Best Data Lake Software in 2026

In short: HPCC Systems is ranked #1 of 17 as of 4 October 2026, ahead of Apache Hadoop HDFS and AWS Lake Formation. The best-ranked option with a free plan is Apache Hadoop HDFS. The lowest first paid tier on this page is Tencent Cloud CDN at CNY 21/mo.

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.

17 data lake software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.

17ranked
3free plans on this page
CNY 21/molowest paid tier
4 Oct 2026last checked

3 of the 17 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.

#AppSignalFree tierOpen codeDevicesFromScore
1HPCC SystemsWeb · Windows · Mac · Linux · Self-hosted · API · Extension Three bars—4 of 6Free6.6
2Apache Hadoop HDFSWindows · Linux · Self-hosted · API Two bars—2 of 6Free6.4
3AWS Lake FormationWeb · API Two bars—1 of 6Free6.4
4UnilakeWeb · Self-hosted · API One bar——1 of 6—5.5
5Cloudera Data Lake ServiceWeb · API One bar——1 of 6—5.4
6HPE Ezmeral Data FabricWeb · Linux · Self-hosted · API One bar——2 of 6—5.4
7lakeFSWeb · Self-hosted · API One bar——1 of 6—5.4
8Tencent Cloud Application Performance ManagementWeb One bar——1 of 6—5.4
9ParseableWeb · Windows · Linux One bar——3 of 6—5.2
10Tencent Cloud GooseFSWeb · Linux · Self-hosted · API One bar——2 of 6—5.1
11QuboleWeb · API One bar——1 of 6—5.0
12Tencent Cloud CDNWeb One bar——1 of 6CNY 21/mo5.0
13Baidu AI Machine TranslationAPI One bar——0 of 6—4.9
14Huawei Cloud Machine TranslationAPI One bar——0 of 6—4.9
15Tencent Cloud Data Lake Compute (DLC)Web One bar——1 of 6—4.9
16Oracle Big Data ServiceWeb One bar——1 of 6—4.8
17Apache OzoneWeb No signal——1 of 6—4.7

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Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.

Questions about this list

Which data lake software is ranked first on Freedom251?

HPCC Systems is ranked #1 of 17 with a score of 6.6. Apache Hadoop HDFS is second and AWS Lake Formation third.

How many of these have a free plan?

3 of the 17 on this page publish a free plan on their own pricing pages.

Which is the cheapest paid option?

On this page, Tencent Cloud CDN has the lowest first paid tier we found: CNY 21/mo.

How is this list ranked?

Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation. Paid placements never change a rank.

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