Best Apache Ozone Alternatives in 2026
15 data lake software our editors would look at instead of Apache Ozone, in our ranking order.
Apache Ozone: A self-hosted storage foundation with strong Hadoop and S3 compatibility. Where it falls short: self-hosted deployment places infrastructure and operations responsibility on your team..
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AWS Lake Formation not yet scored
Best forAWS-native governed data lakes
A deep AWS-native governance layer for organizations building managed data lakes on Amazon S3.
- Open table formats
- Data sharing
- Metadata catalog
—not yet scoredVisit site -
Cloudera Data Lake Service not yet scored
Best forEnterprise hybrid data lakes
A mature hybrid data lake service for enterprises needing governance, lineage, and Iceberg support.
- Open table formats
- Data sharing
- Metadata catalog
—not yet scoredVisit Cloudera -
Best forMulti-source governed data platforms
A broad governed data platform for multi-source batch, streaming, SQL, and data services.
- Open table formats
- Data sharing
- Metadata catalog
7.0/10★★★★☆Visit Baidu EasyDAP -
HPCC Systems not yet scored
Best forOpen-source analytics data lakes
A broad open-source data lake platform for distributed processing, queries, governance, and machine learning.
- Data sharing
- Metadata catalog
- Governance controls
—not yet scoredVisit HPCC Systems -
Unilake not yet scored
Best forOpen-source cross-cloud lakehouses
A broad, governance-focused lakehouse layer for teams working across cloud and local storage.
- Open table formats
- Data sharing
- Metadata catalog
—not yet scoredVisit Unilake -
Best forVersioned, governed data lakes
A governed, Git-like control layer for versioned data lakes.
- Open table formats
- Data sharing
- Metadata catalog
9.0/10★★★★☆Visit lakeFS -
Best forManaged analytics-heavy data lakes
A managed, analytics-focused data lake with broad engine, pipeline, and BI support.
- Data sharing
- Metadata catalog
- Governance controls
7.0/10★★★★☆Visit Qubole -
Best forOracle-centered Hadoop data lakes
A strong Oracle-centered Hadoop lake service with usage-based pricing and broad ODH components.
- Metadata catalog
- Governance controls
6.0/10★★★☆☆Visit Oracle -
Best forAlibaba Cloud data lake workloads
A managed Alibaba Cloud data lake service with broad governance and engine integration.
- Open table formats
- Metadata catalog
- Governance controls
6.0/10★★★☆☆Visit Alibaba Cloud -
Best forHuawei ecosystem metadata governance
A Huawei Cloud governance layer for metadata, permissions, and cross-service sharing.
- Data sharing
- Metadata catalog
- Governance controls
6.0/10★★★☆☆Visit Huawei Cloud -
Best forCross-source Spark and Flink analytics
A managed SQL, Spark, and Flink service for cross-source lakehouse analytics.
- Open table formats
- Data sharing
- Metadata catalog
7.0/10★★★★☆Visit Huawei Cloud -
Best forServerless Tencent data lake analytics
A cloud-native choice for federated Tencent data lake analytics, with usage-based pricing.
- Open table formats
- Metadata catalog
- Governance controls
6.0/10★★★☆☆Visit Tencent Cloud -
Apache Hadoop HDFS not yet scored
Best forFree self-hosted distributed storage
A free, self-hosted foundation for distributed storage—not a complete data lake platform.
- Governance controls
—not yet scoredVisit Apache Hadoop -
HPE Ezmeral Data Fabric not yet scored
Best forTransactional multi-cloud data fabric
A transactional, multi-cloud data fabric with database, query, replication, and security capabilities.
—not yet scoredVisit HPE -
Best forAccelerating lake storage near compute
A focused storage acceleration layer for data lakes, not a complete lake management suite.
- Data sharing
- Metadata catalog
- Governance controls
7.0/10★★★★☆Visit Tencent Cloud
Apache Ozone Alternatives: Common Questions
What is the best alternative to Apache Ozone?
Baidu EasyDAP: #3 in our Data Lake Software ranking, with an editor score of 7.0 out of 10. A broad governed data platform for multi-source batch, streaming, SQL, and data services.
Is there a free alternative to Apache Ozone?
Yes. HPCC Systems, Unilake, lakeFS and Apache Hadoop HDFS have a free plan or a free tier.
Apache Ozone vs Each Alternative
| # | Tool | Free plan | Paid from | Deployment model | Ingestion modes | Metadata catalog | Governance controls | Score |
|---|---|---|---|---|---|---|---|---|
| not scored | Apache Ozone | No | None | Self-hosted | — | — | Yes | — |
| not scored | AWS Lake Formation | No | — | Cloud | Batch | Yes | Yes | — |
| not scored | Cloudera Data Lake Service | — | — | Hybrid | Both | Yes | Yes | — |
| 3 | Baidu EasyDAP | No | — | Hybrid | Both | Yes | Yes | 7.0 |
| not scored | HPCC Systems | Yes | None | Hybrid | Both | Yes | Yes | — |
| not scored | Unilake | — | None | Hybrid | Both | Yes | Yes | — |
| 6 | lakeFS | Yes | — | Hybrid | — | Yes | Yes | 9.0 |
| 7 | Qubole | No | — | Cloud | Both | Yes | Yes | 7.0 |
| 8 | Oracle Big Data Service | No | — | Cloud | Both | Yes | Yes | 6.0 |
| 9 | Alibaba Cloud Data Lake Formation | No | — | Cloud | Both | Yes | Yes | 6.0 |
| 10 | DataArts Lake Formation | — | — | Cloud | — | Yes | Yes | 6.0 |
| 11 | Huawei Cloud Data Lake Insight | — | — | Cloud | Both | Yes | Yes | 7.0 |
| 12 | Tencent Cloud Data Lake Compute (DLC) | No | — | Cloud | — | Yes | Yes | 6.0 |
| not scored | Apache Hadoop HDFS | Yes | None | Self-hosted | Both | — | Yes | — |
| not scored | HPE Ezmeral Data Fabric | — | — | — | — | — | — | — |
| 16 | Tencent Cloud GooseFS | No | — | Hybrid | — | Yes | Yes | 7.0 |
Guides on Data Lake Software
Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026