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Cloudera Distribution for Hadoop vs Oracle NoSQL comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jan 7, 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 Distribution for H...
Ranking in NoSQL Databases
8th
Average Rating
8.0
Reviews Sentiment
6.3
Number of Reviews
51
Ranking in other categories
Hadoop (2nd)
Oracle NoSQL
Ranking in NoSQL Databases
12th
Average Rating
8.0
Reviews Sentiment
6.8
Number of Reviews
8
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of March 2026, in the NoSQL Databases category, the mindshare of Cloudera Distribution for Hadoop is 3.6%, up from 1.9% compared to the previous year. The mindshare of Oracle NoSQL is 3.6%, up from 2.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
NoSQL Databases Mindshare Distribution
ProductMindshare (%)
Cloudera Distribution for Hadoop3.6%
Oracle NoSQL3.6%
Other92.8%
NoSQL Databases
 

Featured Reviews

SA
Head of Advaced Analytics & Intelligence; AGM at Alinma Bank
Integration of multiple features supports data analytics and processing
Cloudera Distribution for Hadoop provides numerous features and capabilities combined into one platform.The solution offers power processing and supports different file systems and query engines. It provides parallel processing for handling many requests. The platform includes role-based access control in Cloudera Distribution for Hadoop. It secures the data itself and provides users with different roles and privileges.
SS
Support on banking at Aithent
Handles large data volumes effectively but connection issues require attention
The Oracle NoSQL solution is used primarily for storing data for our web applications. We work alongside the DBA team for this purpose, given that specific departments manage aspects of its use. We choose it specifically to handle large scales of data, such as in one of our bank customer's scenarios using more than nine hundred gigabytes of data.

Quotes from Members

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

Pros

"The main advantage is the storage is less expensive."
"I am very comfortable with this product."
"Cloudera Manager is the most valuable feature for its ease of use, features, ease of upgrade and install components."
"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."
"I like the combination of all the tools that allow me to provide solutions and enable me to solve the use cases I'm working on."
"Cloudera is a very manageable solution with good support."
"The features I find most valuable is that the solution is that it is easy to install and to work with. It starts with the installation and from there on the management is very simple and centralized."
"After Hadoop implementation they are getting confidence that now analysis is more appropriate and fast."
"So far, we find stability to be very reasonable, it is dependable and we do not have any big issues."
"The features I've found to be most valuable are the speed of reading and writing (read/write performance levels are really high), the transactions model (semantics for data manipulation), and just the overall simplicity of using it."
"With Oracle NoSQL, our clients have a highly scalable, simple to set up database that performs very well when data is organized correctly from the beginning."
"We have a support agreement with Oracle, ensuring full support for the product. It is crucial for our public-facing features. Oracle NoSQL is easy to manage and has fast data retrieval. Its compatibility with Oracle Database is seamless, making integration between NoSQL and relational databases smooth and effortless. Oracle NoSQL and NoSQL data replication in our environment works efficiently. Oracle fully supports it, and we can easily configure and manage authentication for the NoSQL database."
"Try it! You’ll be impressed."
"The tool is easy to learn."
"NoSQL has high availability. I think it's perfect from a technical perspective. It's quick to run and go."
"The product meets expectations when it comes to stability."
 

Cons

"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."
"We're currently trying to perform a failed installation and it's little bit difficult. It should restart the installation where it left off."
"I subscribe to Cloudera to get an enterprise version but I have found that I can get some of its features from other vendors that would be at a lower cost than Cloudera."
"The tool doesn't support reporting, and relational databases are still the major source of reporting data. Apache Iceberg will be launched soon within the Cloudera cluster for analytical purposes. The Cloudera Machine Learning aspect could be tuned and enhanced to enable us to host some predictive analytics machine learning and AI use cases."
"Currently, we are using many other tools such as Spark and Blade Job to improve the performance."
"Cloudera Distribution for Hadoop is not always completely stable in some cases, which can be a concern for big data solutions."
"There is a maximum of a one-gigabyte block size, which is an area of storage that can be improved upon."
"There are multiple bugs when we update."
"We've had some issues with stability. During our testing, we were able to drop an entire database by writing huge amounts of data."
"Oracle could improve how NoSQL works in containers. I don't think NoSQL needs any new features, but I want to see new features in the Oracle Cloud Infrastructure. I would like to see some improvements in OCI's building options."
"I would rate Oracle NoSQL six or 6.5 out of ten based on my experience."
"Focusing on making the administration easier compared to other solutions like MongoDB could be beneficial. Simplifying the administrative tasks could enhance the user experience."
"Personally, I’d like to see some improvements in the monitoring UI for it."
"The main areas that need improvement with NoSQL are in the area of big data and user-friendly presentation."
"Handling big data in a user-friendly way is currently a bit of an issue. The dashboard for this needs some work."
"The installation is difficult."
 

Pricing and Cost Advice

"The product’s price depends from project to project."
"I haven't bought a license for this solution. I'm only using the Apache license version."
"The pricing must be improved."
"When comparing with Oracle Sybase and SQL, it's cheaper. It's not expensive."
"Cloudera requires a license to use."
"The tool is not expensive."
"I wouldn't recommend CDH to others because of its high cost."
"The price is very high. The solution is expensive."
"The product is expensive and Oracle could work to lower the licensing cost."
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Top Industries

By visitors reading reviews
Financial Services Firm
20%
Marketing Services Firm
10%
Comms Service Provider
7%
Manufacturing Company
6%
Financial Services Firm
13%
Manufacturing Company
10%
Outsourcing Company
10%
Performing Arts
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business16
Midsize Enterprise9
Large Enterprise31
By reviewers
Company SizeCount
Midsize Enterprise3
Large Enterprise5
 

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.
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.
What needs improvement with Cloudera Distribution for Hadoop?
If they could support modifying the data more easily than the current implementation, it would be beneficial.
What needs improvement with Oracle NoSQL?
Sometimes we face problems with the connection between our applications and the database. It may be due to network issues or performance issues on Oracle's side. Our DBA team requests validations f...
 

Overview

 

Sample Customers

37signals, Adconion,adgooroo, Aggregate Knowledge, AMD, Apollo Group, Blackberry, Box, BT, CSC
Airbus, Globacom, WebAction
Find out what your peers are saying about Cloudera Distribution for Hadoop vs. Oracle NoSQL and other solutions. Updated: March 2026.
884,933 professionals have used our research since 2012.