Cloudera Distribution for Hadoop vs Couchbase comparison

Cloudera Distribution for H...

Read 14 Couchbase reviews

2,424 Views
1,571 Comparison Views

100% willing to recommend

Comparison Buyer's Guide

Download the report

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: March 2025).

Cloudera Distribution for Hadoop vs. Couchbase

Download the complete report

Helped 842,690 peers since 2012

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 March 2025, in the NoSQL Databases category, the mindshare of Cloudera Distribution for Hadoop is 1.9%, down from 3.0% compared to the previous year. The mindshare of Couchbase is 11.1%, up from 10.9% 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.

Read full review

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.

Read full review

Quotes from Members

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

Pros

"It has the best proxy, security, and support features compared to open-source products."

"The scalability of Cloudera Distribution for Hadoop is excellent."

"We're now able to store large volumes of data through Cloudera Distribution for Hadoop. We're able to push large volumes of data to the platform, and that used to be a challenge, especially when storing a terabyte of information. This is the area where Cloudera Distribution for Hadoop improved the organization."

"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."

"The solution's most valuable feature is the enterprise data platform."

"It is helpful to gather and process data."

"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."

"The tool can be deployed using different container technologies, which makes it very scalable."

More Cloudera Distribution for Hadoop pros

"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 product's initial setup phase is easy."

"Investing in Couchbase has significantly lowered our operational costs and increased throughput, reducing costs by half and supporting around five times the non-peak user volume during peak hours."

"The whole stack is valuable, but the portion of the stack that we're finding really handy is the analytics engine because that allows us to take and pre-build views."

"Sync Gateway is a great feature that supports the mobile application."

"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 highly available for support and does not impact our operations significantly during failures."

"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

"It is quite complicated to configure and install."

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

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

"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 price of this solution could be lowered."

"The solution does not support multiple languages very well and this means users need to create work-arounds to implement some solutions."

"The tool's ability to be deployed on a cloud model is an area of concern where improvements are required."

"Cloudera Distribution for Hadoop has a limited feature list and a lot of costs involved."

More Cloudera Distribution for Hadoop cons

"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."

"One thing that could improved upon is the level of concurrency. The documentation for this solution could also be improved."

"Although it worked pretty well, in some scenarios, we noticed issues where the replications and the sharding were not happening correctly."

"Needs some capacity planning to deal with too much memory, CPUs and displays."

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

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

"It's easy to deploy. Where the challenge comes in is when you start putting data in, doing the indexes, and doing the integration with systems. Integration is one of their weakest points. Natively, there should be a wide range of integration options to be able to get data in."

"The performance could be quicker and better, especially in the querying process."

More Couchbase cons

Pricing and Cost Advice

"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."

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

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

"I haven't bought a license for this solution. I'm only using the Apache license version."

"The price is very high. The solution is expensive."

"Cloudera requires a license to use."

"It is an expensive product."

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

More Cloudera Distribution for Hadoop pricing and cost advice

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

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

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

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

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

"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."

See which vendors are best for you

Use our free recommendation engine to learn which NoSQL Databases solutions are best for your needs.

See recommendations

842,690 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Financial Services Firm

25%

Computer Software Company

15%

Educational Organization

12%

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...

HPE Ezmeral Data Fabric vs Cloudera Distribution for Hadoop

Comparisons

Compared 29% of the time

Amazon EMR vs Cloudera Distribution for Hadoop

Compared 28% of the time

Apache Spark vs Cloudera Distribution for Hadoop

Compared 19% of the time

Vertica vs Cloudera Distribution for Hadoop

Compared 3% of the time

Apache HBase vs Cloudera Distribution for Hadoop

Compared 3% of the time

More Cloudera Distribution for Hadoop Competitors

MongoDB vs Couchbase

Compared 37% of the time

Cassandra vs Couchbase

Compared 29% of the time

ScyllaDB vs Couchbase

Compared 19% of the time

Redis vs Couchbase

Compared 6% of the time

Aerospike Database 7 vs Couchbase

Compared 3% of the time

More Couchbase Competitors

Product Reports

Cloudera Distribution for Hadoop

Download Cloudera Distribution for Hadoop product report

Download Couchbase product report

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