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Best Data Lakehouse Platforms 2026
Facts read 20 Sep 2026 – 15 Oct 2026
Data lakehouse platforms bring together choices about storing data and working with it through analytics. Compared on storage model and table format support, these entries also show details for ACID transactions, SQL analytics, and streaming ingestion. Governance catalog is another point to weigh when considering how data is organized. Free-plan availability and paid-from pricing can help you assess access and cost. Starburst Data Platform, Apache Hudi, and Dremio are among the named options. Consider the formats and ingestion patterns relevant to your work, the role of SQL analytics, and which listed governance and transaction details matter for your workloads.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Databricks Notebooks | 6.4 | Free plan | Free plan | Android, Web, Windows, Mac | 14 Oct 2026 | |
| 02 Google Cloud Lakehouse for Apache Iceberg | This offering may suit organizations working with Apache Iceberg tables that need SQL analytics, streaming ingestion, ACID transactions, and a governance catalog. | 5.7 | Free plan | Free plan | Web, Linux, API, Self-hosted | 15 Oct 2026 |
| 03 Starburst Galaxy | Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters. | 5.6 | Free plan | Free plan | Web, Linux, API | 30 Sep 2026 |
| 04 Starburst Data Platform | It suits organizations that need to query distributed data across varied environments, including teams working on analytics, AI, or applications. | 5.5 | Free plan | Free plan | Web, Linux, API, Self-hosted | 30 Sep 2026 |
| 05 LavaLake | LavaLake may suit organizations seeking an on-premises data platform with SQL, dashboards, and permission-aware AI tools. | 5.3 | €249 a month | Free plan | Web, API, Self-hosted | 7 Oct 2026 |
| 06 Oracle Autonomous AI Lakehouse | 4.9 | Free plan | Free plan | Web, Linux, API, Self-hosted | 3 Oct 2026 | |
| 07 Bauplan | Bauplan suits developers and AI agents building, validating, and shipping data pipelines on production data. | 4.8 | $700 a month | Free plan | Web, API | 30 Sep 2026 |
| 08 Microsoft Fabric Notebooks | It suits data engineers and data scientists working with Spark notebooks, lakehouses, and scheduled jobs in a web or API environment. | 4.7 | Free plan | Free plan | Web, API | 12 Oct 2026 |
| 09 AetherLake | AetherLake suits teams that can operate Kubernetes and want a self-hosted lakehouse with streaming, SQL, catalog, and orchestration components. | 4.5 | Free plan | Free plan | Web, Self-hosted | 8 Oct 2026 |
| 10 IOMETE | IOMETE is aimed at enterprise data teams, especially engineers who need a lakehouse platform across on-premises, cloud or hybrid deployments. | 4.5 | Free plan | Free plan | Web, API, Self-hosted | 1 Oct 2026 |
02
Google Cloud Lakehouse for Apache Iceberg
This offering may suit organizations working with Apache Iceberg tables that need SQL analytics, streaming ingestion, ACID transactions, and a governance catalog.
WebLinuxAPI+1 Record5.7 Visit
03
Starburst Galaxy
Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters.
WebLinuxAPI Record5.6 Visit
04
Starburst Data Platform
It suits organizations that need to query distributed data across varied environments, including teams working on analytics, AI, or applications.
WebLinuxAPI+1 Record5.5 Visit
05
LavaLake
LavaLake may suit organizations seeking an on-premises data platform with SQL, dashboards, and permission-aware AI tools.
WebAPISelf-hosted Record5.3 Visit
7
Bauplan
WebAPI $700 a month Record4.8 Visit Bauplan suits developers and AI agents building, validating, and shipping data pipelines on production data.
8
Microsoft Fabric Notebooks
WebAPI Free plan Record4.7 Visit It suits data engineers and data scientists working with Spark notebooks, lakehouses, and scheduled jobs in a web or API environment.
9
AetherLake
WebSelf-hosted Free plan Record4.5 Visit AetherLake suits teams that can operate Kubernetes and want a self-hosted lakehouse with streaming, SQL, catalog, and orchestration components.
10
IOMETE
WebAPISelf-hosted Free plan Record4.5 Visit IOMETE is aimed at enterprise data teams, especially engineers who need a lakehouse platform across on-premises, cloud or hybrid deployments.
11
Apache Hudi
LinuxSelf-hosted Free plan Record4.4 Visit Hudi suits teams building data lakes or lakehouses that need streaming ingestion, incremental processing and table operations.
12
Datastrato Iceberg Lakehouse Platform
LinuxAPISelf-hosted — Record4.3 Visit The platform suits enterprise teams and developers managing metadata, governance, lakehouse operations, and AI-ready infrastructure.
13
Onehouse Cloud
WebAPI — Record3.9 Visit It is presented for teams accelerating existing Spark workloads, reducing warehouse costs or building a new analytics platform.
14
OpenLake
WebAPISelf-hosted — Record3.7 Visit OpenLake is aimed at analysts, engineers, and administrators in regulated, sovereign, classified, or multi-account organizations.
15
Tencent Big Data Suite
LinuxAPISelf-hosted — Record3.6 Visit TBDS is intended for data analysts, data scientists, business intelligence platforms, and enterprises managing data pipelines or cross-business-unit sharing.
16
Hapi Data Lakehouse
API — Record3.5 Visit It suits hotel brands and technology providers building reporting, BI, CDP, AI, automation, or partner services on hospitality data.
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