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Best Data Lake Software in 2026

Data lake software brings together options for ingesting, organizing, and querying data. Compare ingestion modes and query interfaces, along with metadata catalogs, governance controls, and data sharing. Deployment models and support for open table formats may also help you assess fit with your environment. HPCC Systems, Apache Hadoop HDFS, and AWS Lake Formation are among the included products. Check whether a free plan is listed and compare paid-from pricing, then weigh those details against the workflows and governance needs you want the software to support.

  1. 1

    Apache Hadoop HDFS

    Free plan Open source APILinuxSelf-hosted+1

    HDFS is built for distributed, high-throughput storage with replication and several access interfaces. Its write model and security requirements should fit the workload and deployment plan.

    9.3 Free plan Visit site
  2. 2

    HPCC Systems

    Free plan Open source APIExtensionLinux+4

    HPCC Systems combines parallel data processing, data-lake management, and a broad set of deployment, security, and integration capabilities.

    8.9 Free plan Visit site
  3. 3

    Apache Ozone

    Free plan APILinuxSelf-hosted+1

    Apache Ozone offers large-scale object storage with multiple access interfaces, consistency, and administrative controls.

    7.6 Open source Visit site
  4. 4

    AWS Lake Formation

    Free plan APIWeb

    Choose AWS Lake Formation if your data governance work centers on AWS and requires detailed permissions, auditing, or cross-account sharing.

    7.3 Visit site
  5. 5

    HPE Ezmeral Data Fabric

    Free plan APILinuxSelf-hosted+1

    HPE Ezmeral Data Fabric offers a shared data layer with object storage, analytics integrations, and security controls.

    7.3 Pricing on request Visit site
  6. 6

    lakeFS

    Free plan APISelf-hostedWeb

    lakeFS combines version control, governance controls, and lineage for large-scale data workflows, with managed and self-managed deployment options.

    7.1 Free plan · pricing on request · 15-day trial Visit site
  7. 7

    Parseable

    Free plan APILinuxSelf-hosted+2

    Choose Parseable if you want logs, metrics, and traces with SQL and natural-language querying, plus self-hosted and cloud deployment options.

    7.1 Free plan · paid from $0.39 · 14-day trial Visit site
  8. 8

    Tencent Cloud Application Performance Management

    Free plan APILinuxSelf-hosted+1

    Tencent Cloud APM combines traces, metrics, logs, and topology views for distributed application analysis.

    7.0 Free plan · 15-day trial Visit site
  9. 9

    Unilake

    Free plan APISelf-hostedWeb

    Unilake brings integration, analytics, and governance capabilities together under open-source licenses.

    6.5 Open source Visit site
  10. 10

    Azure Table Storage

    Free trial API
    6.0 30-day trial Visit site
  11. 11

    Oracle Big Data Service

    Free trial APILinuxWeb

    Choose Oracle Big Data Service if you need a managed Hadoop data lake with flexible cluster sizing, several storage choices, and SQL access across the listed data sources.

    5.9 From $0.02 Visit site
  12. 12

    Qubole

    Free trial APIWeb

    Choose Qubole if you need a cloud data lake platform for multiple data workloads and cloud providers, with pipeline building and query tools.

    5.7 30-day trial Visit site
  13. 13

    Cloudera Data Lake Service

    Paid APIWeb

    Choose Cloudera Data Lake Service if your workloads need metadata governance, granular access policies and auditing within a data lake environment.

    5.5 From $0.20 Visit site
  14. 14

    Tencent Cloud GooseFS

    Paid APILinuxSelf-hosted+1

    Choose Tencent Cloud GooseFS if your data analysis, machine learning, or AI workloads need a distributed cache near compute nodes, with HDFS or POSIX access and configurable cache media.

    5.3 Visit site
  15. 15

    Alibaba Cloud Data Lake Formation

    Paid Web
    4.6 Visit site
  16. 16

    DataArts Lake Formation

    Paid Web
    4.4 Visit site
  17. 17

    Baidu EasyDAP

    Paid Web
    4.3 Visit site
  18. 18

    Huawei Cloud Data Lake Insight

    Paid Web
    4.1 Visit site
  19. 19

    Tencent Cloud Data Lake Compute (DLC)

    Paid Web

    DLC brings query access, cataloging, and governance together in a cloud service. Review the engine options and billing basis before selecting a plan.

    4.1 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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