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Best Data Lakehouse Platforms in 2026

Data lakehouse platforms combine data storage and analytics needs, making storage model and table format support useful starting points for comparison. Look at ACID transactions, SQL analytics and streaming ingestion to assess other listed capabilities, and consider governance catalog details in light of your oversight needs.

  1. 01 Databricks Notebooks
    Free plan Web · Windows · macOS · Linux
    9.2 Visit Specs
  2. 02 Google Cloud Lakehouse for Apache Iceberg

    It suits teams working with Apache Iceberg tables that need SQL analytics, streaming ingestion, transactions, and catalog governance.

    From $0.04/mo Free plan Web · Linux · API · Self-hosted
    9.0 Visit Specs
  3. 03 AetherLake

    AetherLake suits teams seeking a self-hosted, Kubernetes-based data platform with SQL, streaming, orchestration, BI, and identity components.

    Free plan Web · Self-hosted
    8.6 Visit Specs
  4. 04 Datastrato Iceberg Lakehouse Platform

    Datastrato targets enterprise teams and developers working with metadata management, governance, and AI-ready infrastructure.

    Free trial Open source Linux · API · Self-hosted
    8.4 Visit Specs
  5. 05 Bauplan

    Bauplan is for developers and AI agents building, validating, and shipping data pipelines on production data.

    From $700/mo Free plan Web · API
    8.3 Visit Specs
  6. 06 Apache Hudi

    It suits teams building self-hosted data lakes or lakehouses with streaming ingestion, incremental processing, SQL analytics, and transactional table operations.

    Free plan Linux · Self-hosted
    8.0 Visit Specs
  7. 07 IOMETE

    IOMETE is designed for enterprise data teams and describes itself as built by engineers for engineers.

    From $41.67/mo Free plan Web · API · Self-hosted
    8.0 Visit Specs
  8. 08 LavaLake

    LavaLake suits organizations seeking a self-hosted data platform with SQL, dashboards and permission-aware AI tools.

    From €249/mo Free plan Web · API · Self-hosted
    7.9 Visit Specs
  9. 09 Oracle Autonomous AI Lakehouse

    It suits teams combining cloud-based lake data with warehouse, analytics, and AI workflows.

    Free plan Web · Linux · API · Self-hosted
    7.8 Visit Specs
  10. 10 OpenLake

    OpenLake suits analysts, engineers, and administrators in regulated, sovereign, classified, or multi-account organizations.

    Web · API · Self-hosted
    7.6 Visit Specs
  11. 11 Starburst Data Platform

    Starburst describes its platform for organizations using analytics, AI, or applications, from startups to Fortune 500 enterprises.

    Free plan Web · Linux · API · Self-hosted
    7.5 Visit Specs
  12. 12 Onehouse Cloud

    It suits teams accelerating Spark workloads, reducing warehouse costs, or building an analytics platform in their own VPC.

    Free trial Web · API
    7.4 Visit Specs
  13. 13 Starburst Galaxy

    It suits organizations that need cross-source SQL analytics but lack resources to manage complex data clusters.

    Free plan Web · Linux · API
    7.4 Visit Specs
  14. 14 Microsoft Fabric Notebooks

    It suits data engineers and data scientists working with Spark notebooks, lakehouses, and scheduled jobs.

    Free trial Web · API
    7.3 Visit Specs
  15. 15 Hapi Data Lakehouse
    API
    7.1 Visit Specs
  16. 16 Tencent Big Data Suite
    Linux · API · Self-hosted
    6.7 Visit Specs
  17. 17 Cloudera Open Data Lakehouse
    From $0.05/mo
    6.5 Visit Specs
  18. 18 IBM watsonx.data
    From $1/mo Web
    6.5 Visit Specs
  19. 19 Dremio
    Web
    6.2 Visit Specs
  20. 20 Alibaba Cloud OpenLake
    Web
    6.0 Visit Specs
  21. 21 Amazon SageMaker Lakehouse
    Web
    6.0 Visit Specs
  22. 22 Databricks Data Intelligence Platform
    Web
    5.9 Visit Specs
  23. 23 Qlik Open Lakehouse
    Web
    5.8 Visit Specs
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank). Makers can also buy a numbered place (how Specifiction is paid for).

Free-plan availability and paid-from pricing provide cost context. Oracle Autonomous AI Lakehouse, Starburst Galaxy and Starburst Data Platform are among the entries shown; Amazon SageMaker Autopilot and Bauplan are also included. Compare these criteria with the workloads you expect to run and the way your team manages data. The listed dimensions can help you judge which platform details deserve closer attention.

Compare Databricks Notebooks and Google Cloud Lakehouse for Apache Iceberg Get a place on this list

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