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Cloudera Data Platform vs TIBCO EBX 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:
 

Categories and Ranking

Cloudera Data Platform
Ranking in Cloud Master Data Management (MDM)
6th
Average Rating
7.6
Reviews Sentiment
5.5
Number of Reviews
37
Ranking in other categories
Data Management Platforms (DMP) (3rd), AI Data Analysis (5th)
TIBCO EBX
Ranking in Cloud Master Data Management (MDM)
2nd
Average Rating
8.0
Reviews Sentiment
5.5
Number of Reviews
23
Ranking in other categories
Master Data Management (MDM) Software (1st)
 

Mindshare comparison

As of August 2026, in the Cloud Master Data Management (MDM) category, the mindshare of Cloudera Data Platform is 4.1%, up from 0.8% compared to the previous year. The mindshare of TIBCO EBX is 9.9%, down from 13.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Master Data Management (MDM) Mindshare Distribution
ProductMindshare (%)
TIBCO EBX9.9%
Cloudera Data Platform4.1%
Other86.0%
Cloud Master Data Management (MDM)
 

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.
reviewer2731320 - PeerSpot reviewer
Associate Director at a financial services firm with 10,001+ employees
Improved workflow collaboration and data flexibility enhance team efficiency, but performance and logout issues require attention
Regarding improvements or enhancements in TIBCO EBX, when it comes to 5.8 to 5.9, there was a really good feature added, which is the hyperlink. When you click on a table, you navigate to deeper tables. If there is a table with ten fields, those ten fields are taken from a second table and interrelated to a third table, you can keep clicking on each field and go deeper and deeper. To come each level above, there is a hyperlink created on the top. You just need to click on the hyperlink and keep navigating back, similar to certain websites. However, there were some drawbacks I noticed with the latest version 6, particularly in terms of performance, where in a few cases, the performance was impacted, necessitating work to get things sorted. Additionally, the logout from the application happened randomly or sometimes it wasn't logging out, which is a compliance issue since users expect to log out after a certain time. Version 6 introduced a strong filtration logic. All EBX versions have a separate section for filters that offer text search and advanced search options. In EBX 6, they enhanced the search feature deeply, including conjunctions and, or, else, allowing you to create your own logic for how you need the filter to work. They also introduced a top-level search feature, where you enter some text, and it searches the entire table. With the latest update of TIBCO EBX, there are a few issues with the workflow that need improvement. When going through a workflow, there are functionalities to upload files, and sometimes you need to attach files for evidence. That section of EBX had certain issues. We dropped the plan to switch to EBX 6 due to other technical limitations on our side. Those were a few pending items we had raised to them, and they were working on resolving them. From a usage point of view, those were the main concerns, but they introduced a good idea about the side panel. The pagination concept was introduced to navigate among different domains, and in the left panel, you have search capabilities and pagination functionality.

Quotes from Members

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

Pros

"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."
"It's the one and only complete open source big data platform Ambari-managed admin configuration for HDFS, YARN, Hive, HBase, etc."
"Open-source Big community"
"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."
"The Hadoop value proposition is in expanded functionality, linear scalability, and reduced software and infrastructure costs."
"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."
"In my experience, the best features Cloudera Data Platform offers are that all the services provided are excellent."
"Customer service is great."
"The most valuable features of TIBCO EBX are that is a complete tool and everything can be done inside, including data governance. We are able to model everything according to the needs of the company. If the company needs five people to agree to a change in data, they can do it with TIBCO EBX. They can model it with any particular rules. Additionally, there is dynamic data modeling, simple workflows using the GUI that comes from the server."
"The match and merge features are very good."
"The program is very user-friendly and the .com order is easy to design."
"The initial setup is easy and straightforward."
"The tool's UI is good and easy to understand."
"The customizable data model feature of TIBCO EBX has helped in addressing the complex data requirements of our organization, as its customizability is not only limited to the UI functionality, but also provides extended functionality to use external APIs within the code on the data model level and workflow model level."
"The feature I appreciate most about TIBCO EBX is the UI, which is quite simple and user-friendly."
"It is a very stable solution...It is a scalable solution."
 

Cons

"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."
"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."
"Hive performance. If Hive performance increased, Hadoop would replace (not everywhere) traditional databases (Oracle/Teradata, etc.), which would save a lot of money for the company."
"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."
"More information could be there to simplify the process of running the product."
"Hortonworks is at end of life; they are not adding new things to this, so everything will be Cloudera now."
"That said, there’s still room for improvement in integration speed and UI responsiveness, especially when managing large clusters or hybrid deployments."
"Hadoop, does not provide improved performance, compared to traditional RDBMS, unless processing batches in the TB-PB range, or if the Hadoop platform has significantly more resources available."
"TIBCO EBX could improve by making the building of rules less complex and the repository is not robust."
"With the latest update of TIBCO EBX, there are a few issues with the workflow that need improvement. When going through a workflow, there are functionalities to upload files, and sometimes you need to attach files for evidence. That section of EBX had certain issues."
"TIBCO EBX has performance issues, particularly with speed. Replicating data can take several hours even with normal median data."
"TIBCO EBX has the functionality of highly customizable models, but making changes requires going to the backend, implementing changes, and then restarting the server to affect those changes on the UI side."
"Sometimes it is a little difficult to find an architect for certain developments. You kind of have to be like technicians to work with this product if you want to make some specific development."
"The product does not scale well horizontally. We find the scalability to be quite inferior to other options."
"The tool has to improve mapping and workflow. It should be made more robust."
"The documentation needs improvement."
 

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."
"This solution is costly compared to other products on the market, but this is due to the complete functionality that is provided. The pricing model is very straightforward, and is worked out on a pay-per- instance basis, and only applies to active instances."
"TIBCO EBX is cheaper than Informatica."
"TIBCO EBX is a very expensive solution. There is an annual fee to use the solution."
"I'm just involved in technical, but I understand that its pricing is similar to HP so it is quite expensive."
"The price of TIBCO EBX is too high. The solution can only be used in a project that has good sponsorship that can afford it."
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Top Industries

By visitors reading reviews
Manufacturing Company
13%
Construction Company
12%
Financial Services Firm
10%
Comms Service Provider
6%
Financial Services Firm
13%
Manufacturing Company
9%
Energy/Utilities Company
8%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise7
Large Enterprise26
By reviewers
Company SizeCount
Small Business4
Midsize Enterprise1
Large Enterprise19
 

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 Orchestra Networks EBX?
The support portal needs improvement. Tickets are handled by junior engineers who struggle to solve issues in a timely manner. Frequent updates to the software are necessary, yet a number of featur...
What is your primary use case for Orchestra Networks EBX?
TIBCO EBX was used by one of our clients to manage financial data. It is primarily utilized by the operational and admin teams to keep the application running 24/7. We have integrated it with SAP s...
 

Also Known As

No data available
TIBCO MDM, Orchestra Networks EBX
 

Overview

 

Sample Customers

Information Not Available
BNL, SunGard, TUI Group, Uti Worldwide, Yellow Pages Group
Find out what your peers are saying about Cloudera Data Platform vs. TIBCO EBX and other solutions. Updated: June 2026.
908,834 professionals have used our research since 2012.