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Cloudera Data Platform pros and cons

Vendor: Cloudera
3.8 out of 5
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Pros & Cons summary

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Prominent pros & cons

PROS

Ambari Web UI is user-friendly, making it easy to manage permissions and access controls with Ranger, enhancing security.
The platform significantly improves data management and offers scalable solutions with distributed computing and secure containerization.
Cloudera Data Platform provides notable cost-saving benefits with robust capabilities, supporting structured and unstructured data efficiently for enterprises.
Cloudera Data Platform optimizes big data handling, supporting multi-source systems and offering features like PDF extraction and speech-to-text conversion.
This platform demonstrates high reliability and power, especially on AWS, supporting complex enterprise use cases with strong governance across environments.

CONS

Deleting services requires extensive cleanup.
Cloudera Data Platform has security and workload management challenges.
There is insufficient support for containers like Docker and OpenShift.
Cloud storage integration with Azure, GCP, and AWS presents challenges.
Cloudera Data Platform lags behind the latest open-source implementations of Apache toolkits.
 

Cloudera Data Platform Pros review quotes

T Sarwar - PeerSpot reviewer
Data architect at SentientAI, Karachi
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.
reviewer2776239 - PeerSpot reviewer
Data engineer at a tech vendor with 10,001+ employees
Nov 12, 2025
Cloudera Data Platform has impacted my organization positively in many ways, especially for banking customers, by providing a robust capability to handle structured and unstructured data via features like PDF extraction and speech-to-text conversion for analytics.
reviewer2763942 - PeerSpot reviewer
Cloud Data Administrator at a financial services firm with 10,001+ employees
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.
Learn what your peers think about Cloudera Data Platform. Get advice and tips from experienced pros sharing their opinions. Updated: May 2026.
893,164 professionals have used our research since 2012.
reviewer2784462 - PeerSpot reviewer
Software Engineer at a tech vendor with 10,001+ employees
Jan 1, 2026
Cloudera Data Platform proved to be a highly reliable and powerful solution capable of supporting complex enterprise use cases on AWS with strong governance and scalability.
MA
Cloud data platform Admin at a financial services firm with 10,001+ employees
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.
CP
Data Platform Specialist at Lutech
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.
DK
ML Engineer - Director at a financial services firm with 10,001+ employees
Sep 30, 2025
The best features Cloudera Data Platform offers are the processing power with Spark and the distributed data storage, HDFS, which helps us handle massive volumes of data.
SM
Principal Consultant Data Analytics at a outsourcing company with 5,001-10,000 employees
Oct 30, 2025
In my experience, the best features Cloudera Data Platform offers are that all the services provided are excellent.
SH
Data Architect at ubl
May 5, 2025
Integration with other tools works well for us and we successfully scaled the solution after two to three years without any issues.
reviewer2774499 - PeerSpot reviewer
Senior Software Engineer at a tech vendor with 501-1,000 employees
Nov 4, 2025
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.
 

Cloudera Data Platform Cons review quotes

T Sarwar - PeerSpot reviewer
Data architect at SentientAI, Karachi
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.
reviewer2776239 - PeerSpot reviewer
Data engineer at a tech vendor with 10,001+ employees
Nov 12, 2025
Cloudera Data Platform can be improved in several areas. I recently attended their roadmap session. Whatever limitations they have identified involve moving data from on-premises to cloud as a single-pane view and better lineage.
reviewer2763942 - PeerSpot reviewer
Cloud Data Administrator at a financial services firm with 10,001+ employees
Oct 8, 2025
I have not seen enough innovation in Cloudera Data Platform, particularly in support for machine learning.
Learn what your peers think about Cloudera Data Platform. Get advice and tips from experienced pros sharing their opinions. Updated: May 2026.
893,164 professionals have used our research since 2012.
reviewer2784462 - PeerSpot reviewer
Software Engineer at a tech vendor with 10,001+ employees
Jan 1, 2026
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.
MA
Cloud data platform Admin at a financial services firm with 10,001+ employees
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.
CP
Data Platform Specialist at Lutech
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.
DK
ML Engineer - Director at a financial services firm with 10,001+ employees
Sep 30, 2025
Cloudera Data Platform can be improved by addressing the feasibility of using it in the cloud; there are some complexities around the components used in cloud by Cloudera Data Platform that are not really convenient.
SM
Principal Consultant Data Analytics at a outsourcing company with 5,001-10,000 employees
Oct 30, 2025
Scalability of Cloudera Data Platform is very good and scalable in public cloud. However, it is not as scalable on on-premises private cloud, which adds considerable cost.
SH
Data Architect at ubl
May 5, 2025
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.
reviewer2774499 - PeerSpot reviewer
Senior Software Engineer at a tech vendor with 501-1,000 employees
Nov 4, 2025
A major drawback that I see with Cloudera Data Platform is that it tends to be one or two years behind the latest open-source implementation of the Apache toolkits such as Spark, Hive, and everything else, which relates to the guardrails of following compliance as the main driving factor, so that is something that could be done better on Cloudera Data Platform's side.