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: January 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

4th

Average Rating

8.0

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of January 2025, in the NoSQL Databases category, the mindshare of Cloudera Distribution for Hadoop is 2.3%, down from 3.0% compared to the previous year. The mindshare of Couchbase is 12.5%, up from 10.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.

NoSQL Databases

Featured Reviews

Miodrag-Stanic

Senior Architect at Yettel

You can manage all services from one place in an integrated manner

We switched to Airflow because Cloudera is outdated. It's not widely used. It would be good if we had the Spark 3.5. Spark is quite old. Cloudera is now offering an alternate solution as a replacement for AWS. AWS works badly with small files. The solution is not fit for on-premise distributions. It should be containerized so we can deploy it as containers within Kubernetes. We had one upgrade from CDH to CDP, which lasted for a long time. And I would expect with containerized deployment, it would be upgraded much more quickly than we had the experience.

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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."

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

"The most valuable feature is that I can use CDH for almost all use cases across all industries, including the financial sector, public sector, private retailers, and so on."

"Customer service and support were able to fix whatever the issue was."

"The product is completely secure."

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

"It is helpful to gather and process data."

"The solution is stable."

More Cloudera Distribution for Hadoop pros

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

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

"I have found the views to be very valuable."

"The most valuable feature of Couchbase is document indexing. It is better than MongoDB. Additionally, the solution is easy to use."

"It is pretty stable."

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

"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."

More Couchbase pros

Cons

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

"The price of this solution could be lowered."

"Currently, we are using many other tools such as Spark and Blade Job to improve the performance."

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

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

"Cloudera Distribution for Hadoop is not always completely stable in some cases, which can be a concern for big data solutions."

"It could be faster and more user-friendly."

"The areas of improvement depend on the scale of the project. For banking customers, security features and an essential budget for commercial licenses would be the top priority. Data regulation could be the most crucial for a project with extensive data or an extra use case."

More Cloudera Distribution for Hadoop cons

"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."

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

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

"Couchbase could improve the design of the UI because it should be optimized for viewing statistics or a similar feature."

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

"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."

More Couchbase cons

Pricing and Cost Advice

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

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

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

"The tool is not expensive."

"Cloudera requires a license to use."

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

"The price could be better for the product."

"The product’s price depends from project to project."

More Cloudera Distribution for Hadoop pricing and cost advice

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

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

"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."

"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."

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

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Top Industries

By visitors reading reviews

Financial Services Firm

23%

Computer Software Company

14%

Educational Organization

11%

Manufacturing Company

Financial Services Firm

22%

Computer Software Company

14%

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 tool is expensive. Overall, it's not a cheap software tool, and that is why only large enterprises who are mature enough and have an architecture that is complex enough opt for Cloudera, as its...

What needs improvement with Cloudera Distribution for Hadoop?

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. ...

What do you like most about Couchbase?

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.

What needs improvement with Couchbase?

What is your primary use case for Couchbase?

In my company, we use the enterprise version of Couchbase, and it is used across the organization for its database operations. We do only use the NoSQL database, not Couchbase Capella. The tool is ...

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Product Reports

Cloudera Distribution for Hadoop

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Cloudera

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.

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