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Ab Initio Co>Operating System vs Jitterbit Harmony comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Dec 28, 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

JAMS
Sponsored
Ranking in Workload Automation
3rd
Average Rating
8.8
Reviews Sentiment
6.7
Number of Reviews
37
Ranking in other categories
No ranking in other categories
Ab Initio Co>Operating System
Ranking in Workload Automation
18th
Average Rating
8.8
Reviews Sentiment
6.8
Number of Reviews
5
Ranking in other categories
Data Integration (27th)
Jitterbit Harmony
Ranking in Workload Automation
31st
Average Rating
8.6
Reviews Sentiment
7.3
Number of Reviews
13
Ranking in other categories
Data Integration (53rd), Cloud Data Integration (25th), Integration Platform as a Service (iPaaS) (18th)
 

Featured Reviews

reviewer2770605 - PeerSpot reviewer
Cloud Engineer at a financial services firm with 501-1,000 employees
Has streamlined complex job scheduling across scripting languages while reducing manual effort
JAMS could be improved with a web client that is accessible and as fast as a normal website, eliminating the need to RDP to the servers to access the JAMS client. A functionality running on the JAMS server to continuously check the JAMS agents would ensure they are working properly. If an agent is not responding, a feature to restart the service from the job server machine would be beneficial. The upgrade process, particularly when switching from V6 to V7, could be clearer in terms of documentation, ideally with screenshots showing exactly what needs to be done on each screen.
AM
Senior Solutions Architect at IDS Comercial
Enables creation of sophisticated applications with powerful parallelism and quick, effective support
The most valuable features of Ab Initio Co>Operating System are its performance and the ability to implement parallelism. There are three kinds of parallelism in Ab Initio Co>Operating System, which allow us to create very sophisticated solutions for almost any kind of application. This parallelism is one of the strongest features. Additionally, its scalability offers a unique way to escalate applications that differs from other technologies. In terms of data processing, the emphasis is on understanding the data. Data profiling is fundamental, and Ab Initio Co>Operating System integrates tools to perform this within the GDE, as well as specialized products for this purpose. Data profiling graphs can be implemented when necessary to understand the data sources.
Mohamed Abd Kader - PeerSpot reviewer
Head of Enterprise Architecture at Mantrac Group
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

"The most valuable feature is the easily accessible data in the database because we run a lot of SQL scripting against the database."
"The interface is good, and it's very easy to define and create jobs. If a job is not running or there is an error, the solution will send an email. That's all very good and very useful."
"I find the historical tracking feature of JAMS invaluable for reviewing past events."
"The most valuable aspect of JAMS is its robustness."
"The overall product is fantastic. I love it. It has been a fantastic, solid product. If I have one tiny bit of a problem with it, the support team gets in touch with me right away. I don't know if I've had another service that has been as fantastic as the JAMS support team."
"The planning capabilities are most valuable."
"The most valuable feature of JAMS is its user-friendly interface, especially after upgrading from version six to seven."
"I didn't know about JAMS because I don't have a person with any challenges with the purchase administration. The feature or the user interface is user-friendly because of the readable icons or very descriptive icons. Though I'm a beginning user of JAMS, I had no issues using it."
"The graphical interface of Ab Initio Co>Operating System is very easy to understand and allows me to visualize the data flow effectively."
"Ab Initio Co>Operating System excels at providing data lineage regardless of the type of data I have."
"Ab Initio reaches the highest performance and is very flexible in processing huge amounts of data."
"Co>Operating System's most valuable feature is its ability to process bulk data effectively."
"Ab Initio Co>Operating System support is the best I have encountered."
"It is very easy to build integrations and processes to pull and push data."
"The Cloud Console for monitoring and troubleshooting data operations."
"It is a scalable solution."
"We only use small parts of the solution, however, the parts that we use are quite adequate."
"Easy integration with Salesforce"
"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 handles the most lines of data in a .csv and loads the quickest of any data loader I have tried."
 

Cons

"When looking at a folder in JAMS with many jobs, it would be good to have better information in the list display of what's inside those jobs. We get some information, but other important details are missing."
"JAMS has built-in reporting. I've never really used it. I tried using it a few years ago and I couldn't figure it out. It was wonky. It could be improved upon."
"JAMS handles exceptions fairly well but there are some areas where it might improve a little bit. It has to do with being able to automatically handle exceptions, out-of-the-box, rather than having to code them."
"I want JAMS to implement a global search function."
"The monitoring of the JAMS product and its performance is an area of concern for me."
"If around 5,000 or more jobs run at a time, JAMS slows down, and we have to wait around five to 10 minutes or restart JAMS scheduler services."
"The ACL or access permission area needs to be improved. When it comes to defining and providing security permissions, it's a bit confusing if you are new to JAMS. JAMS needs to improve the features for security access or permissions."
"It does validations when you try to delete an object and if there are any dependencies in place, the deletion process will not proceed... there is no information provided as to what it was that caused the validation to fail... it's quite a tedious process to find which object is getting in the way."
"While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficult to understand."
"Co>Operating System would be improved with more integrations for less well-known technologies."
"Ab Initio Co>Operating System is a very expensive product."
"An awesome improvement would be big data solutions, for example, implementing some kind of business intelligence or neural networks for artificial intelligence."
"The initial setup can be a little bit difficult."
"Sometimes we experience disconnections and I have to close all Jitterbit programs."
"Its API management capabilities need improvement."
"In the past few months, there have been some server downtimes during work hours that have affected some critical scheduled integrations."
"There were some bugs in the product. For example if you run a delete query and test, it deletes the actual data."
"You need to have some development skills or hire a Jitterbit engineer to make changes."
"I would like the ability to offer a dedicated cloud version for security."
"Looping through complex data structures can be difficult."
 

Pricing and Cost Advice

"It was $10,000 for the first year. Then, there is a maintenance cost for licensing every year that we get billed $5,000 for every year."
"Definitely check how many single processes you want to run and count them as jobs. That is how you would work out your pricing on JAMS. For example, if you're running a number of commands and you can put them all into one script and run that script, you can count that as one job."
"JAMS is relatively inexpensive, with additional costs only incurred for tags, other services, and optional support renewals."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"I haven't been involved in the financial side for several years, but we buy one host and unlimited agents, and we get a reasonable price for that. We're happy with the amount we pay and the scalability it provides."
"Take advantage of its scalability. You can start small. The initial cost is very reasonable. Once you have started picking up the tool and adopting it, then you can scale up from there and buy more agents."
"The product is reasonably priced, and we don't have any add-ons."
"JAMS is priced competitively compared to similar solutions and offers flexible licensing options to cater to user needs."
"Co>Operating System's pricing is on the expensive end since it tends to be used by big enterprises."
"The added bonus is that Jitterbit doesn't charge for any data volume/traffic."
"I do believe Jitterbit has one of the better pricing and licensing options out there compared to its competitors."
"The Jitterbit price is based upon endpoints. They also offer ERP connectors with their Enterprise edition"
"Each business needs to determine if it is a mission critical aspect."
"The solution's cost is mid-ranged compared to other vendors."
"Jitterbit was extremely cost effective for us compared to other options."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Computer Software Company
11%
Manufacturing Company
10%
Healthcare Company
5%
Financial Services Firm
31%
Computer Software Company
7%
Healthcare Company
5%
Insurance Company
5%
Outsourcing Company
18%
Computer Software Company
12%
Financial Services Firm
12%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise8
Large Enterprise18
No data available
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise3
Large Enterprise1
 

Questions from the Community

What do you like most about JAMS?
I find the historical tracking feature of JAMS invaluable for reviewing past events.
What is your experience regarding pricing and costs for JAMS?
They recently switched to subscription-based pricing, which increased. The price is fair considering the functionalit...
What needs improvement with JAMS?
As far as we are using JAMS version 6, it looks good and there is nothing major to add about it. Everything is functi...
What needs improvement with Ab Initio Co>Operating System?
While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficu...
What is your primary use case for Ab Initio Co>Operating System?
The flexibility of data type and source integration for my IT ecosystem is excellent because Ab Initio Co>Operatin...
What advice do you have for others considering Ab Initio Co>Operating System?
I have not been involved in the security access of the platform's data security features, but I know that Ab Initio C...
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Also Known As

No data available
Co>Operating System
Jitterbit, Jitterbit Harmony
 

Interactive Demo

Demo not available
Demo not available
 

Overview

 

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital
A multinational transportation company
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 Ab Initio Co>Operating System vs. Jitterbit Harmony and other solutions. Updated: January 2026.
881,733 professionals have used our research since 2012.