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Cloudera Distribution for Hadoop vs Couchbase Server comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jan 11, 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 Distribution for H...
Ranking in NoSQL Databases
10th
Average Rating
8.0
Reviews Sentiment
6.3
Number of Reviews
51
Ranking in other categories
Hadoop (2nd)
Couchbase Server
Ranking in NoSQL Databases
8th
Average Rating
8.8
Reviews Sentiment
4.4
Number of Reviews
10
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of October 2026, in the NoSQL Databases category, the mindshare of Cloudera Distribution for Hadoop is 6.1%, up from 2.9% compared to the previous year. The mindshare of Couchbase Server is 2.5%, up from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
NoSQL Databases Mindshare Distribution
ProductMindshare (%)
Couchbase Server2.5%
Cloudera Distribution for Hadoop6.1%
Other91.4%
NoSQL Databases
 

Featured Reviews

Rok Dolinsek - PeerSpot reviewer
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.
SP
Lead Software Engineer at a tech vendor with 10,001+ employees
Modern AI workflows have become faster and data validation has supported complex microservices
We could use hyperscale vector indexing and upgrade the storage engine so that density and throughput would be higher. If Couchbase Server introduced natural language query capabilities, that would be helpful for everyone to use it in a more effective manner. The logging part could also be improved. Advanced security and logging would help us make the application more resilient. Couchbase Server is the best, but if natural language query capabilities were introduced, it would be easier for developers. Instead of writing queries, they could write using natural conversion language and give prompts to Couchbase Server, and they could get results in seconds.

Quotes from Members

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

Pros

"Cloudera Manager is the most valuable feature for its ease of use, features, ease of upgrade and install components."
"We had a data warehouse before all the data. We can process a lot more data structures."
"Cloudera is a very manageable solution with good support."
"Very solid. Excellent user experience. good documentation."
"The solution is stable."
"The search function is the most valuable aspect of the solution."
"This is the only solution that is possible to install on-premise."
"The main advantage is the storage is less expensive."
"Couchbase Server's primary benefit is that our data is in JSON form, and it is very fast in comparison to saving and retrieval with low latency."
"Couchbase Server provides us with more flexibility and a great cache."
"Couchbase Server is an absolute powerhouse for high-velocity modern enterprise applications and bridges the gap between flexible schema advantages of NoSQL and the rigid, trusted query capabilities of relational databases beautifully."
"Couchbase Server has positively impacted my organization as we have significantly used it in most of the applications."
"I primarily use Couchbase Server for cache because this cache is very useful and the performance is excellent."
"Couchbase Server is a high-performance NoSQL document database that we primarily use for caching and generative AI to develop modern applications using rapid data access and offline support for offline mobile applications, along with flexible data modeling."
"I would advise others considering Couchbase Server to note that compared to other tools such as MongoDB, it is easier to use, reliable, and offers high availability while continually adding more features, making it a suitable choice, especially for large data environments."
"Couchbase Server has had a positive impact on performance, scalability, and development flexibility."
 

Cons

"Cloudera is not as easy, as it requires more DevOps resources than other solutions."
"It would be useful if Cloudera had more tools like SQL Engines that offer the traditional relational database. We have to do a lot of work preparing the data outside Cloudera before getting it into the platform."
"The pricing needs to improve."
"It is quite complicated to configure and install."
"Spark with R integration is missing. Also, it is lacking Spark SQL support."
"The solution does not support multiple languages very well and this means users need to create work-arounds to implement some solutions."
"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."
"Apache Kudu needs improvement. It's a real-time updatable database."
"Overall, Couchbase Server is performing well, but there are a few areas where improvement is needed."
"I am happy with the present support of Couchbase Server, but I would appreciate if customer support were more proactive and provided immediate responses."
"We could use hyperscale vector indexing and upgrade the storage engine so that density and throughput would be higher."
"To improve Couchbase Server, I believe they need more educational tutorials focused on developers, as understanding how to use it effectively is essential, and they should prioritize developer needs over sales perspectives."
"Couchbase Server requires more enhancement, particularly with the MCP launched by Couchbase Server which is not yet fully functional and offers limited tools that are not beneficial for automating production workflows."
"It would be great to have a kind of pub/sub in Couchbase Server."
"With one year of experience, I can suggest improvements for Couchbase Server."
 

Pricing and Cost Advice

"I haven't bought a license for this solution. I'm only using the Apache license version."
"The solution is fairly expensive."
"The product’s price depends from project to project."
"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."
"The solution is expensive."
"The pricing must be improved."
"I wouldn't recommend CDH to others because of its high cost."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Outsourcing Company
11%
Construction Company
9%
Manufacturing Company
9%
Outsourcing Company
19%
Financial Services Firm
18%
Manufacturing Company
18%
Wholesaler/Distributor
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business16
Midsize Enterprise9
Large Enterprise32
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise1
Large Enterprise7
 

Questions from the Community

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 is your primary use case for Cloudera Distribution for Hadoop?
We use Cloudera Distribution for Hadoop for many use cases including analytics, storing huge data sets, and various data processing tasks.
What needs improvement with Couchbase Server?
Overall, Couchbase Server is performing well, but there are a few areas where improvement is needed. First, the configuration and cluster management should be simpler. Second, the monitoring and tr...
What is your primary use case for Couchbase Server?
Our main use case requires high performance, scalability, and flexible data storage. For day-to-day use, we use Couchbase Server for JSON-based application data handling, frequently reading and wri...
What advice do you have for others considering Couchbase Server?
The first thing I will say is to make the use case clear and also have a total understanding of the learning documents available. I would also recommend Couchbase Server for organizations that need...
 

Interactive Demo

Demo not available
 

Overview

 

Sample Customers

37signals, Adconion,adgooroo, Aggregate Knowledge, AMD, Apollo Group, Blackberry, Box, BT, CSC
Information Not Available
Find out what your peers are saying about Cloudera Distribution for Hadoop vs. Couchbase Server and other solutions. Updated: September 2026.
918,614 professionals have used our research since 2012.