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Best Databricks Data Intelligence Platform Alternatives in 2026

The top Databricks Data Intelligence Platform alternatives are Dremio, Starburst Data Platform and Starburst Galaxy: 15 data lakehouse platforms our editors would look at instead of Databricks Data Intelligence Platform, in our ranking order.

9.4/10Editor score
Databricks Data Intelligence Platform9.4 Visit Databricks

Databricks Data Intelligence Platform: A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI. Where it falls short: usage-based pricing varies by cloud, region, product, and contract.

Switching from Databricks Data Intelligence Platform? For most data lakehouse platforms buyers the best Databricks Data Intelligence Platform alternative is Dremio, built for federated SQL across diverse data estates. On a budget, IBM watsonx.data starts at $83.30/mo.

Why People Look for a Databricks Data Intelligence Platform Alternative

  • 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

Quick Picks by What You Need

All 15 Databricks Data Intelligence 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.

  1. Dremio

    Best forFederated SQL across diverse data estates

    A flexible lakehouse for querying diverse data estates across cloud and self-hosted environments.

    • ACID transactions
    Free plan · 30-day trial Our Dremio verdict → Visit Dremio
    9.1/10★★★★★
    Visit Dremio
  2. Best forTrino-based lakehouse and federated analytics

    A broad Trino-based lakehouse for federated SQL, ingestion, and governed analytics.

    • ACID transactions
    Free plan · 30-day trial Our Starburst Data Platform verdict → Visit Starburst
    8.9/10★★★★☆
    Visit Starburst
  3. Best forManaged federated SQL with enterprise identity controls

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

    • ACID transactions
    Free plan · 30-day trial Our Starburst Galaxy verdict → Try Starburst Galaxy
    8.8/10★★★★☆
    Try Starburst Galaxy
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. Best forGoverned multi-catalog Iceberg environments

    A governed, open-source lakehouse foundation for multi-catalog Iceberg environments.

    • ACID transactions
    8.1/10★★★★☆
    Visit Datastrato
  10. 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
  11. IOMETE

    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
  12. Best forNotebook-centric Microsoft Fabric teams

    A notebook-centered Fabric workspace for Spark workflows, lakehouse access, and ML operations.

    • ACID transactions
    Free plan · pricing on request · 60-day trial Our Microsoft Fabric Notebooks verdict → Visit site
    7.8/10★★★★☆
    Visit site
  13. Bauplan

    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
    Free plan · 14-day trial Our Bauplan verdict → Visit Bauplan
    7.7/10★★★★☆
    Visit Bauplan
  14. Best forEnterprise ingestion and Iceberg replication

    A broad enterprise lakehouse option for ingestion, Iceberg operations, and governance.

    • ACID transactions
    Pricing on request Our Qlik Open Lakehouse verdict → Visit Qlik
    7.6/10★★★★☆
    Visit Qlik
  15. Best forOracle-centric Iceberg analytics and AI

    A broad Oracle lakehouse for Iceberg SQL, catalogs, acceleration, AI, and analytics.

    7.5/10★★★★☆
    Visit Oracle

Databricks Data Intelligence Platform Alternatives: Common Questions

What is the best alternative to Databricks Data Intelligence Platform?

Dremio: #2 in our Data Lakehouse Platforms ranking, with an editor score of 9.1 out of 10. A flexible lakehouse for querying diverse data estates across cloud and self-hosted environments.

Is there a free alternative to Databricks Data Intelligence Platform?

Yes. Dremio, Starburst Data Platform, 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 Databricks Data Intelligence Platform?

Of the alternatives here that publish a price, IBM watsonx.data starts lowest, at $83.30/mo.

Why do people look for Databricks Data Intelligence Platform alternatives?

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.

How do I switch from Databricks Data Intelligence Platform?

Export your data from Databricks Data Intelligence 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 Databricks Data Intelligence Platform.

How to Switch from Databricks Data Intelligence Platform

  1. Export your data from Databricks Data Intelligence Platform (most tools have an export in their settings).
  2. Sign up for the alternative; start on its free plan or trial if it has one.
  3. Import your export and set up the integrations your team relies on.
  4. Run both side by side for a short while, then cancel Databricks Data Intelligence Platform.

Databricks Data Intelligence Platform vs Each Alternative

#ToolFree planPaid fromStorage modelSQL analyticsACID transactionsTable format supportScore
1Databricks Data Intelligence PlatformYesBothYesYesBoth9.4
1DremioYesBothYesYesOpen9.1
2Starburst Data PlatformYes$0.50/unit usage-basedBothYesYesBoth8.9
3Starburst GalaxyYes$0.50/unit usage-basedBothYesYesOpen8.8
4Apache HudiFreeExternalYesYesBoth8.6
5Google Cloud Lakehouse for Apache IcebergNoBothYesYesBoth8.5
6Cloudera Open Data LakehouseNo$0.05/unit usage-basedBothYesYesOpen8.4
7Onehouse CloudBothYesYesBoth8.3
8IBM watsonx.dataNo$83.30/moBothYesYesOpen8.2
9Datastrato Iceberg Lakehouse PlatformExternalYesYesOpen8.1
10Amazon SageMaker LakehouseNoBothYesYesOpen8.0
11IOMETEYes$500/unit/yrExternalYesYesOpen7.9
12Microsoft Fabric NotebooksYesBothYesYesOpen7.8
13BauplanYes$700/moExternalYesYesOpen7.7
14Qlik Open LakehouseNoExternalYesYesOpen7.6
15Oracle Autonomous AI LakehouseBothYesBoth7.5

Head-to-Head

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

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