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Cloudera Distribution for Hadoop vs MongoDB 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:
 

ROI

Sentiment score
6.1
Assessing ROI from Cloudera for Hadoop varies, with significant value seen in 30 use cases across departments.
Sentiment score
5.1
Users report varying ROI with MongoDB; experiences range from fair to high returns, with some favoring CosmoDB.
Actually, with MongoDB, it's difficult to calculate the return on investment; it's too expensive for our use.
 

Customer Service

Sentiment score
6.7
Cloudera's customer support is praised for responsiveness and efficiency, despite occasional challenges with less experienced consultants.
Sentiment score
6.2
Users find MongoDB support variable, with community resources valuable for Community Edition, while paid services generally satisfy users.
The technical support is quite good and better than IBM.
 

Scalability Issues

Sentiment score
7.6
Cloudera Distribution for Hadoop is scalable, supporting large deployments and user bases despite challenges in cloud scalability and cost.
Sentiment score
7.6
MongoDB is praised for scalability and performance, though some users encounter issues with replication and complex configurations.
CosmoDB is better for auto-scale.
Overall, on a scale of one to ten, I would rate MongoDB an eight; it's mostly because we're still running a monolithic environment on old hardware, so there are some limitations with read-write access.
MongoDB is highly scalable.
 

Stability Issues

Sentiment score
7.5
Cloudera Distribution's stability is debated; some experience issues, while others find it reliable, rating it 8-10 out of 10.
Sentiment score
7.6
MongoDB is highly rated for stability and reliability, with occasional issues requiring maintenance and workarounds for high-volume queries.
 

Room For Improvement

Cloudera Distribution for Hadoop struggles with performance, integration, security, and cost, needing enhancements in multiple facets and technologies.
MongoDB users seek enhanced security, scalability, transaction management, and improved documentation, while addressing cost and integration challenges.
Integrating with Active Directory, managing security, and configuration are the main concerns.
We have not contracted the security options in our contract because they're too expensive; thus, we implement just encrypted databases and not the security pack.
While solutions for other databases like SQL or PostgreSQL already exist, MongoDB requires additional integrations for developing AI solutions.
 

Setup Cost

Cloudera Distribution for Hadoop is costly, complex, suitable for large enterprises, and offers a 60-day free trial.
MongoDB provides cost-effective options for small businesses, though enterprise and cloud solutions may lead to higher expenses.
It can be deployed on-premises, unlike competitors' cloud-only solutions.
We have to pay approximately 2,000 euros per month for MongoDB.
We use the free version of MongoDB, so there are no licensing costs.
 

Valuable Features

Cloudera Distribution for Hadoop excels with robust features, security, scalability, AI support, and strong community, surpassing competitors.
MongoDB excels in scalability and flexibility, supporting JSON storage, offering robust features, and thriving with a supportive community.
This is the only solution that is possible to install on-premise.
In ReplicaSet, it's acceptable, but if your workload needs more performance, and you must pass to a Sharding model, it becomes complicated in MongoDB; in Cosmos DB, however, it's simple.
MongoDB has definitely helped us improve our network monitoring and reporting dashboard.
It offers flexibility in schema adaptation, allowing us to change the schema and add new data points.
 

Categories and Ranking

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)
MongoDB
Ranking in NoSQL Databases
1st
Average Rating
8.2
Reviews Sentiment
6.6
Number of Reviews
81
Ranking in other categories
Open Source Databases (5th), Managed NoSQL Databases (8th)
 

Mindshare comparison

As of July 2025, in the NoSQL Databases category, the mindshare of Cloudera Distribution for Hadoop is 2.3%, down from 2.5% compared to the previous year. The mindshare of MongoDB is 14.7%, down from 25.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
NoSQL Databases
 

Featured Reviews

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.
Uzair Faruqi - PeerSpot reviewer
Transforms data flow with adaptable schema and smooth public cloud deployment
One of our business units uses MongoDB, and we developed an ETL pipeline that extracts data from MongoDB and transfers it into our data warehouse MongoDB is a NoSQL database that is similar to a document database. It offers flexibility in schema adaptation, allowing us to change the schema and…
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Use our free recommendation engine to learn which NoSQL Databases solutions are best for your needs.
859,957 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
23%
Educational Organization
15%
Computer Software Company
14%
Energy/Utilities Company
6%
Financial Services Firm
17%
Computer Software Company
14%
University
7%
Manufacturing Company
7%
 

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 do you like most about MongoDB?
MongoDB's approach to handling data in documents rather than traditional tables has been particularly beneficial.
What is your experience regarding pricing and costs for MongoDB?
We use the free version of MongoDB, so there are no licensing costs.
What needs improvement with MongoDB?
There is room for improvement in integrating MongoDB with agentive AI solutions. While solutions for other databases like SQL or PostgreSQL ( /products/postgresql-reviews ) already exist, MongoDB r...
 

Overview

 

Sample Customers

37signals, Adconion,adgooroo, Aggregate Knowledge, AMD, Apollo Group, Blackberry, Box, BT, CSC
Facebook, MetLife, City of Chicago, Expedia, eBay, Google
Find out what your peers are saying about Cloudera Distribution for Hadoop vs. MongoDB and other solutions. Updated: June 2025.
859,957 professionals have used our research since 2012.