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Cassandra vs Cloudera Distribution for Hadoop 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

Cassandra
Ranking in NoSQL Databases
6th
Average Rating
8.0
Reviews Sentiment
6.1
Number of Reviews
24
Ranking in other categories
Vector Databases (14th)
Cloudera Distribution for H...
Ranking in NoSQL Databases
8th
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
50
Ranking in other categories
Hadoop (2nd)
 

Mindshare comparison

As of June 2025, in the NoSQL Databases category, the mindshare of Cassandra is 10.6%, down from 12.9% compared to the previous year. The mindshare of Cloudera Distribution for Hadoop is 2.2%, down from 2.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
NoSQL Databases
 

Featured Reviews

Himanshu Amodwala - PeerSpot reviewer
Well-equipped to handle a massive influx of data and billions of requests
The use of Cassandra in real-time data analytics has been pivotal for our e-commerce platform. As our platform operates 24/7, providing services to sellers and customers alike, the need for real-time updates is paramount. For instance, when a customer leaves comments or feedback on an image, they anticipate an immediate reflection of these changes on the portal. Similarly, sellers altering product attributes or updating images expect instant visibility of these modifications. Handling large data volumes with Cassandra has been an excellent experience. Despite challenges related to the influx, these were not attributed to Cassandra itself but rather to middle-layer issues. Generally, it demonstrated scalability with workloads, thanks to its horizontal scaling capabilities. We could easily add new nodes to the system as needed, ensuring the platform coped well with increasing loads. The tool's most beneficial feature for scalability is its entire architecture. The absence of a single point of failure or a leader within the ecosystem contributes to its robust scalability. This key aspect influenced our decision to opt for the Cassandra ecosystem. In terms of performance, it demonstrated the ability to handle approximately 1.6 billion requests per day. This was achieved on AWS using EC2 instances, and it was during a period about four to five years ago.
Rok Dolinsek - PeerSpot reviewer
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.

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 features of Cassandra are the NoSQL database, high performance, and zero-copy streaming."
"Since I haven't had years of experience with it, it's still new to me. One valuable feature is its distribution, so I can run it partly in the cloud and part on-prem. That's a feature I'd like to use but haven't yet because we're trying to move to Azure. I don't know if or when that will happen. Ideally, we'd have it distributed over the cloud and on-prem simultaneously, so if something happens to our on-prem, we can keep going in the cloud, like a pay-as-you-go model with Azure."
"The time series data was one of the best features along with auto publishing."
"Our primary use case for the solution is testing."
"A consistent solution."
"Some of the valued features of this solution are it has good performance and failover."
"The most valuable features are the counter features and the NoSQL schema. It also has good scalability. You can scale Cassandra to any finite level."
"Overall, I would rate Cassandra as nine because of its fast writes, which really suit our use cases mostly."
"The data science aspect of the solution is valuable."
"Cloudera provides a hybrid solution that combines compute on cloud or on-premises."
"This is the only solution that is possible to install on-premise."
"The product is completely secure."
"It is helpful to gather and process data."
"The solution is stable."
"Cloudera is a very manageable solution with good support."
"Cloudera, as a whole, is designed to provide organizations with solutions for big data."
 

Cons

"While Cassandra can handle NoSQL, I think there should be more flexibility for whole schema design when data is stored in wide columns. Additionally, I believe that eventual consistency should be enhanced."
"The solution is not easy to use because it is a big database and you have to learn the interface. This is the case though in most of these solutions."
"The secondary index in Cassandra was a bit problematic and could be improved."
"Maybe they can improve their performance in data fetching from a high volume of data sets."
"Batching bulk data can cause performance issues."
"Doesn't support a solution that can give aggregation."
"I want Cassandra to update its open-source version more quickly. It's already feature-rich, but I'd appreciate better integration with other NoSQL databases like MariaDB or MongoDB. If I ever need to work with customers or vendors using different NoSQL databases, having native integration in Cassandra would make managing and interacting with their databases much easier."
"Cassandra could be more user-friendly like MongoDB."
"The user infrastructure and user interface needs to be improved, as well as the performance. The GUI needs to be better."
"The competitors provide better functionalities."
"The price of this solution could be lowered."
"The initial setup of Cloudera is difficult."
"They should focus on upgrading their technical capabilities in the market."
"While the deployed product is generally functional, there are instances where it presents difficulties."
"The pricing needs to improve."
"There are multiple bugs when we update."
 

Pricing and Cost Advice

"There are licensing fees that must be paid, but I'm not sure if they are paid monthly or yearly."
"Cassandra is a free open source solution, but there is a commercial version available called DataStax Enterprise."
"We are using the open-source version of Cassandra, the solution is free."
"I don't have the specific numbers on pricing, but it was fairly priced."
"We pay for a license."
"I use the tool's open-source version."
"Cloudera Distribution for Hadoop is expensive, with support costs involved."
"The product’s price depends from project to project."
"When comparing with Oracle Sybase and SQL, it's cheaper. It's not expensive."
"I believe we pay for a three-year license."
"It is an expensive product."
"I wouldn't recommend CDH to others because of its high cost."
"The solution is expensive."
"The solution is fairly expensive."
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Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
15%
Retailer
6%
Comms Service Provider
6%
Financial Services Firm
24%
Computer Software Company
14%
Educational Organization
14%
Manufacturing Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

Questions from the Community

What do you like most about Cassandra?
The use of Cassandra in real-time data analytics has been pivotal for our e-commerce platform. As our platform operates 24/7, providing services to sellers and customers alike, the need for real-ti...
What needs improvement with Cassandra?
While Cassandra can handle NoSQL, I think there should be more flexibility for whole schema design when data is stored in wide columns. Additionally, I believe that eventual consistency should be e...
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...
 

Overview

 

Sample Customers

1. Apple 2. Netflix 3. Facebook 4. Instagram 5. Twitter 6. eBay 7. Spotify 8. Uber 9. Airbnb 10. Adobe 11. Cisco 12. IBM 13. Microsoft 14. Yahoo 15. Reddit 16. Pinterest 17. Salesforce 18. LinkedIn 19. Hulu 20. Airbnb 21. Walmart 22. Target 23. Sony 24. Intel 25. Cisco 26. HP 27. Oracle 28. SAP 29. GE 30. Siemens 31. Volkswagen 32. Toyota
37signals, Adconion,adgooroo, Aggregate Knowledge, AMD, Apollo Group, Blackberry, Box, BT, CSC
Find out what your peers are saying about Cassandra vs. Cloudera Distribution for Hadoop and other solutions. Updated: June 2025.
856,873 professionals have used our research since 2012.