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IBM Cloud Pak for Data vs Jitterbit Harmony comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 9, 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
25th
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
34th
Average Rating
8.6
Reviews Sentiment
7.3
Number of Reviews
13
Ranking in other categories
Workload Automation (19th), Cloud Data Integration (19th), Integration Platform as a Service (iPaaS) (14th)
 

Mindshare comparison

As of May 2025, in the Data Integration category, the mindshare of IBM Cloud Pak for Data is 1.8%, up from 1.7% compared to the previous year. The mindshare of Jitterbit Harmony is 0.3%, 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

"You can model the data there, connect the data models with the business processes and create data lineage processes."
"IBM Watson Catalog and data pipelines are the most valuable features of the solution."
"DataStage allows me to connect to different data sources."
"Cloud Pak's most valuable features are IBM MQ, IBM App Connect, IBM API Connect, and ISPF."
"What I found most helpful in IBM Cloud Pak for Data is containerization, which means it's easy to shift and leave in terms of moving to other clouds. That's an advantage of IBM Cloud Pak for Data."
"It is a scalable solution, and we have had no issues with its scalability in our company. I rate the solution's scalability a nine out of ten."
"The most valuable features are data virtualization and reporting."
"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."
"Easy integration with Salesforce"
"It runs like an appliance and has tremendous throughput."
"The Cloud Console for monitoring and troubleshooting data operations."
"It is very easy to build integrations and processes to pull and push data."
"Integrity, ease of use, user-friendly user interface, and errorless logs are the most valuable features."
"The fluid user interface (probably the most user friendly interface, when compared to its competitors)."
"Jitterbit provides the ability to quickly map data between files and databases."
"We only use small parts of the solution, however, the parts that we use are quite adequate."
 

Cons

"One thing that bugs me is how much infrastructure Cloud Pak requires for the initial deployment. It doesn't allow you to start small. The smallest permitted deployment is too big. It's a huge problem that prevents us from implementing the solution in many scenarios."
"The solution's catalog searching or map search needs to be improved."
"The technical support could be a little better."
"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."
"There is a solution that is part of IBM Cloud Pak for Data called Watson OpenScale. It is used to monitor the deployed models for the quality and fairness of the results. This is one area that needs a lot of improvement."
"The solution's user experience is an area that has room for improvement."
"Cloud Pak would be improved with integration with cloud service providers like Cloudera."
"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."
"Sometimes we experience disconnections and I have to close all Jitterbit programs."
"I know with Salesforce updating the UI like they did, it slowed it down a lot."
"There were some bugs in the product. For example if you run a delete query and test, it deletes the actual data."
"Looping through complex data structures can be difficult."
"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."
"The initial setup can be a little bit difficult."
"You need to have some development skills or hire a Jitterbit engineer to make changes."
 

Pricing and Cost Advice

"It's quite expensive."
"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."
"The solution's pricing is competitive with that of other vendors."
"Cloud Pak's cost is a little high."
"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."
"The solution is expensive."
"I think that this product is too expensive for smaller companies."
"The solution's cost is mid-ranged compared to other vendors."
"Each business needs to determine if it is a mission critical aspect."
"The Jitterbit price is based upon endpoints. They also offer ERP connectors with their Enterprise edition"
"I do believe Jitterbit has one of the better pricing and licensing options out there compared to its competitors."
"The added bonus is that Jitterbit doesn't charge for any data volume/traffic."
"Jitterbit was extremely cost effective for us compared to other options."
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Top Industries

By visitors reading reviews
Financial Services Firm
27%
Computer Software Company
11%
Manufacturing Company
10%
Government
7%
Computer Software Company
19%
Financial Services Firm
15%
Manufacturing Company
9%
Comms Service Provider
7%
 

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...
What is your experience regarding pricing and costs for Jitterbit Harmony Platform?
The solution's cost is mid-ranged compared to other vendors. I rate its pricing a six out of ten.
What needs improvement with Jitterbit Harmony Platform?
The solution's API management capabilities need improvement.
 

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: April 2025.
850,236 professionals have used our research since 2012.