Cloudera Distribution for Hadoop vs HPE Ezmeral Data Fabric comparison

Cloudera and Hewlett Packard Enterprise are both solutions in the Hadoop category. Cloudera is ranked #2 with an average rating of 8.4, while Hewlett Packard Enterprise is ranked #4 with an average rating of 8.0. Cloudera holds a 23.3% mindshare in H, compared to Hewlett Packard Enterprise’s 14.8% mindshare. Additionally, 92% of Cloudera users are willing to recommend the solution, compared to 100% of Hewlett Packard Enterprise users who would recommend it.

Cloudera Distribution for H...

Read 51 Cloudera Distribution for Hadoop reviews

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1,274 Comparison Views

92% willing to recommend

HPE Ezmeral Data Fabric

Read 12 HPE Ezmeral Data Fabric reviews

1,172 Views
984 Comparison Views

100% willing to recommend

Cloudera Distribution for H...

HPE Ezmeral Data Fabric

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Executive Summary

We performed a comparison between Cloudera Distribution for Hadoop and HPE Ezmeral Data Fabric based on real PeerSpot user reviews.

Find out in this report how the two Hadoop solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.

To learn more, read our detailed Cloudera Distribution for Hadoop vs. HPE Ezmeral Data Fabric Report (Updated: July 2025).

Buyer's Guide

Cloudera Distribution for Hadoop vs. HPE Ezmeral Data Fabric

July 2025

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Helped 866,088 peers since 2012

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Cloudera Distribution for H...

Ranking in Hadoop

2nd

Average Rating

8.0

Reviews Sentiment

6.3

Number of Reviews

Ranking in other categories

NoSQL Databases (8th)

HPE Ezmeral Data Fabric

Ranking in Hadoop

4th

Average Rating

8.0

Reviews Sentiment

6.1

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of August 2025, in the Hadoop category, the mindshare of Cloudera Distribution for Hadoop is 23.3%, down from 25.1% compared to the previous year. The mindshare of HPE Ezmeral Data Fabric is 14.8%, up from 13.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Hadoop Market Share Distribution
Product	Market Share (%)
Cloudera Distribution for Hadoop	23.3%
HPE Ezmeral Data Fabric	14.8%
Other	61.9%

Hadoop

Featured Reviews

Rok Dolinsek

Manager, Bussines Development & Co Owner at Troia d.o.o.

Enables on-premise implementation with powerful data processing capabilities

This is the only solution that is possible to install on-premise. Cloudera provides a hybrid solution that combines compute on cloud or on-premises. It includes all machine learning algorithms in the Spark machine learning library. All functionalities needed for a big data platform and ETL are on the platform, eliminating the need for other tools. It is scalable, ready for vertical scaling, and very powerful, offering numerous functionalities and configurations for generative AI.

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Hamid M. Hamid

Data architect at Banking Sector

A stable and scalable tool that serves as a great database

The initial setup of HPE Ezmeral Data Fabric is easy. I am not sure how long it took to deploy HPE Ezmeral Data Fabric, but I haven't heard about any disadvantages when it comes to the time taken for the deployment. I remember that one of our company's clients who had purchased the product never mentioned the product's setup phase being complex. One of the drawbacks with HPE Ezmeral Data Fabric stems from the fact that the product's upgrade was not straightforward, and it was a complex process since one of the teams in my company who deals with the tool found the upgrade part to be tough. The solution is deployed on an on-premises model. My company has two dedicated staff members to look after the deployment and maintenance phases of HPE Ezmeral Data Fabric.

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Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"We also really like the Cloudera community. You can have any question and will have your answer within a few hours."

"We experienced many issues when we started working with Hadoop 3.0 in the Cloudera 6.0 version, so there are a lot of things that need to improve. I believe they are working on that."

"The data science aspect of the solution is valuable."

"The solution is stable."

"The most valuable feature is that I can use CDH for almost all use cases across all industries, including the financial sector, public sector, private retailers, and so on."

"Cloudera, as a whole, is designed to provide organizations with solutions for big data."

"Cloudera is a very manageable solution with good support."

"I don't see any performance issues."

More Cloudera Distribution for Hadoop pros

"The model creation was very interesting, especially with the libraries provided by the platform."

"HPE Ezmeral Data Fabric can be accessed from any namespace globally as you would access it from a machine using an NFS."

"It is a stable solution...It is a scalable solution."

"My customers find the product cheaper compared to other solutions. The previous solution that we used did not have unified analytics like the runtime or the analog."

"I like the administration part."

Cons

"While the deployed product is generally functional, there are instances where it presents difficulties."

"We experienced many issues when we started working with Hadoop 3.0 in the Cloudera 6.0 version, so there is a lot of things that need to improve."

"The initial setup of Cloudera is difficult."

"Cloudera's support is extremely bad and cannot be relied on."

"There is a maximum of a one-gigabyte block size, which is an area of storage that can be improved upon."

"It could be faster and more user-friendly."

"The solution does not support multiple languages very well and this means users need to create work-arounds to implement some solutions."

"There are better solutions out there that have more features than this one."

More Cloudera Distribution for Hadoop cons

"Upgrading Ezmeral to a new version is a pain. They're trying to make the solution more container-friendly, so I think they're going in the right direction. The only problem we've had in the past was the upgrades. The process isn't smooth due to how the Red Hat operating system upgrades currently work."

"Having the ability to extend the services provided by the platform to an API architecture, a micro-services architecture, could be very helpful."

"The deployment could be faster. I want more support for the data lake in the next release."

"The product is not user-friendly."

"HPE Ezmeral Data Fabric is not compatible with third-party tools."

Pricing and Cost Advice

"The solution is expensive."

"The price is very high. The solution is expensive."

"I believe we pay for a three-year license."

"The price could be better for the product."

"Cloudera Distribution for Hadoop is expensive, with support costs involved."

"It is an expensive product."

"The tool is expensive...For the SMB market or customers whose environments are not that complex and do not have multiple systems running, Cloudera might not be a good option."

"When comparing with Oracle Sybase and SQL, it's cheaper. It's not expensive."

More Cloudera Distribution for Hadoop pricing and cost advice

"There is a need for my company to pay for the licensing costs of the solution."

"HPE is flexible with you if you are an existing customer. They offer different models that might be beneficial for your organization. It all depends on how you negotiate."

"The tool's price is cheap and based on a usage basis. The solution's licensing costs are yearly and there are no extra costs."

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Top Industries

By visitors reading reviews

Financial Services Firm

18%

Educational Organization

17%

Computer Software Company

13%

Energy/Utilities Company

Financial Services Firm

20%

Computer Software Company

13%

Comms Service Provider

11%

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	16
Midsize Enterprise	9
Large Enterprise	31

By reviewers
Company Size	Count
Small Business	4
Large Enterprise	7

Questions from the Community

What do you like most about Cloudera Distribution for Hadoop?

The tool can be deployed using different container technologies, which makes it very scalable.

See all answers

What is your experience regarding pricing and costs for Cloudera Distribution for Hadoop?

The price for Cloudera is average, yet it is very good compared to other solutions. It can be deployed on-premises, unlike competitors' cloud-only solutions.

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What needs improvement with Cloudera Distribution for Hadoop?

It is quite complicated to configure and install. Integrating the platform into an information system is always a challenge, especially when starting with on-premise implementation. Integrating wit...

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What do you like most about HPE Ezmeral Data Fabric?

It is a stable solution...It is a scalable solution.

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What needs improvement with HPE Ezmeral Data Fabric?

There are some drawbacks in HPE Ezmeral Data Fabric when it comes to the interoperability part. HPE Ezmeral Data Fabric is not compatible with third-party tools. For example, HPE Ezmeral Data Fabri...

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What is your primary use case for HPE Ezmeral Data Fabric?

The main purpose of HPE Ezmeral Data Fabric for me is that it acts as a database. In my company, we store our data with the help of HPE Ezmeral Data Fabric. It is possible to use Spark engine with ...

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Comparisons

Amazon EMR vs Cloudera Distribution for Hadoop

Compared 22% of the time

Apache Spark vs Cloudera Distribution for Hadoop

Compared 13% of the time

Couchbase Enterprise vs Cloudera Distribution for Hadoop

Compared 9% of the time

MongoDB Enterprise Advanced vs Cloudera Distribution for Hadoop

Compared 9% of the time

Cassandra vs Cloudera Distribution for Hadoop

Compared 6% of the time

More Cloudera Distribution for Hadoop Competitors

Cloudera Data Platform vs HPE Ezmeral Data Fabric

Compared 13% of the time

Apache Spark vs HPE Ezmeral Data Fabric

Compared 11% of the time

Amazon EMR vs HPE Ezmeral Data Fabric

Compared 9% of the time

IBM Analytics Engine vs HPE Ezmeral Data Fabric

Compared 9% of the time

Spark SQL vs HPE Ezmeral Data Fabric

Compared 6% of the time

More HPE Ezmeral Data Fabric Competitors

Product Reports

Buyer's Guide

Cloudera Distribution for Hadoop

August 2025

Download Cloudera Distribution for Hadoop product report

Buyer's Guide

HPE Ezmeral Data Fabric

August 2025

Download HPE Ezmeral Data Fabric product report

Also Known As

No data available

MapR, MapR Data Platform

Overview

Cloudera Distribution for Hadoop is the world's most complete, tested, and popular distribution of Apache Hadoop and related projects. CDH is 100% Apache-licensed open source and is the only Hadoop solution to offer unified batch processing, interactive SQL, and interactive search, and role-based access controls. More enterprises have downloaded CDH than all other such distributions combined.

Cloudera

Forward-leaning companies win market share because they leverage data more effectively than their competitors. Unlock the potential of your data assets with HPE Ezmeral Data Fabric (formerly MapR Data Platform). Empower your data science, analytics, and business teams by simplifying data management on a globally distributed scale. All with enterprise-grade reliability, security, and performance.

Hewlett Packard Enterprise

Sample Customers

37signals, Adconion,adgooroo, Aggregate Knowledge, AMD, Apollo Group, Blackberry, Box, BT, CSC

Valence Health, Goodgame Studios, Pico, Terbium Labs, sovrn, Harte Hanks, Quantium, Razorsight, Novartis, Experian, Dentsu ix, Pontis Transitions, DataSong, Return Path, RAPP, HP

Buyer's Guide

Cloudera Distribution for Hadoop vs. HPE Ezmeral Data Fabric

July 2025

Free Report: Cloudera Distribution for Hadoop vs. HPE Ezmeral Data Fabric

Find out what your peers are saying about Cloudera Distribution for Hadoop vs. HPE Ezmeral Data Fabric and other solutions. Updated: July 2025.

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