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Cloudera Data Platform vs Immuta 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 Data Platform
Ranking in AI Data Analysis
5th
Average Rating
7.6
Reviews Sentiment
5.5
Number of Reviews
37
Ranking in other categories
Cloud Master Data Management (MDM) (6th), Data Management Platforms (DMP) (3rd)
Immuta
Ranking in AI Data Analysis
25th
Average Rating
7.6
Reviews Sentiment
7.6
Number of Reviews
5
Ranking in other categories
Data Governance (25th), Data Security Posture Management (DSPM) (15th)
 

Mindshare comparison

As of August 2026, in the AI Data Analysis category, the mindshare of Cloudera Data Platform is 0.6%, down from 1.1% compared to the previous year. The mindshare of Immuta is 0.5%, down from 4.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Data Analysis Mindshare Distribution
ProductMindshare (%)
Cloudera Data Platform0.6%
Immuta0.5%
Other98.9%
AI Data Analysis
 

Featured Reviews

T Sarwar - PeerSpot reviewer
Data architect at SentientAI, Karachi
Has enabled efficient big data processing and querying but remains complex to manage and configure
Cloudera Data Platform should use fewer tools and remove the complexity between them. It should make it easier for the end user to change the configuration and understand it better. The UI tool for jobs in Cloudera Data Platform can be improved to provide a proper image of ETL jobs and detailed consolidated graphs to monitor Spark-based Hue jobs.
Dibyajyoti Rath - PeerSpot reviewer
Data Analyst at a consultancy with 10,001+ employees
Centralized access control has secured sensitive data and supports compliant self-service analytics
Immuta is very helpful, but it can be improved in a few areas. The initial setup and policy design can be complex and require a learning curve. The user interface could be more interactive, especially for non-technical users. Policy troubleshooting and debugging could be easier with better visibility into why access was allowed or denied. Performance optimization and deeper integration with more tools could make it even better. Additional improvements would strengthen Immuta further. The documentation and real-world examples would help teams onboard faster. More out-of-the-box policy templates could reduce setup time. Improved policy simulation and testing would help teams understand the impact of changes before applying them. Stronger alerting and monitoring features would help quickly identify access issues. Finally, more end-user training and simplified workflows would make it easier for business users to adopt.

Quotes from Members

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

Pros

"It's the one and only complete open source big data platform Ambari-managed admin configuration for HDFS, YARN, Hive, HBase, etc."
"Its ability to scale out seamlessly with little to no effort is very valuable to us."
"Cloudera Data Platform has impacted my organization positively by providing cost-saving benefits, which is the North Star because of which we have shifted to it."
"The scalability is the key reason why we are on this platform."
"Customer service is great."
"Cloudera Data Platform has positively impacted my organization by eliminating challenges we faced with CDH, which had not been supported for a cloud journey; in contrast, CDP allows for easy, mostly automated scalability where I can schedule job workflows, fine-tune system resource metrics, and add nodes with just a click."
"Ease of deployment and management of the Hadoop cluster are features we've found most valuable."
"The Hortonworks solution is very stable, it works as a production system without any error and without any downtime and if I have downtime, it is mostly caused by the hardware of the computers."
"Instead of manually tagging data, Immuta’s auto-discovery capability identifies sensitive information, such as country labels, gender information, and other personal data."
"The tool's most valuable feature is restriction."
"All features available are good."
"Immuta has had a very positive impact on our organization, helping us strengthen data security by ensuring sensitive data is only accessible to the right users, simplifying compliance with clear audit trails and consistent policy enforcement, reducing manual access management to save time for data and security teams, and enabling safe self-service analytics so our team can access data faster while still meeting governance and regulatory requirements."
"What I appreciate the most is its user-friendliness."
 

Cons

"The setup of Hadoop was easy thanks to Ambari, but installing the security components was complex."
"The initial setup may take several hours or days, depending on the challenges faced during installation. It's not always a smooth process due to potential complexities."
"Cloudera Data Platform could improve by innovating more in terms of full-fledged support for AI workloads, enriching machine learning or LLM, as there haven't been updates in that aspect over the last one and a half years."
"Deleting any service requires a lot of clean up, unlike Cloudera."
"As this is open source, there are certain features that need tuning, such as the Hue UI."
"Initially, we went with Cloudera due to it being a popular choice in the market, etc, then realized it was bad choice."
"Since Cloudera acquired HDP, it's been bundled with CBH and HDP. However, the biggest challenge is cloud storage integration with Azure, GCP, and AWS."
"Almost every part of the Hadoop ecosystem has its problems and bugs."
"The implementation process with Immuta was quite challenging, primarily due to issues related to database handling and the syncing of user groups."
"Immuta is very helpful, but it can be improved in a few areas."
"There is room for improvement in enhancing the monitoring capabilities."
"Immuta is behind in updating upgrades and software releases."
"We have had some challenges with their support when we were migrating to the cloud version. We we had some issues, and it took us several attempts to get a proper responses as part of that migration."
 

Pricing and Cost Advice

"It is priced well and it is affordable"
"Currently, we are using the product in a sandbox environment, and there is no licensing. We might choose a licensing option once we get the results."
"Immuta's pricing is expensive."
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Top Industries

By visitors reading reviews
Manufacturing Company
13%
Construction Company
11%
Financial Services Firm
9%
Comms Service Provider
7%
Financial Services Firm
19%
Construction Company
11%
Manufacturing Company
10%
Computer Software Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise7
Large Enterprise26
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Hortonworks Data Platform?
The experience with pricing, setup cost, and licensing is very good.
What needs improvement with Hortonworks Data Platform?
Areas for improvement with Cloudera Data Platform could be the initial learning curve that can be a step for teams new to big data economy systems. Platform setup and configuration require careful ...
What is your primary use case for Hortonworks Data Platform?
Cloudera Data Platform on AWS was adopted as the core enterprise data platform, covering the full data lifecycle from ingestion to analytics and advanced use cases. Cloudera Data Platform was used ...
What needs improvement with Immuta?
Immuta is very helpful, but it can be improved in a few areas. The initial setup and policy design can be complex and require a learning curve. The user interface could be more interactive, especia...
What is your primary use case for Immuta?
My main use case for Immuta is data governance. In my project, which is a data governance project, I use Immuta as a centralized data access management tool. A specific example of how I use Immuta ...
What advice do you have for others considering Immuta?
My advice for others considering Immuta would be to plan your policies carefully. Think through roles, data sensitivity, and use cases before setup. Invest in training to ensure both technical and ...
 

Overview

Find out what your peers are saying about Cloudera Data Platform vs. Immuta and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.