Cloudera Distribution for Hadoop vs QueryIO comparison

Cloudera and QueryIO are both solutions in the Hadoop category. Cloudera is ranked #2 with an average rating of 8.4, while QueryIO is ranked #12. Cloudera holds a 14.1% mindshare in H, compared to QueryIO’s 2.7% mindshare. Additionally, 92% of Cloudera users are willing to recommend the solution, compared to 100% of QueryIO users who would recommend it.

Cloudera Distribution for H...

Read 51 Cloudera Distribution for Hadoop reviews

2,315 Views
1,320 Comparison Views

92% willing to recommend

QueryIO

Read 1 QueryIO review

177 Views
159 Comparison Views

100% willing to recommend

Cloudera Distribution for H...

QueryIO

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Executive Summary

We performed a comparison between Cloudera Distribution for Hadoop and QueryIO based on real PeerSpot user reviews.

Find out what your peers are saying about Apache, Cloudera, Amazon Web Services (AWS) and others in Hadoop.

To learn more, read our detailed Hadoop Report (Updated: March 2026).

Buyer's Guide

Hadoop

March 2026

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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 Hadoop

2nd

Average Rating

8.0

Reviews Sentiment

6.3

Number of Reviews

Ranking in other categories

NoSQL Databases (8th)

QueryIO

Ranking in Hadoop

12th

Average Rating

8.0

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of April 2026, in the Hadoop category, the mindshare of Cloudera Distribution for Hadoop is 14.1%, down from 27.1% compared to the previous year. The mindshare of QueryIO is 2.7%, up from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Hadoop Mindshare Distribution
Product	Mindshare (%)
Cloudera Distribution for Hadoop	14.1%
QueryIO	2.7%
Other	83.2%

Hadoop

Featured Reviews

Sami Al-Yazidi

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.

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Marco Reyes

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.

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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

"Cloudera is one of the best solutions for on-prem."

"Implementing a Hadoop cluster has become relatively straight-forward using CDH."

"In terms of scalability, if you have enough hardware you can scale out. Scalability doesn't have any issues."

"After Hadoop implementation they are getting confidence that now analysis is more appropriate and fast."

"The tool's most interesting features are the distributed file system and unstructured data processing capability. Because we have a lot of unstructured data, like XML and social media logs, these features make it more valuable than the usual data warehousing solutions."

"Cloudera Manager is the most valuable feature for its ease of use, features, ease of upgrade and install components."

"Improved Business Intelligence reporting from daily to every two hours satisfying the business stakeholders who would favour transactional systems to draft reports because it had the latest data."

"We also really like the Cloudera community. You can have any question and will have your answer within a few hours."

More Cloudera Distribution for Hadoop pros

"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."

"It's so readily available and there's information online to educate yourself on the product."

Cons

"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."

"Cloudera is not as easy, as it requires more DevOps resources than other solutions."

"The procedure for operations could be simplified."

"The user infrastructure and user interface needs to be improved, as well as the performance. The GUI needs to be better."

"There are better solutions out there that have more features than this one."

"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 licensing was by node."

"The Data Science Workbench doesn't support multiple languages. It needs to support multiple programming languages."

More Cloudera Distribution for Hadoop cons

"Technical support is not that great. It's more like a study session than support."

"There needs to be some simplification of the user interface."

Pricing and Cost Advice

"It is an expensive product."

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

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

"The price could be better for the product."

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

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

"The tool is not expensive."

"The pricing must be improved."

More Cloudera Distribution for Hadoop pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

23%

Marketing Services Firm

Comms Service Provider

Construction Company

No data available

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	16
Midsize Enterprise	9
Large Enterprise	31

No data available

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.

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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.

See all answers

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.

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Product Reports

Buyer's Guide

Cloudera Distribution for Hadoop

April 2026

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Buyer's Guide

Hadoop

March 2026

Download QueryIO 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

QueryIO is a Hadoop-based SQL and Big Data Analytics solution, used to store, structure, analyze and visualize vast amounts of structured and unstructured Big Data. It is especially well suited to enable users to process unstructured Big Data, give it a structure and support querying and analysis of this Big Data using standard SQL syntax. QueryIO enables you to leverage the vast and mature infrastructure built around SQL and relational databases and utilize it for your Big Data Analytics needs.

QueryIO

Sample Customers

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

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Find out what your peers are saying about Apache, Cloudera, Amazon Web Services (AWS) and others in Hadoop. Updated: March 2026.

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