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Head-to-head · Data Lakehouse Platforms

Starburst Galaxy vs AetherLake

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score Starburst Galaxy #4 in Data Lakehouse Platforms 8.8/10 Free plan · 30-day trial Free planFree trial✓ 4 of 4 features Try Starburst Galaxy
AetherLake #18 in Data Lakehouse Platforms 7.3/10 Free plan Free plan✓ 3 of 4 features Visit AetherLake

Starburst Galaxy leads on 0 checks, AetherLake on 0, and 5 are even. Who comes out ahead on the 5 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 · 8.8/10
  • Free planboth
  • Free trialonly Starburst Galaxy
  • Most featuresStarburst Galaxy · 4 of 4

Starburst Galaxy scores higher on our rubric for data lakehouse platforms: 8.8 against 7.3 out of 10; our editors rank them #4 and #18.

Starburst Galaxy is the better fit for managed federated SQL with enterprise identity controls. AetherLake is the better fit for open-source end-to-end lakehouse stacks.

  • Starburst Galaxy fits best

    Managed federated SQL with enterprise identity controls

  • AetherLake fits best

    Open-source end-to-end lakehouse stacks

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 8.8/10 Visit ↗ AetherLake 7.3/10 Visit ↗
At a glance
Editor score 8.8 7.3
Ranking #4 in Data Lakehouse Platforms #18 in Data Lakehouse Platforms
Best for Managed federated SQL with enterprise identity controls Open-source end-to-end lakehouse stacks
Pricing model Free plan + paid Free
Starting price $0.50/unit usage-based Free plan
Free plan ✓ ✓
Free trial 30 days —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Live chat, Tickets, Community, Docs · 24/7 Docs
Compliance SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML SSO/SAML
Integrations 50+ integrations 15 integrations
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Starburst Galaxy 4/4 · AetherLake 3/4
SQL analytics ✓ ✓
ACID transactions ✓ (best) Not checked yet
Streaming ingestion ✓ ✓
Governance catalog ✓ ✓
Specs
Storage model Both Both
Table format support Open Open
Our review
Pros
  • Federated SQL across lakes, warehouses, databases, and streaming systems
  • Iceberg tables with snapshots, time travel, and Kafka streaming ingestion
  • SAML SSO, SCIM, row filters, column masking, and REST automation
  • Covers storage, cataloging, SQL, streaming, orchestration, BI, and identity
  • Supports MinIO, Amazon S3, and Azure Data Lake Storage Gen2
  • Includes a web control panel with SSO and role-based access control
Cons
  • Usage-based pricing is charged per compute credit
  • Cloud-only coverage may not fit self-hosted deployment requirements
  • Advanced capabilities are reserved for higher paid tiers
  • Kubernetes and Helm are central to deployment and operations
  • The broad component set creates a substantial operating scope
  • BUSL-1.1 restricts commercial hosted or managed offerings
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 interactive, batch, federated, and lakehouse analytics without copying data between systems.…

Read the review →

AetherLake is an open-source, Kubernetes-native data lakehouse platform for teams that want to deploy and operate a modular stack rather than assemble each service independently. It combines S3-compatible storage through MinIO or cloud…

Read the review →
  1. Starburst GalaxyData Lakehouse Platforms 8.8Free plan · 30-day trial
  2. AetherLakeData Lakehouse Platforms 7.3Free plan

Strengths and trade-offs

  • Starburst Galaxy — where it wins

    • Federated SQL across lakes, warehouses, databases, and streaming systems
    • Iceberg tables with snapshots, time travel, and Kafka streaming ingestion
    • SAML SSO, SCIM, row filters, column masking, and REST automation

    Where it doesn't

    • Usage-based pricing is charged per compute credit
    • Cloud-only coverage may not fit self-hosted deployment requirements
    • Advanced capabilities are reserved for higher paid tiers

  • AetherLake — where it wins

    • Covers storage, cataloging, SQL, streaming, orchestration, BI, and identity
    • Supports MinIO, Amazon S3, and Azure Data Lake Storage Gen2
    • Includes a web control panel with SSO and role-based access control

    Where it doesn't

    • Kubernetes and Helm are central to deployment and operations
    • The broad component set creates a substantial operating scope
    • BUSL-1.1 restricts commercial hosted or managed offerings

More comparisons

All data lakehouse platforms comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update