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Head-to-head · Data Federation Software

Starburst Galaxy vs Stardog

  • Updated Oct 2026
  • Both researched from official sources
  • 7 checks side by side
Higher score Starburst Galaxy #2 in Data Federation Software 9.1/10 Free plan · 30-day trial Free planFree trial✓ 0 of 7 features Try Starburst Galaxy
Stardog #6 in Data Federation Software 8.3/10 Free plan Free plan✓ 6 of 7 features Visit Stardog

Starburst Galaxy leads on 0 checks, Stardog on 0, and 7 are even. Who comes out ahead on the 7 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreStarburst Galaxy · 9.1/10
  • Free planboth
  • Free trialonly Starburst Galaxy
  • Most featuresStardog · 6 of 7

Starburst Galaxy scores higher on our rubric for data federation software: 9.1 against 8.3 out of 10; our editors rank them #2 and #6.

Starburst Galaxy is the better fit for cloud-native federation with a free starting tier. Stardog is the better fit for semantic and ontology-driven federation.

  • Starburst Galaxy fits best

    Cloud-native federation with a free starting tier

  • Stardog fits best

    Semantic and ontology-driven federation

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.

Side by side

Feature Starburst Galaxy 9.1/10 Visit ↗ Stardog 8.3/10 Visit ↗
At a glance
Editor score 9.1 8.3
Ranking #2 in Data Federation Software #6 in Data Federation Software
Best for Cloud-native federation with a free starting tier Semantic and ontology-driven federation
Pricing model Free plan + paid Free plan + paid
Starting price $0.50/unit usage-based —
Free plan ✓ ✓
Free trial 30 days —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Live chat, Tickets, Community, Docs · 24/7 Community, Docs · 24/7
Compliance SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML SOC 2
Integrations 50+ integrations 20 integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features Starburst Galaxy 0/7 · Stardog 6/7
Cloud hosted Not checked yet ✓ (best)
Self-hosted Not checked yet ✓ (best)
SQL querying Not checked yet ✓ (best)
Query result cache Not checked yet ✓ (best)
Row-level security Not checked yet Not checked yet
API access Not checked yet ✓ (best)
Scheduled queries Not checked yet ✓ (best)
Our review
Pros
  • Federates SQL queries across lakes, warehouses, databases, and streaming systems
  • Supports Iceberg tables, snapshots, time travel, and Kafka streaming ingestion
  • Includes governance controls, APIs, autoscaling, and optional AI capabilities
  • Virtual graphs connect relational, NoSQL, file, and SPARQL sources
  • Supports SQL, SPARQL, REST, GraphQL, and programmatic access
  • Semantic reasoning, ontology management, caching, and scheduled triggers
Cons
  • 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
  • The Free plan allows up to 1 million stored edges
  • Enterprise deployment includes custom pricing through sales
  • Stardog is proprietary rather than open source
Our verdict

Starburst Galaxy is a fully managed cloud data lake analytics platform built on Trino. It is designed for data teams and enterprises that need SQL access across object storage, data warehouses, relational databases, and streaming systems…

Read the review →

Stardog is a knowledge-graph and semantic data platform for enterprises that need to connect and query distributed data. Its virtual graphs can query remote relational, NoSQL, file, and SPARQL sources, while federated queries combine local…

Read the review →
  1. Starburst GalaxyData Federation Software 9.1Free plan · 30-day trial
  2. StardogData Federation Software 8.3Free plan

Strengths and trade-offs

  • Starburst Galaxy — where it wins

    • Federates SQL queries across lakes, warehouses, databases, and streaming systems
    • Supports Iceberg tables, snapshots, time travel, and Kafka streaming ingestion
    • Includes governance controls, APIs, autoscaling, and optional AI capabilities

    Where it doesn't

    • 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
  • Stardog — where it wins

    • Virtual graphs connect relational, NoSQL, file, and SPARQL sources
    • Supports SQL, SPARQL, REST, GraphQL, and programmatic access
    • Semantic reasoning, ontology management, caching, and scheduled triggers

    Where it doesn't

    • The Free plan allows up to 1 million stored edges
    • Enterprise deployment includes custom pricing through sales
    • Stardog is proprietary rather than open source

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update