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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) (4th), AI Data Analysis (6th)
TIBCO EBX
Ranking in Cloud Master Data Management (MDM)
3rd
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 June 2026, in the Cloud Master Data Management (MDM) category, the mindshare of Cloudera Data Platform is 3.7%, up from 0.5% compared to the previous year. The mindshare of TIBCO EBX is 10.1%, down from 12.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Master Data Management (MDM) Mindshare Distribution
ProductMindshare (%)
TIBCO EBX10.1%
Cloudera Data Platform3.7%
Other86.2%
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

"Hortonworks should not be expensive at all to those looking into using it."
"The product offers a fairly easy setup process."
"Ranger for security; with Ranger we can manager user’s permissions/access controls very easily."
"In my experience, the best features Cloudera Data Platform offers are that all the services provided are excellent."
"Its flexibility is the most valuable feature because you can leverage any Hadoop component and take full advantage of its open source capabilities."
"Its ability to scale out seamlessly with little to no effort is very valuable to us."
"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."
"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."
"The feature I appreciate most about TIBCO EBX is the UI, which is quite simple and user-friendly."
"This solution allows the user to have complete control, and is 100% customizable."
"Nowadays there are lot of MDM tools available in market, but I would recommend Tibco MDM if good throughput is required with its integration layer."
"The API and the data model are very valuable features."
"EBX is a multi-domain product, which makes it easy to switch between domains like customer, agent, or vendor."
"The match and merge features are very good."
"Great MDM product."
"Now EBX does everything for me."
 

Cons

"The cost of the solution is high and there is room for improvement."
"I would like to see more support for containers such as Docker and OpenShift."
"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."
"For on-premise use, I would not recommend Cloudera Data Platform as it is expensive and complicated to upgrade."
"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."
"As this is open source, there are certain features that need tuning, such as the Hue UI."
"Security and workload management need improvement."
"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."
"One aspect that could be improved in TIBCO EBX is the latency when compared with other tools. This drawback is dependent on the data volume that you have."
"TIBCO EBX does not efficiently handle large volumes of data; during bulk data loads or refresh activities, the system may freeze or workflows may terminate unexpectedly."
"The tool has to improve mapping and workflow. It should be made more robust."
"It's a pretty steep learning curve, I find, and not really fluid and flexible."
"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 observe performance issues lately. If we perform any bulk update or use the bulk functionality to update the data, during that time, the index rebuild happens in the back end. The operations team faces issues, including downtime or slowness, and we monitor it, performing any required actions such as restarting applications."
"With complex data models or when there are more records and association tables, the system experiences noticeable slowness in loading records."
"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."
"TIBCO EBX is cheaper than Informatica."
"I'm just involved in technical, but I understand that its pricing is similar to HP so it is quite expensive."
"TIBCO EBX is a very expensive solution. There is an annual fee to use the solution."
"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."
"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."
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Top Industries

By visitors reading reviews
Manufacturing Company
15%
Construction Company
11%
Financial Services Firm
11%
Marketing Services Firm
7%
Financial Services Firm
13%
Manufacturing Company
9%
Computer Software Company
9%
Energy/Utilities 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.
900,644 professionals have used our research since 2012.