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Cloudera Data Platform vs Oracle Product Hub comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jun 3, 2026

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
Ranking in Cloud Master Data Management (MDM)
6th
Average Rating
7.6
Reviews Sentiment
5.5
Number of Reviews
37
Ranking in other categories
Data Management Platforms (DMP) (5th), AI Data Analysis (4th)
Oracle Product Hub
Ranking in Cloud Master Data Management (MDM)
10th
Average Rating
8.0
Reviews Sentiment
8.0
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the Cloud Master Data Management (MDM) category, the mindshare of Cloudera Data Platform is 4.2%, up from 1.2% compared to the previous year. The mindshare of Oracle Product Hub is 4.1%, up from 3.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Master Data Management (MDM) Mindshare Distribution
ProductMindshare (%)
Cloudera Data Platform4.2%
Oracle Product Hub4.1%
Other91.7%
Cloud Master Data Management (MDM)
 

Featured Reviews

reviewer2776239 - PeerSpot reviewer
Data engineer at a tech vendor with 10,001+ employees
Uses handwritten notes and voice files to perform text analytics and gain real-time insights
Cloudera Data Platform can be improved in several areas. I recently attended their roadmap session. Whatever limitations they have identified involve moving data from on-premises to cloud as a single-pane view and better lineage. They have done some recent acquisitions as well to overcome their product limitations. They are on the right track by doing this analysis themselves, identifying what the weaknesses are, and then using mergers or acquisitions to overcome them. I would like to add that, beyond the platform itself, they should provide more training to systems integrators so that they can have a more ready workforce to use Cloudera Data Platform.
it_user316044 - PeerSpot reviewer
Founder & President at Hub Designs
Different types of products can have different attributes in the master product record, but there seem to be deployment issues that require a reliable SI.
The powerful attribution management capability, which allows different types of products to have different attributes in the master product record We implement it for other customers, but don't run it ourselves. It has essentially been "frozen" by Oracle - they don't seem to be updating it any…

Quotes from Members

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

Pros

"The upgrades and patches must come from Hortonworks."
"Cloudera Data Platform has positively impacted my organization by eliminating challenges we faced with CDH, which had not been supported for a cloud journey; in contrast, CDP allows for easy, mostly automated scalability where I can schedule job workflows, fine-tune system resource metrics, and add nodes with just a click."
"It's the one and only complete open source big data platform Ambari-managed admin configuration for HDFS, YARN, Hive, HBase, etc."
"It has helped our organisation cater to clients who are using Big Data for data storage and analysis combined with our security product."
"The Hadoop value proposition is in expanded functionality, linear scalability, and reduced software and infrastructure costs."
"The best features Cloudera Data Platform offers are the processing power with Spark and the distributed data storage, HDFS, which helps us handle massive volumes of data."
"Open-source Big community"
"The data platform is pretty neat. The workflow is also really good."
"It is a solid, reliable product with a robust development history and good support behind them."
"We found, most valuable, the ability to view all the information about all of our Items (previously in 8 different systems) in one screen."
 

Cons

"It's at end of life and no longer will there be improvements."
"Deleting any service requires a lot of clean up, unlike Cloudera."
"Customer Service: It's fairly low customer service. Technical Support: It's fairly low technical support."
"For on-premise use, I would not recommend Cloudera Data Platform as it is expensive and complicated to upgrade."
"The version control of the software is also an issue."
"Hadoop, does not provide improved performance, compared to traditional RDBMS, unless processing batches in the TB-PB range, or if the Hadoop platform has significantly more resources available."
"A major drawback that I see with Cloudera Data Platform is that it tends to be one or two years behind the latest open-source implementation of the Apache toolkits such as Spark, Hive, and everything else, which relates to the guardrails of following compliance as the main driving factor, so that is something that could be done better on Cloudera Data Platform's side."
"Cloudera Data Platform could improve by innovating more in terms of full-fledged support for AI workloads, enriching machine learning or LLM, as there haven't been updates in that aspect over the last one and a half years."
"It has essentially been "frozen" by Oracle - they don't seem to be updating it any further."
"Some of our users are very picky. This is common, but almost none like the out-of-box report writing, specifically the Ad-hoc reports."
 

Pricing and Cost Advice

"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."
"It is priced well and it is affordable"
Information not available
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Top Industries

By visitors reading reviews
Manufacturing Company
13%
Comms Service Provider
11%
Financial Services Firm
9%
Outsourcing Company
9%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise7
Large Enterprise26
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Hortonworks Data Platform?
The experience with pricing, setup cost, and licensing is very good.
What needs improvement with Hortonworks Data Platform?
Areas for improvement with Cloudera Data Platform could be the initial learning curve that can be a step for teams new to big data economy systems. Platform setup and configuration require careful ...
What is your primary use case for Hortonworks Data Platform?
Cloudera Data Platform on AWS was adopted as the core enterprise data platform, covering the full data lifecycle from ingestion to analytics and advanced use cases. Cloudera Data Platform was used ...
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Overview

 

Sample Customers

Information Not Available
Posco, Donaldson Company Inc., Agilent, Gulf Air, Walmart Stores Inc., Babcock International Group Plc, Griffith University, Pella Corporation, Zebra Technologies
Find out what your peers are saying about Cloudera Data Platform vs. Oracle Product Hub and other solutions. Updated: September 2026.
920,769 professionals have used our research since 2012.