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ClickHouse vs Cloudera Data Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jan 18, 2026

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
6.8
ClickHouse boosts productivity with cost and time savings, enhancing database performance and developer efficiency significantly despite unspecified savings.
Sentiment score
4.8
Organizations see varied ROI from Cloudera Data Platform, with benefits in efficiency and costs, but experiences and expectations differ.
I estimate we save four to five hours per person per week due to this efficiency, translating to around 20 to 25 hours saved monthly for each individual.
AIML engineer at a tech services company with 11-50 employees
We could reduce the amount of employees needed when we migrated to ClickHouse Cloud.
Founder at a tech services company with 11-50 employees
With ClickHouse, we didn't need to spend much on resources, cutting costs by around 25 to 30%.
Associate software architect at a tech services company with 11-50 employees
There are licensing costs that have been saved when we moved some of the data platforms, decommissioned them, and moved on to this platform.
Data engineer at a tech vendor with 10,001+ employees
In terms of return on investment, I see great changes in operational effectiveness measured by RTO when comparing on-premises solutions with cloud solutions.
Cloud Data Administrator at a financial services firm with 10,001+ employees
A specific example of the positive impact of Cloudera Data Platform is the clearly saved time and improved performance, which is the main result of it.
Data Platform Specialist at Lutech
 

Customer Service

Sentiment score
6.6
ClickHouse offers knowledgeable support, with cloud users praising responsiveness, while community resources aid open-source user self-reliance.
Sentiment score
6.0
Cloudera Data Platform's customer service is praised for responsiveness but experiences vary; community resources aid those without paid service.
If more timely support could be provided during critical issues, situations could have been resolved much more quickly, saving considerable time.
Level 2 Software Engineer at a computer software company with 201-500 employees
When we faced any challenges, the ClickHouse support team provided helpful resolutions.
AIML engineer at a tech services company with 11-50 employees
We utilize AVN ClickHouse, which is effectively managed by AVN, providing bug fixes and developing new functionalities along with architecture reviews.
Distinguished AI Leader at Walmart Global Tech at Walmart
I would rate the customer support of Cloudera Data Platform ten out of ten.
Principal Consultant Data Analytics at a outsourcing company with 5,001-10,000 employees
I have communicated with technical support, and they are responsive and helpful.
Data Architect at ubl
Cloudera support is timely and responsive, adhering to the SLAs they provide.
Cloud Data Administrator at a financial services firm with 10,001+ employees
 

Scalability Issues

Sentiment score
8.1
ClickHouse is praised for its scalability, efficiently handling large data volumes in distributed systems with solutions like AWS and Kubernetes.
Sentiment score
6.4
Cloudera Data Platform is praised for its scalability and seamless cloud integration, though some face challenges during upgrades or on-premises.
The vertical scalability is impressive, with high insert throughput, allowing millions of rows per second with low latency.
AIML engineer at a tech services company with 11-50 employees
ClickHouse is highly scalable.
Software Analyst at CLSA
The scalability of ClickHouse is great.
Senior Software Engineer at a wholesaler/distributor with 1,001-5,000 employees
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.
Cloud Data Administrator at a financial services firm with 10,001+ employees
They have the cloud burst feature available where if the on-premises capacity is not sufficient at a point in time, you can run that Spark job on the cloud itself.
Data engineer at a tech vendor with 10,001+ employees
The ability to scale processing capacity on demand for batch jobs without impacting other workloads, and support for a growing number of concurrent users and teams accessing the platform simultaneously are significant advantages.
Software Engineer at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
7.7
ClickHouse offers stable, efficient performance for large data sets, with some concerns about memory use and development inconsistencies.
Sentiment score
6.5
Cloudera Data Platform offers reliable performance with minor issues, requiring careful configuration, especially in complex environments to prevent downtime.
I can confidently say that it is very consistent and stable even when handling high volume loads and real-time streaming analytics across financial and operational domains.
AIML engineer at a tech services company with 11-50 employees
ClickHouse handles large volumes of data efficiently.
Software Analyst at CLSA
ClickHouse is stable, as we did not encounter stability issues in production.
Software Development Engineer at a tech vendor with 201-500 employees
Sometimes the end user is not experienced or does not have all the expertise related to Cloudera specifically, making it very difficult to manage properly
Data architect at SentientAI, Karachi
Sometimes a node goes down, but it automatically returns to a healthy state.
Cloud Data Administrator at a financial services firm with 10,001+ employees
Cloudera Data Platform is pretty stable in my experience; there are not any downtime or reliability issues.
Data engineer at a tech vendor with 10,001+ employees
 

Room For Improvement

ClickHouse users seek improved documentation, integration enhancements, better cloud pricing, and solutions for operational complexity and SQL compatibility issues.
Cloudera Data Platform needs usability, stability, and security improvements, enhanced AI/ML features, and better multi-tenancy and cloud integration.
Another challenge is the lack of robust support for transactional databases, which limits its use as a primary database.
Software Analyst at CLSA
ClickHouse should be able to import data from other types of sources like Parquet and Iceberg tables and all the new upcoming data formats.
Senior Software Engineer at Karvy Fintech
My experience with ClickHouse's documentation is that it needs improvement; I think it can be made more beginner-friendly, while the community support is really good.
Founder at a tech services company with 11-50 employees
We aim to address these issues with a Kubernetes-based platform that will simplify the task of upgrading services.
Senior Architect at a comms service provider with 1,001-5,000 employees
Cloudera Data Platform should include additional capabilities and features similar to those offered by other data management solutions like Azure and Databricks.
Data Architect at ubl
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.
ML Engineer - Director at a financial services firm with 10,001+ employees
 

Setup Cost

ClickHouse offers flexible, cost-efficient pricing with open-source and cloud options, though lacks Windows support, balancing cost and performance.
Enterprise buyers find Cloudera cost-effective versus Oracle, though pricing complexity varies based on deployment size and negotiations.
My experience with pricing, setup cost, and licensing indicates that it is very expensive—ClickHouse is the most expensive option.
Founder at a tech services company with 11-50 employees
ClickHouse is open source with no hidden fees, offering cost-effective data management.
Software Analyst at CLSA
I found ClickHouse's pricing to be efficient in comparison to other services such as Redshift.
AIML engineer at a tech services company with 11-50 employees
Initially, CDH had a straightforward pricing model based on nodes, but CDP includes factors like processors, cores, terabytes, and drives, making it difficult to calculate costs.
Senior Architect at a comms service provider with 1,001-5,000 employees
We find Cloudera Data Platform to be cost-effective.
Cloud Data Administrator at a financial services firm with 10,001+ employees
So far, I would say that it is competitive pricing that we have received.
Data engineer at a tech vendor with 10,001+ employees
 

Valuable Features

ClickHouse provides fast, scalable data storage and retrieval with seamless integration, open-source flexibility, and strong community support.
Cloudera Data Platform offers scalability, user-friendly interface, integration, cost-effective storage, security, and simplifies administration for hybrid environments.
ClickHouse has reduced our storage cost and improved our 99th percentile latency by 40%.
Senior Software Engineer at Karvy Fintech
For cost optimization, after deploying the cluster on-premises and using S3 Express, approximately 5x cost savings were achieved on data storage.
Level 2 Software Engineer at a computer software company with 201-500 employees
ClickHouse positively impacted our organization by absorbing the whole logging system without hassle, storing logs for six months efficiently.
Associate software architect at a tech services company with 11-50 employees
By using the Hadoop File System for distributed storage, we have 1.5 petabytes of physical storage with 500 terabytes of effective storage due to a replication factor of three.
Senior Architect at a comms service provider with 1,001-5,000 employees
The Ranger integration makes it more flexible and reliable for me by allowing control over data access, specifying who can access at what level, such as table level, masking, or data layer level.
Cloud Data Administrator at a financial services firm with 10,001+ employees
What stands out the most in Cloudera Manager are SDX, which provide centralized control for governance, security, and data lineage across multiple sources.
Data Platform Specialist at Lutech
 

Categories and Ranking

ClickHouse
Average Rating
8.6
Reviews Sentiment
6.8
Number of Reviews
21
Ranking in other categories
Open Source Databases (4th), Vector Databases (7th)
Cloudera Data Platform
Average Rating
7.6
Reviews Sentiment
5.5
Number of Reviews
37
Ranking in other categories
Cloud Master Data Management (MDM) (8th), Data Management Platforms (DMP) (4th), AI Data Analysis (12th)
 

Mindshare comparison

ClickHouse and Cloudera Data Platform aren’t in the same category and serve different purposes. ClickHouse is designed for Open Source Databases and holds a mindshare of 6.5%, up 2.0% compared to last year.
Cloudera Data Platform, on the other hand, focuses on Data Management Platforms (DMP), holds 7.6% mindshare, up 0.6% since last year.
Open Source Databases Market Share Distribution
ProductMarket Share (%)
ClickHouse6.5%
PostgreSQL14.7%
Firebird SQL13.3%
Other65.5%
Open Source Databases
Data Management Platforms (DMP) Market Share Distribution
ProductMarket Share (%)
Cloudera Data Platform7.6%
Palantir Foundry15.6%
Informatica Intelligent Data Management Cloud (IDMC)10.8%
Other66.0%
Data Management Platforms (DMP)
 

Featured Reviews

Yush Mittal - PeerSpot reviewer
Level 2 Software Engineer at a computer software company with 201-500 employees
Data observability has enabled real‑time analytics and cost savings but needs smoother inserts and cleanup
ClickHouse could be improved concerning data insertion, especially given the high amount of data handled. Constant efforts are made to optimize the features on its own, but with merges and inserts, only a single insert query can be performed allowing for the input of only 100,000 rows per second. It would be beneficial to insert more data and have configurations that are less user-operated. Ideally, ClickHouse would optimize itself to handle these processes automatically, reducing the need to contact the ClickHouse support team for infrastructure optimization. Additionally, delays are experienced when trying to delete databases with corrupt data, taking too much time and causing major outages, which necessitate contacting multiple teams across continents for resolution. The community surrounding ClickHouse also seems limited, providing a reliance on documentation, and there is a scarcity of developers working with ClickHouse, which hinders growth. If ClickHouse were more user-friendly and technically feasible, it would likely see greater expansion in usage.
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.
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
16%
Manufacturing Company
8%
Comms Service Provider
8%
Manufacturing Company
10%
Performing Arts
10%
Financial Services Firm
9%
Transportation Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise4
Large Enterprise8
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise7
Large Enterprise26
 

Questions from the Community

What is your experience regarding pricing and costs for ClickHouse?
My experience with pricing, setup cost, and licensing was such that the setup costs were just my own bandwidth, while licensing and pricing were done by other members of the team so it was abstract...
What needs improvement with ClickHouse?
ClickHouse can be improved on the documentation side, and there is one small constraint that is mentioned in ClickHouse documentation, which is a partition limit of ten thousand that we hit, so if ...
What is your primary use case for ClickHouse?
My main use case for ClickHouse is data ingestion and for its OLAP properties, as we had use cases where database locks were slowing us down and because ClickHouse does not have that, we chose to u...
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 ...
 

Overview

Find out what your peers are saying about Oracle, PostgreSQL, Firebird and others in Open Source Databases. Updated: January 2026.
881,082 professionals have used our research since 2012.