Cloudera Distribution for Hadoop vs Couchbase comparison

Cloudera Distribution for H...

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Executive SummaryUpdated on Jan 7, 2025

Cloudera Distribution for Hadoop and Couchbase compete in the big data and database sectors, with Cloudera having an edge in complex enterprise capabilities and Couchbase excelling in flexibility and ease of use. Users favor Cloudera for enterprise features, while Couchbase stands out in scenarios needing low latency.

Features: Cloudera Distribution for Hadoop offers Cloudera Manager for streamlined administration, Impala for fast querying, and enterprise-grade security with support for Hive and Spark, facilitating comprehensive big data integration. Couchbase provides various database paradigms, robust document indexing, and efficient querying, well-suited to cloud and edge environments, supporting diverse NoSQL solutions.

Room for Improvement: Cloudera's performance stability needs enhancement, particularly with newer versions and Spark integrations; its installation can be complex, and node-based pricing is costly. Couchbase faces integration challenges, limited Windows support, and needs better documentation and security features, along with improved multicluster support and real-time processing.

Ease of Deployment and Customer Service: Cloudera's on-premises deployment offers infrastructure control but receives mixed support reviews regarding local expertise. Couchbase is flexible across on-premises and cloud deployments, praised for versatility but needing better community engagement and technical assistance in complicated setups.

Pricing and ROI: Cloudera is considered expensive, especially as infrastructure scales, but promises substantial ROI for enterprises needing detailed data solutions. Couchbase's pricing is seen as more flexible and affordable, though extra integration costs can arise, requiring careful evaluation of long-term values and organizational needs.

To learn more, read our detailed Cloudera Distribution for Hadoop vs. Couchbase Report (Updated: April 2025).

Cloudera Distribution for Hadoop vs. Couchbase

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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

6.4

Number of Reviews

Ranking in other categories

Hadoop (2nd)

Couchbase

Ranking in NoSQL Databases

6th

Average Rating

8.0

Reviews Sentiment

7.3

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of May 2025, in the NoSQL Databases category, the mindshare of Cloudera Distribution for Hadoop is 2.1%, down from 2.8% compared to the previous year. The mindshare of Couchbase is 10.1%, down from 11.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

NoSQL Databases

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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Ravi_Singh

Manager at Tesco

Supports multiple data models and offers AI capabilities

With some of the operations, we used to face some challenges with scalability. Although it worked pretty well, in some scenarios, we noticed issues where the replications and the sharding were not happening correctly. In recent versions, we also faced some issues in terms of enabling advanced operations like FTS and vectors. Although it works pretty well, in some places, we do face challenges, especially on a heavy scale. I think all issues are being addressed in the latest version of Couchbase. The resources are not that good for Couchbase. The tool's documentation is pretty extensive, but if you go for any kind of courses or tutorials, there are very limited resources available. It also becomes a little bit challenging for new people to get onboard into it. MongoDB and other such open-source database tools perform really well as they're really widely adopted, and they have resources available to get you onboarded pretty quickly. I think that we do face some challenges with Couchbase, but luckily, we have the tool's enterprise version solution, so we get all the support from the product team.

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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

"The most valuable feature is Impala, the querying engine, which is very fast."

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

"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."

"Very good end-to-end security features."

"The product as a whole is good."

"Provides a viable open-source solution for enterprise implementations and reliable, intelligent data analysis."

"This is the only solution that is possible to install on-premise."

More Cloudera Distribution for Hadoop pros

"I can input any kind of document into the solution and it is integrated using a dynamic API. This has been the most valuable aspect of using this solution."

"It is pretty stable."

"The product's initial setup phase is easy."

"It can scale horizontally, and we are looking to expand our capacity."

"The main advantages were associated with it being a no SQL database. It helped us send out metrics or rewards to multiple players in our game at a very low latency."

"The most valuable features are the ease of application and the merging of data."

"The valuable features of Couchbase are the many documents and index types, and they made a lot of features available enabling us to use it as a complete solution for our needs."

"The principal advantage of Couchbase is that we can have multiple database paradigms in the same product, without deploying multiple databases. We also like that it has lower latency, when compared to its competitor: Cassandra."

More Couchbase pros

Cons

"There are multiple bugs when we update."

"The governance aspect of the solution should be improved."

"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 procedure for operations could be simplified."

"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."

"The security of this solution could be improved. There should also be a way to basically have a blockchain enabled storage with the HDFS."

"The performance of some analytics engines provided by Cloudera is not that good."

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

More Cloudera Distribution for Hadoop cons

"It is very difficult to load the backup of the older version to the newer version."

"We would like to have a better management of Kubernetes with the free, open source version of Couchbase. We don't have any major complaints other than that."

"The failover and failback could be a bit easier. When I looked at it last time, it had to be manually done. It also took over an hour for us to rebalance all the nodes."

"The scripting language for this solution could be improved. A big selling point is that they're like SQL server but there is still quite a lot of missing functionality."

"The main problem has been with integration with the services."

"The platform's grouping features need improvement."

"There are some limitations to the database. The SQL database cannot handle real-time processing for critical IoT scenarios. What we have to do is store our data into the database then code it out, this wastes a lot of time."

"I would like Couchbase to provide more functionality via the UI, as some operations, such as time-based scaling, currently require using the API."

More Couchbase cons

Pricing and Cost Advice

"I wouldn't recommend CDH to others because of its high cost."

"Cloudera requires a license to use."

"The tool is not expensive."

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

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

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

"It is an expensive product."

"The solution is fairly expensive."

More Cloudera Distribution for Hadoop pricing and cost advice

"I wouldn't say Couchbase offers good value for money."

"The licensing cost of Couchbase is quite expensive compared to other databases."

"We estimate that it's not very expensive, however, the pricing that you can get from the account managers, e.g. the public pricing, could be a bit expensive."

"I would rate this solution a nine out of ten for pricing as it is affordable."

"It can range between 25,000 to 40,000 Euros per year depending on company requirements."

"The price of this solution is better than some of the other competitors."

"It seems very reasonable. It's a lot cheaper than Redis, but we've got an enterprise license. So, it's about normal. It's not outrageous in price as far as we've seen. From Couchbase, there's no additional fee as far as I'm aware, but when you're integrating, there's an additional fee because a lot of times, they don't have an integration stack."

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Top Industries

By visitors reading reviews

Financial Services Firm

25%

Computer Software Company

15%

Educational Organization

14%

Manufacturing Company

Financial Services Firm

22%

Computer Software Company

15%

Manufacturing Company

Retailer

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

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?

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...

What needs improvement with Couchbase?

I would like Couchbase to provide more functionality via the UI, as some operations, such as time-based scaling, currently require using the API. While I find Couchbase's feature set to be generall...

What is your primary use case for Couchbase?

Our primary use case for Couchbase is related to the iGaming industry, particularly for high-performance reads and writes to meet our SLA for high volumes. We have a particular use case where there...

What advice do you have for others considering Couchbase?

Couchbase, especially under high load conditions, is imperative for providing a great user experience due to its stability and scalability, which reduces costs and scales efficiently. I rate Couchb...

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Product Reports

Cloudera Distribution for Hadoop

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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

Couchbase is a versatile database solution for healthcare, automation, e-commerce, gaming, caching, and analytics. It supports 920 nodes and 420 clusters, making it scalable and extensible. Its valuable features include multiple database paradigms, low latency, dynamic API integration, Sync Gateway for mobile apps, and a user-friendly interface.

Couchbase has helped organizations with low latency metrics, large user updates, and cost-effective caching. Its built-in data replication and disaster recovery features make it a complete solution for various needs.

Sample Customers

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

Amadeus, Cisco, Comcast, LinkedIn, GE

Cloudera Distribution for Hadoop vs. Couchbase