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Instead of Starburst Galaxy

Starburst Galaxy alternatives

Starburst Galaxy is a managed analytics platform built on Trino for querying data across sources without moving it. It combines federated SQL across lakes and warehouses with more than 50 connectors, Kafka streaming, batch ingestion into Iceberg, and automated Iceberg maintenance. AIDA converts natural-language questions into governed insights. Galaxy runs through API, Linux, and web access on AWS, Google Cloud, and Microsoft Azure, and offers SQL analytics, ACID transactions, governance catalog features, and both storage models.

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    Comunica

    Free plan APILinuxMac+3

    Decentralized RDF and SPARQL or GraphQL queries — Comunica federates decentralized RDF sources with SPARQL and GraphQL, rather than Galaxy’s managed SQL analytics across enterprise data systems.

    Open source Visit site
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    Apache Drill

    Free plan APILinuxMac+2

    Schema-free SQL on raw nested data — Apache Drill queries raw Hadoop, NoSQL, and cloud data in place without loading or schema creation, unlike Galaxy’s managed Trino service.

    Open source Visit site
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    Apache Hive

    Free plan Open source APILinuxMac+2

    Self-hosted SQL warehousing with ACID tables — Apache Hive is a distributed data warehouse with a central metastore, broad authentication options, and ACID support, rather than Galaxy’s hosted platform.

    Open source Visit site
  4. 4

    Apache Kylin

    Free plan APILinuxSelf-hosted+1

    High-concurrency OLAP and pre-calculated queries — Apache Kylin emphasizes pre-calculated sub-second OLAP and index recommendations, while Galaxy emphasizes federated queries and managed ingestion.

    Open source Visit site
  5. 5

    Denodo Platform

    Free plan APILinuxSelf-hosted+2

    Governed enterprise data virtualization and semantics — Denodo adds a shared semantic layer, enterprise knowledge graph, and more than 200 sources alongside federation, replication, and selective materialization.

    7.5 Pricing on request Visit site
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    PrestoDB

    Free plan Open source APILinuxMac+2

    Open-source distributed SQL across many connectors — PrestoDB provides a self-deployed coordinator-and-worker SQL engine with connectors and security controls, rather than Galaxy’s managed cloud operation.

    Open source Visit site
  7. 7

    Apache Arrow DataFusion

    Free plan LinuxMacSelf-hosted

    Developers building customized Rust query systems — Apache DataFusion is an embeddable Rust query engine with extensible APIs and in-process execution, unlike Galaxy’s complete managed analytics service.

    Free plan Visit site
  8. 8

    Apache Hudi

    Free plan LinuxSelf-hosted
    7.4 Open source Visit site
  9. 9

    Google Cloud Lakehouse for Apache Iceberg

    Free plan APILinuxSelf-hosted+1
  10. 10
    7.3 Pricing on request · 30-day trial Visit site
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    Microsoft Fabric Notebooks

    Free plan APIWeb
    6.9 Free plan · pricing on request · 60-day trial Visit site
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    Apache Fluss

    Free plan Linux
    6.2 Free plan Visit site
  13. 13
    6.2 Free plan · 14-day trial Visit site
  14. 14

    Collibra

    Paid APIExtensionSelf-hosted+1
    6.0 Pricing on request Visit site
  15. 15

    Qubole

    Free trial APIWeb
    5.7 30-day trial Visit site
  16. 16

    SAS Advanced Analytics

    by SAS Advanced Analytics
    Free trial APISelf-hosted
    5.6 Pricing on request Visit site
  17. 17
    5.1 Pricing on request Visit site
  18. 18
    4.9 From $0.07 Visit site
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    IBM watsonx.data

    Paid Web
    4.7 From $1 Visit site
  20. 20
    4.4 Pricing on request Visit site
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    3.8 Pricing on request Visit site
  22. 22
    3.8 30-day trial Visit site

Alternatives can suit teams that prefer open-source deployment, decentralized data standards, semantic modeling, or a query engine they operate themselves. Galaxy’s free plan allows up to three clusters with standard execution for ad hoc queries, while paid usage starts at $0.50 and can include compute, ingestion, and private-link transfer. Before switching, compare deployment responsibility, supported query languages and formats, connectivity, governance controls, ingestion needs, and pricing structure. Consider whether Galaxy’s managed service and Iceberg workflow outweigh an alternative’s self-hosting flexibility, specialized modeling, or broader integration approach.

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