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IBM Cloud Pak for Data vs Jitterbit Harmony comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jun 15, 2025

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

IBM Cloud Pak for Data
Ranking in Data Integration
24th
Average Rating
7.8
Reviews Sentiment
6.5
Number of Reviews
13
Ranking in other categories
Data Virtualization (3rd)
Jitterbit Harmony
Ranking in Data Integration
51st
Average Rating
8.6
Reviews Sentiment
7.3
Number of Reviews
13
Ranking in other categories
Workload Automation (33rd), Cloud Data Integration (24th), Integration Platform as a Service (iPaaS) (16th)
 

Mindshare comparison

As of August 2025, in the Data Integration category, the mindshare of IBM Cloud Pak for Data is 2.0%, up from 1.7% compared to the previous year. The mindshare of Jitterbit Harmony is 0.4%, up from 0.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Integration
 

Featured Reviews

Michelle Leslie - PeerSpot reviewer
Starts strong with data management capabilities but needs a demo database
What I would love to see is an end-to-end, almost a training demo database of some sort, where one of the biggest problems with data management is demonstrated. There are so many components to data management, and more often than not, people understand one thing really well. They may understand DataStage and how to move data around, but they do not see the impact of moving data incorrectly. They also do not see the impact of everyone understanding a piece of data in the same way. I would love Cloud Pak to come with a demo database that illustrates the different components of data management in a logical way, so I can see the whole picture instead of just the area I'm specializing in. It would be great if Cloud Pak, from a data modeling point of view, allowed us to import our PDMs, for example. It would be ideal to import and create business terms in Cloud Pak. The PEA would be great to create the technical data. The association between the business and the technical metadata could then be automated by pulling it through from your ACE models. The data modeling component is available in Cloud Pak. Additionally, when it comes to Cloud Pak, even though it has the NextGen DataStage built into it, there is Cloud Pak for data integration as well. Currently, I do not think we have a full enough understanding of how CP4D and CP4I can enhance each other.
Mohamed Abd Kader - PeerSpot reviewer
An easy-to-setup solution with good stability
We use Jitterbit to connect cloud solutions with our on-premises ERP system We connect cloud solutions to our on-premise ERP system easily using Jitterbit. It is its most valuable feature.  The solution's API management capabilities need improvement. We have been using the solution for almost…

Quotes from Members

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

Pros

"Scalability-wise, I rate the solution a nine or ten out of ten."
"I love the way that I can start at a very basic level with my data management journey by capturing my policies, justifying my data, and putting them into different categories to say this is data relating to individuals, for example, or data relating to geography."
"The most valuable features of IBM Cloud Pak for Data are the Watson Studio, where we can initiate more groups and write code. Additionally, Watson Machine Learning is available with many other services, such as APIs which you can plug the machine learning models."
"The most valuable feature of IBM Cloud Pak for Data is the Modeler flows. The ability to develop models using a graphical approach and the capability to connect to various sources, as well as the data virtualization capabilities, allow me to easily access and utilize data that is dispersed across different sources."
"IBM Watson Catalog and data pipelines are the most valuable features of the solution."
"Its data preparation capabilities are highly valuable."
"One of Cloud Pak's best features is the Watson Knowledge Catalog, which helps you implement data governance."
"The most valuable features are data virtualization and reporting."
"Jitterbit handles the most lines of data in a .csv and loads the quickest of any data loader I have tried."
"We only use small parts of the solution, however, the parts that we use are quite adequate."
"The fluid user interface (probably the most user friendly interface, when compared to its competitors)."
"The Cloud Console for monitoring and troubleshooting data operations."
"Easy integration with Salesforce"
"It runs like an appliance and has tremendous throughput."
"It is very easy to build integrations and processes to pull and push data."
"It is a scalable solution."
 

Cons

"The tool depends on the control plane, an OpenShift container platform utilized as an orchestration layer...So, we have communicated this issue to IBM and asked if it is feasible to adapt the solution to work on a Kubernetes platform that we support."
"The product is trying to be more maturity in terms of connectors. That, I believe, is an area where Cloud Pak can improve."
"The solution's user experience is an area that has room for improvement."
"The technical support could be a little better."
"The interface could improve because sometimes it becomes slow. Sometimes there is a delay between clicks when using the software, which can make the development process slow. It can take a few seconds to complete one action, and then a few more seconds to do the next one."
"Cloud Pak would be improved with integration with cloud service providers like Cloudera."
"The product must improve its performance."
"The solution could have more connectors."
"Sometimes we experience disconnections and I have to close all Jitterbit programs."
"There were some bugs in the product. For example if you run a delete query and test, it deletes the actual data."
"Sometimes additional connectors are needed."
"I would like the ability to offer a dedicated cloud version for security."
"The initial setup can be a little bit difficult."
"You need to have some development skills or hire a Jitterbit engineer to make changes."
"In the past few months, there have been some server downtimes during work hours that have affected some critical scheduled integrations."
"Its API management capabilities need improvement."
 

Pricing and Cost Advice

"I don't have the exact licensing cost for IBM Cloud Pak for Data, as my company is still finalizing requirements, including monthly, yearly, and three-year licensing fees. Still, on a scale of one to five, I'd rate it a three because, compared to other vendors, it's more complicated."
"For the licensing of the solution, there is a yearly payment that needs to be made. Also, since it is expensive, cost-wise, I rate the solution an eight or nine out of ten."
"IBM Cloud Pak for Data is expensive. If we include the training time and the machine learning, it's expensive. The cost of the execution is more reasonable."
"It's quite expensive."
"I think that this product is too expensive for smaller companies."
"The solution's pricing is competitive with that of other vendors."
"Cloud Pak's cost is a little high."
"The solution is expensive."
"The Jitterbit price is based upon endpoints. They also offer ERP connectors with their Enterprise edition"
"The solution's cost is mid-ranged compared to other vendors."
"The added bonus is that Jitterbit doesn't charge for any data volume/traffic."
"Each business needs to determine if it is a mission critical aspect."
"Jitterbit was extremely cost effective for us compared to other options."
"I do believe Jitterbit has one of the better pricing and licensing options out there compared to its competitors."
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Top Industries

By visitors reading reviews
Financial Services Firm
30%
Manufacturing Company
11%
Computer Software Company
9%
Government
5%
Financial Services Firm
16%
Computer Software Company
16%
Comms Service Provider
9%
Non Profit
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

Questions from the Community

What do you like most about IBM Cloud Pak for Data?
DataStage allows me to connect to different data sources.
What is your experience regarding pricing and costs for IBM Cloud Pak for Data?
The setup cost is very expensive. The cost depends on the pieces of the solution I'm using, how much data I have, and whether it's on the cloud or on-prem.
What needs improvement with IBM Cloud Pak for Data?
What I would love to see is an end-to-end, almost a training demo database of some sort, where one of the biggest problems with data management is demonstrated. There are so many components to data...
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Also Known As

Cloud Pak for Data
Jitterbit, Jitterbit Harmony
 

Overview

 

Sample Customers

Qatar Development Bank, GuideWell, Skanderborg Music Festival
LA Metro, Mophie, Club Auto, University of Miami, Exostar, Dialog Direct, Avero, Greenpoint Technologies, Berklee Online, Odyssey, KeyedIn Solutions, Swish Maintenance, SPP Pumps Limited, Talent Plus, Ricoh Canada, Televerde, Reed Construction Data, Sika US, Sunkist Growers
Find out what your peers are saying about IBM Cloud Pak for Data vs. Jitterbit Harmony and other solutions. Updated: July 2025.
865,484 professionals have used our research since 2012.