The Best Data Lake Software in 2026
We researched data lake software through vendors’ official websites, including pricing pages, plan tables and product documentation. Rankings focus on the category’s core job—storing and managing raw data at scale—alongside value for money and verified features. Use this guide to compare platforms for building and operating a data lake.
Our top picks
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Top ranked
AWS Lake Formation#1 of 199.4/10A deep AWS-native governance layer for organizations building managed data lakes on Amazon S3.
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Runner-up
Cloudera Data Lake Service#2 of 199.1/10A mature hybrid data lake service for enterprises needing governance, lineage, and Iceberg support.
Pricing on request
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Top-ranked free plan
HPCC Systems#4 of 198.7/10A broad open-source data lake platform for distributed processing, queries, governance, and machine learning.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 19 tools, best first
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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
9.4/10★★★★★Visit site -
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
9.1/10★★★★★Visit 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
8.9/10★★★★☆Visit Baidu EasyDAP -
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
8.7/10★★★★☆Visit HPCC Systems -
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
8.6/10★★★★☆Visit Unilake -
Best forVersioned, governed data lakes
A governed, Git-like control layer for versioned data lakes.
- Open table formats
- Data sharing
- Metadata catalog
8.5/10★★★★☆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
8.3/10★★★★☆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
8.1/10★★★★☆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
8.0/10★★★★☆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
7.9/10★★★★☆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
7.8/10★★★★☆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
7.7/10★★★★☆Visit Tencent Cloud -
Best forSelf-hosted object storage foundations
A self-hosted storage foundation with strong Hadoop and S3 compatibility.
- Governance controls
7.5/10★★★★☆Visit Apache Ozone -
Best forFree self-hosted distributed storage
A free, self-hosted foundation for distributed storage—not a complete data lake platform.
- Governance controls
7.3/10★★★★☆Visit Apache Hadoop -
Best forTransactional multi-cloud data fabric
A transactional, multi-cloud data fabric with database, query, replication, and security capabilities.
7.1/10★★★★☆Visit 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
6.8/10★★★☆☆Visit Tencent Cloud -
Best forSimple scalable entity storage
A focused cloud table service for scalable entity storage, not a full data lake platform.
6.1/10★★★☆☆Visit Microsoft -
Best forDistributed application tracing
A tracing-focused cloud APM service with OpenTelemetry, topology, and usage-based plans.
Free plan · 15-day trial Our Tencent Cloud Application Performance Management verdict → Visit Tencent Cloud6.0/10★★★☆☆Visit Tencent Cloud -
Best forOpen-source log data lakes
A focused open-source log lake for SQL, PromQL, dashboards, alerts, and telemetry.
5.9/10★★★☆☆Visit Parseable
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Deployment model | Ingestion modes | Metadata catalog | Governance controls | Score |
|---|---|---|---|---|---|---|---|---|
| 1 | AWS Lake Formation | No | Cloud | Batch | Yes | Yes | 9.4 | |
| 2 | Cloudera Data Lake Service | Hybrid | Both | Yes | Yes | 9.1 | ||
| 3 | Baidu EasyDAP | No | Hybrid | Both | Yes | Yes | 8.9 | |
| 4 | HPCC Systems | Yes | Free | Hybrid | Both | Yes | Yes | 8.7 |
| 5 | Unilake | Free | Hybrid | Both | Yes | Yes | 8.6 | |
| 6 | lakeFS | Yes | Hybrid | Yes | Yes | 8.5 | ||
| 7 | Qubole | No | Cloud | Both | Yes | Yes | 8.3 | |
| 8 | Oracle Big Data Service | No | $0.02/unit usage-based | Cloud | Both | Yes | Yes | 8.1 |
| 9 | Alibaba Cloud Data Lake Formation | No | Cloud | Both | Yes | Yes | 8.0 | |
| 10 | DataArts Lake Formation | Cloud | Yes | Yes | 7.9 | |||
| 11 | Huawei Cloud Data Lake Insight | Cloud | Both | Yes | Yes | 7.8 | ||
| 12 | Tencent Cloud Data Lake Compute (DLC) | No | Cloud | Yes | Yes | 7.7 | ||
| 13 | Apache Ozone | No | Free | Self-hosted | Yes | 7.5 | ||
| 14 | Apache Hadoop HDFS | Yes | Free | Self-hosted | Both | Yes | 7.3 | |
| 15 | HPE Ezmeral Data Fabric | 7.1 | ||||||
| 16 | Tencent Cloud GooseFS | No | $0.0002456/GB usage-based | Hybrid | Yes | Yes | 6.8 | |
| 17 | Azure Table Storage | No | Cloud | 6.1 | ||||
| 18 | Tencent Cloud Application Performance Management | Yes | Cloud | 6.0 | ||||
| 19 | Parseable | Yes | $0.39/GB usage-based | 5.9 |
Head-to-head All 28 comparisons →
- AWS Lake Formation vs Cloudera Data Lake Service
- AWS Lake Formation vs Baidu EasyDAP
- AWS Lake Formation vs HPCC Systems
- AWS Lake Formation vs Unilake
- AWS Lake Formation vs lakeFS
- AWS Lake Formation vs Qubole
- AWS Lake Formation vs Oracle Big Data Service
- Cloudera Data Lake Service vs Baidu EasyDAP
- Cloudera Data Lake Service vs HPCC Systems
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How we rank data lake software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update