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Best Data Lakehouse Platforms in 2026

A data lakehouse platform brings storage, analytics, and data management decisions together. Compare the storage model and table format support, then weigh ACID transactions, SQL analytics, and streaming ingestion. Governance catalog capabilities provide another point of comparison, while free-plan availability and paid-from pricing add cost context. Oracle Autonomous AI Lakehouse, Starburst Data Platform, and Starburst Galaxy are among the entries; Apache Hudi and Bauplan are also listed. Consider which of these capabilities match your workloads and how you expect to manage data.

  1. 1

    Datastrato Iceberg Lakehouse Platform

    Free trial Open source APILinuxSelf-hosted

    Choose Datastrato if your team needs a federated Iceberg catalog with governance spanning data clients, storage, and agent access.

    7.8 Pricing on request Visit site
  2. 2

    AetherLake

    Free plan Self-hostedWeb

    AetherLake brings a broad data stack and operational controls into a self-hosted Kubernetes platform.

    7.4 Free plan Visit site
  3. 3

    Databricks Notebooks

    by Databricks Notebooks
    Free plan AndroidAPILinux+3

    Choose Databricks Notebooks if you need a web notebook environment with data governance, lineage, table rollback, and machine-learning capabilities.

    7.4 Free plan · 14-day trial Visit site
  4. 4

    Apache Hudi

    Free plan LinuxSelf-hosted

    Apache Hudi combines incremental data processing with table management, transactions, and historical queries.

    7.3 Open source Visit site
  5. 5

    Bauplan

    Free plan APIWeb

    Bauplan combines serverless pipeline execution with safeguards for production data and integrations across data tools.

    7.3 Free plan · paid from $700/mo · 14-day trial Visit site
  6. 6

    Google Cloud Lakehouse for Apache Iceberg

    Free plan APILinuxSelf-hosted+1

    Google Cloud Lakehouse for Apache Iceberg combines table management and analytics capabilities with a governance catalog.

    7.3 Visit site
  7. 7

    IOMETE

    Free plan APISelf-hostedWeb

    IOMETE combines data federation, cataloging, integrations, and granular access controls in a platform with several deployment options.

    7.1 Free plan · paid from $500/yr Visit site
  8. 8

    LavaLake

    Free plan APISelf-hostedWeb

    LavaLake combines lakehouse storage and analytics with permission-aware assistant tools for customer-controlled deployment.

    7.0 Free plan · paid from €249/mo Visit site
  9. 9

    Oracle Autonomous AI Lakehouse

    Free plan APILinuxSelf-hosted+1

    Oracle Autonomous AI Lakehouse brings cross-cloud lake querying together with data integration, sharing, and analytics features.

    7.0 Free plan Visit site
  10. 10

    Starburst Data Platform

    Free plan APILinuxSelf-hosted+1

    Starburst offers federated querying and governed data access across varied deployment environments. The free plan and trial provide entry points, while paid tiers are priced per credit.

    7.0 Free plan · paid from $0.50 · 30-day trial Visit site
  11. 11

    Microsoft Fabric Notebooks

    Free plan APIWeb

    Data engineers and data scientists should consider Fabric Notebooks for interactive Spark and machine learning work with lakehouse integration, collaboration, and scheduling tools.

    6.9 Free plan · pricing on request · 60-day trial Visit site
  12. 12

    Starburst Galaxy

    Free plan APILinuxWeb

    Galaxy brings federated SQL queries, ingestion, and Iceberg maintenance together in a managed cloud service.

    6.8 Free plan · paid from $0.50 · 30-day trial Visit site
  13. 13

    Dremio

    Free plan Web

    Dremio offers a free tier, a trial-based cloud option, and a self-managed Enterprise plan.

    6.3 Free plan · 30-day trial Visit site
  14. 14

    Databricks Data Intelligence Platform

    Free plan Web

    Databricks Data Intelligence Platform combines analytics, transaction support, streaming ingestion, and governance catalog features in a web platform.

    6.1 Free plan · 14-day trial Visit site
  15. 15

    Onehouse Cloud

    Free trial APIWeb

    Choose Onehouse Cloud if your team needs managed lakehouse ingestion, compute and table services in its VPC.

    5.7 Visit site
  16. 16

    OpenLake

    Paid APISelf-hostedWeb

    Choose OpenLake if your organization needs a managed lakehouse inside its own cloud boundary, with open table formats, SQL analytics, ETL scheduling, and access controls.

    5.3 Pricing on request Visit site
  17. 17

    Tencent Big Data Suite

    Paid APILinuxSelf-hosted

    Consider TBDS if you need a customer-facility big data platform with lakehouse capabilities, elastic resource scaling, and data warehouse security controls.

    5.2 Pricing on request Visit site
  18. 18

    Hapi Data Lakehouse

    Paid API

    Hapi Data Lakehouse brings several hotel data types together and offers multiple access and export options.

    5.0 Pricing on request Visit site
  19. 19

    Amazon SageMaker Lakehouse

    Paid Web
    4.6 Visit site
  20. 20

    IBM watsonx.data

    Paid Web
    4.6 From $1 Visit site
  21. 21

    Alibaba Cloud OpenLake

    Paid Web

    Choose Alibaba Cloud OpenLake if you need a paid web-based data lake offering that combines storage, SQL analytics, streaming ingestion, open table format support, and a governance catalog.

    4.5 Visit site
  22. 22

    Cloudera Open Data Lakehouse

    Paid

    Cloudera Open Data Lakehouse combines open formats with analytics, streaming, governance, and transaction features.

    4.5 From $0.05 Visit site
  23. 23

    Qlik Open Lakehouse

    Paid Web

    Qlik Open Lakehouse covers ingestion, analytics, and governance across several plan levels.

    4.4 Pricing on request Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

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