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Head-to-head · Data Lakehouse Platforms

Databricks Data Intelligence Platform vs Starburst Galaxy

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score Databricks Data Intelligence Platform #1 in Data Lakehouse Platforms 9.4/10 Free plan · 14-day trial Free planFree trial✓ 4 of 4 features Visit Databricks
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

Databricks Data Intelligence Platform leads on 0 checks, Starburst Galaxy 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 scoreDatabricks Data Intelligence Platform · 9.4/10
  • Free planboth
  • Free trialboth

Databricks Data Intelligence Platform scores higher on our rubric for data lakehouse platforms: 9.4 against 8.8 out of 10; our editors rank them #1 and #4.

On table format support, Databricks Data Intelligence Platform gives you Both where Starburst Galaxy offers Open.

Databricks Data Intelligence Platform is the better fit for broad enterprise lakehouse and AI workloads. Starburst Galaxy is the better fit for managed federated SQL with enterprise identity controls.

  • Databricks Data Intelligence Platform fits best

    Broad enterprise lakehouse and AI workloads

  • Starburst Galaxy fits best

    Managed federated SQL with enterprise identity controls

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 Databricks Data Intelligence Platform 9.4/10 Visit ↗ Starburst Galaxy 8.8/10 Visit ↗
At a glance
Editor score 9.4 8.8
Ranking #1 in Data Lakehouse Platforms #4 in Data Lakehouse Platforms
Best for Broad enterprise lakehouse and AI workloads Managed federated SQL with enterprise identity controls
Pricing model Free plan + paid Free plan + paid
Starting price Free plan · 14-day trial $0.50/unit usage-based
Free plan ✓ ✓
Free trial 14 days 30 days
Free trial length 14 days · no card needed 30 days · no card needed
Deployment Cloud Cloud
Platforms Web Web
Support Docs, Community Live chat, Tickets, Community, Docs · 24/7
Compliance GDPR, HIPAA, PCI DSS, SSO/SAML, 2FA SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML
Integrations 8 integrations 50+ integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features Databricks Data Intelligence Platform 4/4 · Starburst Galaxy 4/4
SQL analytics ✓ ✓
ACID transactions ✓ ✓
Streaming ingestion ✓ ✓
Governance catalog ✓ ✓
Specs
Storage model Both Both
Table format support Both Open
Our review
Pros
  • Combines Delta Lake storage, SQL, batch, streaming, and ETL
  • Unity Catalog supports data and AI governance
  • Connects with Power BI, Tableau, Kafka, dbt Cloud, and Fivetran
  • 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
Cons
  • Usage-based pricing varies by cloud, region, product, and contract
  • Its broad feature set may exceed the needs of narrow workloads
  • Paid costs are not represented by a single fixed monthly plan
  • 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
Our verdict

Databricks Data Intelligence Platform brings data engineering, SQL analytics, machine learning, AI applications, and governance into a cloud platform. It is designed for organizations that need to ingest and transform data, query lakehouse…

Read the review →

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 →
  1. Databricks Data Intelligence PlatformData Lakehouse Platforms 9.4Free plan · 14-day trial
  2. Starburst GalaxyData Lakehouse Platforms 8.8Free plan · 30-day trial

Strengths and trade-offs

  • Databricks Data Intelligence Platform — where it wins

    • Combines Delta Lake storage, SQL, batch, streaming, and ETL
    • Unity Catalog supports data and AI governance
    • Connects with Power BI, Tableau, Kafka, dbt Cloud, and Fivetran

    Where it doesn't

    • Usage-based pricing varies by cloud, region, product, and contract
    • Its broad feature set may exceed the needs of narrow workloads
    • Paid costs are not represented by a single fixed monthly plan
  • 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
  • Databricks Data Intelligence Platform9.4/10 · Free plan · 14-day trial

    A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI.

    Visit DatabricksFull verdict →
  • Starburst Galaxy8.8/10 · Free plan · 30-day trial

    A managed Trino-based lakehouse platform for federated SQL and governed analytics.

    Try Starburst GalaxyFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update