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Cloudera Data Platform vs HPE Ezmeral Data Fabric comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Apr 1, 2025

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 Data Platform
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
27
Ranking in other categories
Cloud Master Data Management (MDM) Solutions (7th), Data Management Platforms (DMP) (4th)
HPE Ezmeral Data Fabric
Average Rating
8.0
Reviews Sentiment
6.1
Number of Reviews
12
Ranking in other categories
Hadoop (4th)
 

Featured Reviews

Miodrag-Stanic - PeerSpot reviewer
Distributed computing improves data processing while upgrade complexity needs addressing
There are challenges with upgrading or updating various services like Spark, Impala, and Hive on on-premise and bare metal solutions. We aim to address these issues with a Kubernetes-based platform that will simplify the task of upgrading services. We also wish to implement lakehouse capabilities with Iceberg or Delta Lake frameworks.
Hamid M. Hamid - PeerSpot reviewer
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.

Quotes from Members

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

Pros

"Distributed computing, secure containerization, and governance capabilities are the most valuable features."
"We use it for data science activities."
"Ranger for security; with Ranger we can manager user’s permissions/access controls very easily."
"Ambari Web UI: user-friendly."
"Hortonworks should not be expensive at all to those looking into using it."
"Cloudera Data Platform has significantly improved our data management."
"The data platform is pretty neat. The workflow is also really good."
"It is a scalable platform."
"HPE Ezmeral Data Fabric can be accessed from any namespace globally as you would access it from a machine using an NFS."
"I like the administration part."
"It is a stable solution...It is a scalable solution."
"The model creation was very interesting, especially with the libraries provided by the platform."
"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."
 

Cons

"I would like to see more support for containers such as Docker and OpenShift."
"I work a lot with banking, IT and communications customers. Hortonworks must improve or must upgrade their services for these sectors."
"Security and workload management need improvement."
"Hive performance. If Hive performance increased, Hadoop would replace (not everywhere) traditional databases."
"More information could be there to simplify the process of running the product."
"It would also be nice if there were less coding involved."
"It's at end of life and no longer will there be improvements."
"The version control of the software is also an issue."
"The product is not user-friendly."
"HPE Ezmeral Data Fabric is not compatible with third-party tools."
"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."
 

Pricing and Cost Advice

"It is priced well and it is affordable"
"Currently, we are using the product in a sandbox environment, and there is no licensing. We might choose a licensing option once we get the results."
"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
No data available
Financial Services Firm
20%
Computer Software Company
15%
Comms Service Provider
9%
Healthcare Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

Questions from the Community

What do you like most about Hortonworks Data Platform?
Distributed computing, secure containerization, and governance capabilities are the most valuable features.
What is your experience regarding pricing and costs for Hortonworks Data Platform?
The pricing model for Cloudera Data Platform is complex and has increased significantly compared to CDH. Initially, CDH had a straightforward pricing model based on nodes, but CDP includes factors ...
What needs improvement with Hortonworks Data Platform?
Cloudera Data Platform should include additional capabilities and features similar to those offered by other data management solutions like Azure ( /products/microsoft-azure-reviews ) and Databrick...
What do you like most about HPE Ezmeral Data Fabric?
It is a stable solution...It is a scalable solution.
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...
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 ...
 

Also Known As

No data available
MapR, MapR Data Platform
 

Overview

 

Sample Customers

Information Not Available
Valence Health, Goodgame Studios, Pico, Terbium Labs, sovrn, Harte Hanks, Quantium, Razorsight, Novartis, Experian, Dentsu ix, Pontis Transitions, DataSong, Return Path, RAPP, HP
Find out what your peers are saying about Palantir, Informatica, Oracle and others in Data Management Platforms (DMP). Updated: June 2025.
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