Best Starburst Data Platform Alternatives in 2026
The top Starburst Data Platform alternatives are Databricks Data Intelligence Platform, Dremio and Starburst Galaxy: 15 data lakehouse platforms our editors would look at instead of Starburst Data Platform, in our ranking order.
Starburst Data Platform: A broad Trino-based lakehouse for federated SQL, ingestion, and governed analytics. Where it falls short: usage-based pricing varies by tier, provider, and region.
Switching from Starburst Data Platform? For most data lakehouse platforms buyers the best Starburst Data Platform alternative is Databricks Data Intelligence Platform, built for broad enterprise lakehouse and AI workloads. On a budget, IBM watsonx.data starts at $83.30/mo.
Why People Look for a Starburst Data Platform Alternative
- Usage-based pricing varies by tier, provider, and region
- Free is limited to 3 clusters and standard execution
- Advanced governance and support require higher tiers
Quick Picks by What You Need
- Best overallDatabricks Data Intelligence Platform9.4
Broad enterprise lakehouse and AI workloads
Visit Databricks Data Intelligence Platform - Lowest priceIBM watsonx.data8.2
Paid plans from $83.30/mo
Visit IBM watsonx.data - Best free optionDatabricks Data Intelligence Platform9.4
Has a free plan
Visit Databricks Data Intelligence Platform
All 15 Starburst Data Platform Alternatives, Ranked
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.
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Best forBroad enterprise lakehouse and AI workloads
- Better than Starburst Data Platform:
- Editor score 9.4 vs 8.9
A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI.
- ACID transactions
9.4/10★★★★★Visit Databricks -
Best forFederated SQL across diverse data estates
- Better than Starburst Data Platform:
- Editor score 9.1 vs 8.9
A flexible lakehouse for querying diverse data estates across cloud and self-hosted environments.
- ACID transactions
9.1/10★★★★★Visit Dremio -
Best forManaged federated SQL with enterprise identity controls
A managed Trino-based lakehouse platform for federated SQL and governed analytics.
- ACID transactions
8.8/10★★★★☆Try Starburst Galaxy -
Best forOpen-source streaming and CDC lakehouses
A strong self-hosted choice for streaming, CDC, and mutable lakehouse tables.
- ACID transactions
8.6/10★★★★☆Visit Apache Hudi -
Best forManaged Iceberg on Google Cloud
A managed Iceberg lakehouse for Google Cloud teams using BigQuery and open engines.
- ACID transactions
8.5/10★★★★☆Visit Google Cloud -
Best forHybrid enterprise Iceberg deployments
A broad Iceberg lakehouse for hybrid enterprises that need governance, SQL, streaming, and ML.
- ACID transactions
8.4/10★★★★☆Visit Cloudera -
Best forOpen-format lakehouse optimization and CDC
A flexible open-format lakehouse for teams combining Spark, SQL, streaming, and CDC.
- ACID transactions
8.3/10★★★★☆Visit Onehouse Cloud -
Best forHybrid lakehouse teams needing broad catalog support
A broad hybrid lakehouse for teams working across open catalogs, clouds and deployments.
- ACID transactions
8.2/10★★★★☆Try IBM watsonx.data -
Best forGoverned multi-catalog Iceberg environments
A governed, open-source lakehouse foundation for multi-catalog Iceberg environments.
- ACID transactions
8.1/10★★★★☆Visit Datastrato -
Best forAWS users unifying S3 and Redshift
A governed AWS lakehouse connecting S3, Redshift, open table formats, and analytics engines.
- ACID transactions
8.0/10★★★★☆Visit AWS -
Best forLow-cost Spark and Iceberg platform users
A low-cost Spark and Iceberg option with broad governance, streaming, and BI connectivity.
- ACID transactions
7.9/10★★★★☆Visit IOMETE -
Best forNotebook-centric Microsoft Fabric teams
A notebook-centered Fabric workspace for Spark workflows, lakehouse access, and ML operations.
- ACID transactions
7.8/10★★★★☆Visit site -
Best forTeams building versioned Python and SQL pipelines
A focused lakehouse for teams that want Git-style control over Python and SQL pipelines.
- ACID transactions
7.7/10★★★★☆Visit Bauplan -
Best forEnterprise ingestion and Iceberg replication
A broad enterprise lakehouse option for ingestion, Iceberg operations, and governance.
- ACID transactions
7.6/10★★★★☆Visit Qlik -
Best forOracle-centric Iceberg analytics and AI
A broad Oracle lakehouse for Iceberg SQL, catalogs, acceleration, AI, and analytics.
7.5/10★★★★☆Visit Oracle
Starburst Data Platform Alternatives: Common Questions
What is the best alternative to Starburst Data Platform?
Databricks Data Intelligence Platform: #1 in our Data Lakehouse Platforms ranking, with an editor score of 9.4 out of 10. A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI.
Is there a free alternative to Starburst Data Platform?
Yes. Databricks Data Intelligence Platform, Dremio, Starburst Galaxy, Apache Hudi and IOMETE have a free plan or a free tier (7 of the 15 alternatives on this page).
What is the cheapest paid alternative to Starburst Data Platform?
Of the alternatives here that publish a price, IBM watsonx.data starts lowest, at $83.30/mo.
Why do people look for Starburst Data Platform alternatives?
Usage-based pricing varies by tier, provider, and region; Free is limited to 3 clusters and standard execution; Advanced governance and support require higher tiers.
How do I switch from Starburst Data Platform?
Export your data from Starburst Data Platform (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Starburst Data Platform.
How to Switch from Starburst Data Platform
- Export your data from Starburst Data Platform (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel Starburst Data Platform.
Starburst Data Platform vs Each Alternative
| # | Tool | Free plan | Paid from | Storage model | SQL analytics | ACID transactions | Table format support | Score |
|---|---|---|---|---|---|---|---|---|
| 3 | Starburst Data Platform | Yes | $0.50/unit usage-based | Both | Yes | Yes | Both | 8.9 |
| 1 | Databricks Data Intelligence Platform | Yes | Both | Yes | Yes | Both | 9.4 | |
| 2 | Dremio | Yes | Both | Yes | Yes | Open | 9.1 | |
| 3 | Starburst Galaxy | Yes | $0.50/unit usage-based | Both | Yes | Yes | Open | 8.8 |
| 4 | Apache Hudi | Free | External | Yes | Yes | Both | 8.6 | |
| 5 | Google Cloud Lakehouse for Apache Iceberg | No | Both | Yes | Yes | Both | 8.5 | |
| 6 | Cloudera Open Data Lakehouse | No | $0.05/unit usage-based | Both | Yes | Yes | Open | 8.4 |
| 7 | Onehouse Cloud | Both | Yes | Yes | Both | 8.3 | ||
| 8 | IBM watsonx.data | No | $83.30/mo | Both | Yes | Yes | Open | 8.2 |
| 9 | Datastrato Iceberg Lakehouse Platform | External | Yes | Yes | Open | 8.1 | ||
| 10 | Amazon SageMaker Lakehouse | No | Both | Yes | Yes | Open | 8.0 | |
| 11 | IOMETE | Yes | $500/unit/yr | External | Yes | Yes | Open | 7.9 |
| 12 | Microsoft Fabric Notebooks | Yes | Both | Yes | Yes | Open | 7.8 | |
| 13 | Bauplan | Yes | $700/mo | External | Yes | Yes | Open | 7.7 |
| 14 | Qlik Open Lakehouse | No | External | Yes | Yes | Open | 7.6 | |
| 15 | Oracle Autonomous AI Lakehouse | Both | Yes | Both | 7.5 |
Head-to-Head
- Starburst Data Platform vs Databricks Data Intelligence Platform
- Starburst Data Platform vs Dremio
- Starburst Data Platform vs Starburst Galaxy
- Starburst Data Platform vs Apache Hudi
- Starburst Data Platform vs Google Cloud Lakehouse for Apache Iceberg
- Starburst Data Platform vs Cloudera Open Data Lakehouse
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update