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Cloudera Data Platform pros and cons

Vendor: Cloudera
3.8 out of 5
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Pros & Cons summary

Cloudera Data Platform enhances data management and scalability with centralized governance and seamless tool integration. Ranger facilitates user permissions, while Spark and HDFS manage massive data. Despite ease in managing workloads, issues remain with security, version control, and cloud storage integration post-HDP acquisition. Cost concerns arise as it's at the end of life with limited enhancements. Unlike Cloudera, service deletion in other platforms mandates extensive cleanup, making Cloudera more streamlined.

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Prominent pros & cons

PROS

Cloudera Data Platform enables easy scalability and improved data management consistency across multiple environments.
Integration with other tools and distributed computing capabilities allows handling massive volumes of data efficiently.
Centralized governance and secure containerization reduce operational overhead and make workload management easier between on-premise and cloud environments.
Processing power with Spark and distributed data storage using HDFS offers significant benefits for data science and big data activities.
Cloudera Data Platform significantly reduces manual intervention and requires fewer efforts to build and manage big data clusters compared to traditional methods.

CONS

Deleting services in Cloudera Data Platform requires extensive cleanup.
There are issues with Hive performance, affecting its ability to replace traditional databases.
Hortonworks is noted for needing improvements or upgrades, especially for banking, IT, and communications sectors.
Cloudera Data Platform is expensive and complicated to upgrade, especially for on-premise use.
The integration with cloud storage like Azure, GCP, and AWS presents significant challenges.
 

Cloudera Data Platform Pros review quotes

reviewer2763942 - PeerSpot reviewer
Oct 8, 2025
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.
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MF
Oct 27, 2025
My main use case for Cloudera Data Platform is to support a multi-source system with different data types, handling semi-structured, structured, and unstructured data to support those kinds of workloads.
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MA
Oct 16, 2025
Cloudera Data Platform has positively impacted our organization by reducing overall manual intervention, requiring fewer efforts and resources to build a big data cluster compared to traditional methods.
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Cloudera Data Platform
October 2025
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T Sarwar - PeerSpot reviewer
Oct 24, 2025
Cloudera Data Platform is a perfect tool to manage such vast amounts of big data, store it properly, query it, and move it from one end to another.
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CP
Oct 15, 2025
Cloudera Data Platform (CDP) has helped our organization improve data management consistency and scalability across multiple environments, with the unified control plane and centralized governance reducing operational overhead and making it easier to manage workloads between on-premise and cloud environments.
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SS
Dec 6, 2023
Distributed computing, secure containerization, and governance capabilities are the most valuable features.
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Oguzhan Herkiloglu - PeerSpot reviewer
Jul 10, 2019
The Hortonworks solution is so stable. It is working as a production system, without any error, without any downtime. If I have downtime, it is mostly caused by the hardware of the computers.
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reviewer1426866 - PeerSpot reviewer
Oct 6, 2020
The scalability is the key reason why we are on this platform.
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SenioITh677 - PeerSpot reviewer
Jul 28, 2019
Now, using this solution, it is much cheaper to have all of the data available for searching, not in real-time, but whenever there is a pending request.
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Prashant Singh - PeerSpot reviewer
May 19, 2022
The product offers a fairly easy setup process.
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Cloudera Data Platform Cons review quotes

reviewer2763942 - PeerSpot reviewer
Oct 8, 2025
I have not seen enough innovation in Cloudera Data Platform, particularly in support for machine learning.
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MA
Oct 16, 2025
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.
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T Sarwar - PeerSpot reviewer
Oct 24, 2025
We face downtime and reliability issues many times a week with Cloudera Data Platform because it is a very complex system and all configurations are managed by the end user.
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Buyer's Guide
Cloudera Data Platform
October 2025
Free Report: Cloudera Data Platform Reviews and More
Learn what your peers think about Cloudera Data Platform. Get advice and tips from experienced pros sharing their opinions. Updated: October 2025.
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872,706 professionals have used our research since 2012.
CP
Oct 15, 2025
That said, there’s still room for improvement in integration speed and UI responsiveness, especially when managing large clusters or hybrid deployments.
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SS
Dec 6, 2023
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.
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Oguzhan Herkiloglu - PeerSpot reviewer
Jul 10, 2019
I work a lot with banking, IT and communications customers. Hortonworks must improve or must upgrade their services for these sectors.
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reviewer1426866 - PeerSpot reviewer
Oct 6, 2020
The version control of the software is also an issue.
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SenioITh677 - PeerSpot reviewer
Jul 28, 2019
I would like to see more support for containers such as Docker and OpenShift.
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Prashant Singh - PeerSpot reviewer
May 19, 2022
It's at end of life and no longer will there be improvements.
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Miodrag-Stanic - PeerSpot reviewer
Apr 14, 2025
For on-premise use, I would not recommend Cloudera Data Platform as it is expensive and complicated to upgrade.
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Product Categories

Product Categories
Data Management Platforms (DMP)
Cloud Master Data Management (MDM)

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Product Categories

Product Categories
Data Management Platforms (DMP)
Cloud Master Data Management (MDM)

Popular Comparisons

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Informatica Intelligent Data Management Cloud (IDMC) vs Cloudera Data Platform Logo
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