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Cloudera Distribution for Hadoop vs QueryIO comparison

 

Comparison Buyer's Guide

Executive Summary

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 Hadoop
2nd
Average Rating
8.0
Reviews Sentiment
6.3
Number of Reviews
51
Ranking in other categories
NoSQL Databases (12th)
QueryIO
Ranking in Hadoop
12th
Average Rating
8.0
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of May 2026, in the Hadoop category, the mindshare of Cloudera Distribution for Hadoop is 14.8%, down from 25.8% compared to the previous year. The mindshare of QueryIO is 2.7%, up from 0.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Hadoop Mindshare Distribution
ProductMindshare (%)
Cloudera Distribution for Hadoop14.8%
QueryIO2.7%
Other82.5%
Hadoop
 

Featured Reviews

SA
Head of Advaced Analytics & Intelligence; AGM at Alinma Bank
Integration of multiple features supports data analytics and processing
Cloudera Distribution for Hadoop provides numerous features and capabilities combined into one platform.The solution offers power processing and supports different file systems and query engines. It provides parallel processing for handling many requests. The platform includes role-based access control in Cloudera Distribution for Hadoop. It secures the data itself and provides users with different roles and privileges.
MR
Manager of Process & Systems / Solutions Architect / BI Developer at HENKEL FRANCE
Stable with good connectivity and good integration capabilities
Data cleansing is not intuitive and user-friendly. When things have errors, you have to hunt them down as opposed to the solution simply showing you intuitively where to find it. I would recommend that they look at that Tableau Prep tool and see how it is pieced together. That's a great data cleansing tool. If Microsoft has something like that, then we wouldn't even have to look at some of the other options. There needs to be some simplification of the user interface. Right now it's too complicated. There isn't a way to put controls on the solution, so anyone can use any part of it, and sometimes novices will go and try to create things, but not know enough about what is official and what is published. It would be ideal if we could segment off certain sections so that not everyone had access to the whole solution. I'd like to see something more of a mapping tool so that you could see how the reports are connected, similar to Tableau Prep and Naim. That would make for a pretty useful diagnostics check. People would be better able to understand the linkage between your datasets. It would be nice if the solution offered some templates. It would make it even more plug and play, and give people a good jumping-off point. After that, they could explore other bells and whistles as they get further into understanding the solution. The solution should work in some virtualization. It would be a good added feature. If this product had those things then I wouldn't need to use other products.

Quotes from Members

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

Pros

"The search function is the most valuable aspect of the solution."
"Cloudera really has no competition."
"We also really like the Cloudera community. You can have any question and will have your answer within a few hours."
"Professional support enabled us to provide great customer service and our clients are able to perform proactive maintenance in an efficient manner."
"The tool can be deployed using different container technologies, which makes it very scalable."
"The file system is a valuable feature."
"The pricing is very competitive, it's not bad."
"The most valuable feature is Impala, the querying engine, which is very fast."
"It's so readily available and there's information online to educate yourself on the product."
"Anyone who has even a little bit of knowledge of the solution can begin to create things. You don't have to be technical to use the solution."
 

Cons

"The price of this solution could be lowered."
"Without the big data environment, we cannot store all of this data live. We have billions of records and terabytes of storage to be used. It's not an option actually for us to have a big data environment."
"The solution does not support multiple languages very well and this means users need to create work-arounds to implement some solutions."
"I would like to see an improvement in how the solution helps me to handle the whole cluster."
"Cloudera Distribution for Hadoop has a limited feature list and a lot of costs involved."
"The user infrastructure and user interface needs to be improved, as well as the performance. The GUI needs to be better."
"It could be faster and more user-friendly."
"The security of this solution could be improved. There should also be a way to basically have a blockchain enabled storage with the HDFS."
"There needs to be some simplification of the user interface."
"Technical support is not that great. It's more like a study session than support."
 

Pricing and Cost Advice

"Cloudera requires a license to use."
"The product’s price depends from project to project."
"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 fairly expensive."
"I haven't bought a license for this solution. I'm only using the Apache license version."
"Cloudera Distribution for Hadoop is expensive, with support costs involved."
"It is an expensive product."
"When comparing with Oracle Sybase and SQL, it's cheaper. It's not expensive."
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Top Industries

By visitors reading reviews
Financial Services Firm
23%
Marketing Services Firm
9%
Comms Service Provider
7%
Healthcare Company
6%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business16
Midsize Enterprise9
Large Enterprise31
No data available
 

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.
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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 Apache, Cloudera, Amazon Web Services (AWS) and others in Hadoop. Updated: April 2026.
893,221 professionals have used our research since 2012.