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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
19th
Average Rating
8.8
Reviews Sentiment
6.8
Number of Reviews
5
Ranking in other categories
Data Integration (24th)
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 (54th), Cloud Data Integration (26th), 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 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."
"JAMS offers diverse scheduling capabilities for any kind of job, including Linux, PowerShell scripts, and SQL, enabling automation of jobs, which has proven beautiful after three years of usage."
"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."
"Our company is based on data. Everything we do is data-driven, so it has been very valuable having one place where we can process all of the data and do batch schedules with chunks of data."
"One of the things I like the most, as a SQL DBA, is the fact that we can manipulate tables in the background. Also, the fact that you can have your own views and work with the product the way it fits best is a very helpful feature."
"The fact that we no longer need to use Excel spreadsheets is huge. Before JAMS, every group was keeping track of their own batch jobs. Nobody really knew what the other jobs were. So, if jobs failed, other groups wouldn't necessarily know. With JAMS, everything is done through a single scheduler. You can choose who to notify."
"JAMS has helped save IT staff time by automating tasks previously performed with scripts, and its scheduling feature has been particularly useful."
"Being able to create a series of chained jobs, which are basically linked jobs is valuable."
"Ab Initio reaches the highest performance and is very flexible in processing huge amounts of data."
"Ab Initio Co>Operating System support is the best I have encountered."
"The graphical interface of Ab Initio Co>Operating System is very easy to understand and allows me to visualize the data flow effectively."
"Co>Operating System's most valuable feature is its ability to process bulk data effectively."
"Ab Initio Co>Operating System excels at providing data lineage regardless of the type of data I have."
"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."
"It runs like an appliance and has tremendous throughput."
"The Cloud Console for monitoring and troubleshooting data operations."
"It is a scalable solution."
"The fluid user interface (probably the most user friendly interface, when compared to its competitors)."
"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."
 

Cons

"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 search capability needs to be improved because when we try to search for a job, it's hard to do."
"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."
"It is important to receive notifications if a charged job fails and SQL is halted. JAMS does not provide halted notifications by default, which is a critical feature that needs to be added."
"The product does not allow the users to cut and paste the job names from the screen."
"JAMS notifications for hung jobs could be improved."
"The only thing that they could improve on is the fact that they don't have a browser version of JAMS. They've got all the bits and pieces there if you want to build your own web version of it. It does come with a web client, but it's pretty clunky. They could improve on that."
"We have had a lot of people working from home who can't always connect to the JAMS server. We use VPN, as most companies do, and we have it set up so that everybody can access the JAMS server. But many times, our people cannot access it... JAMS could do a better job of telling you what the problem is when you try to log in to the server."
"Ab Initio Co>Operating System is a very expensive product."
"While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficult to understand."
"An awesome improvement would be big data solutions, for example, implementing some kind of business intelligence or neural networks for artificial intelligence."
"Co>Operating System would be improved with more integrations for less well-known technologies."
"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."
"You need to have some development skills or hire a Jitterbit engineer to make changes."
"I know with Salesforce updating the UI like they did, it slowed it down a lot."
"Sometimes we experience disconnections and I have to close all Jitterbit programs."
"The initial setup can be a little bit difficult."
"Its API management capabilities need improvement."
"Sometimes additional connectors are needed."
 

Pricing and Cost Advice

"The product is reasonably priced, and we don't have any add-ons."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"The licensing model for JAMS is straightforward and based on the number of agents, not the number of jobs you run. It's cheap and fairly simple."
"The pricing is very fair. We have seen very minimal to no price increases over the years. We are not banging down the door of support all the time either. I would imagine if we were a company that submitted a dozen support tickets a week for the last nine years, then it might be a little different because we would be eating up everybody's time. However, for what we get out of it, the pricing is extremely fair. Back when we were originally looking and brought in JAMS, we were looking at a couple of the other competitive products that were in this space, but the pricing from JAMS was far and away better than what the other competitors could offer for the same functionality."
"JAMS is close to the lower end of the pricing models for enterprise scheduling solutions. They are much cheaper than Control-M, as well as some other products that I've used. I also don't know of another solution where you can actually get true, unlimited licensing, where you can have as many instances and as many agents as you want."
"Our licensing is pretty cheap because we have a state solution. So, we pay only $1,000 a year."
"It's expensive, to be honest, but it does the job."
"The pricing of JAMS has not been an issue for us, as it has allowed us to save time."
"Co>Operating System's pricing is on the expensive end since it tends to be used by big enterprises."
"The Jitterbit price is based upon endpoints. They also offer ERP connectors with their Enterprise edition"
"Jitterbit was extremely cost effective for us compared to other options."
"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."
"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
14%
Computer Software Company
11%
Manufacturing Company
10%
Healthcare Company
5%
Financial Services Firm
32%
Computer Software Company
7%
Insurance Company
5%
Healthcare Company
5%
Financial Services Firm
16%
Computer Software Company
14%
Manufacturing Company
9%
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.
881,082 professionals have used our research since 2012.