 |
| 12 | Presto | Free | Yes | Yes | 7.7 | ||
| 13 | Teradata Fabric | Yes | Yes | Yes | 7.6 | ||
| 14 | Enterprise Enabler | Yes | Yes | Yes | 7.5 | ||
| 15 | MindsDB Query Engine | Free | Yes | Yes | 7.4 | ||
| 16 | Apache Drill | Free | Yes | Yes | 7.3 | ||
| 17 | QoreDB | Yes | €49 one-time | No | Yes | 7.2 | |
| 18 | PlyDB | Yes | Free | No | Yes | Yes | 7.1 |
| 19 | Virtual Data Platform | Yes | No | Yes | 7.0 | ||
| 20 | Kiwi Fabric | Yes | Yes | 6.9 | |||
| 21 | Nexus | No | $399/user/yr | Yes | Yes | 6.8 | |
| 22 | PGSpider | Free | Yes | Yes | 6.7 | ||
| 23 | openLooKeng | Free | Yes | Yes | 6.6 | ||
| 24 | MongoDB Atlas | Yes | $8/mo | 6.5 |
Head-to-head All 27 comparisons →
- Denodo Platform vs Starburst Galaxy
- Denodo Platform vs Dremio
- Denodo Platform vs Trino
- Denodo Platform vs Querona
- Denodo Platform vs Stardog
- Denodo Platform vs SAS Federation Server
- Denodo Platform vs IBM Data Virtualization
- Starburst Galaxy vs Trino
- Starburst Galaxy vs Querona
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How we rank data federation software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update