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AWS Glue vs Jitterbit Harmony comparison

 

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:
 

ROI

Sentiment score
5.9
Organizations find AWS Glue efficient and cost-effective despite overhead costs, though some consider alternatives due to budget constraints.
Sentiment score
7.2
Jitterbit Harmony improves data integration efficiency, reduces costs, automates tasks, requires less training, and enhances performance, providing high ROI.
I advocate using Glue in such cases.
Data Architect at a financial services firm with 10,001+ employees
 

Customer Service

Sentiment score
6.5
AWS Glue customer service is praised for responsiveness and effectiveness, with mixed feedback on support speed, costs, and consistency.
Sentiment score
8.8
Customers commend Jitterbit Harmony support for its responsive, efficient service, detailed guidance, knowledgeable staff, and extensive resources.
I would rate AWS support eight out of ten because they are technically strong and helpful in debugging complex Glue and cloud issues, and they are very responsive.
application security engineer at Hyperspace IT India
AWS's documentation is reliable, and careful reference often resolves missed upgrade details.
Principal Consultant at a retailer with 1,001-5,000 employees
 

Scalability Issues

Sentiment score
7.8
AWS Glue is highly scalable and serverless, praised for easy resource management, but needs better parallel computation.
Sentiment score
7.8
Users find Jitterbit Harmony reliable and efficient, with smooth implementation and consistent performance for expanding data integration needs.
For jobs requiring multiple RAM usage, we increase the number of workers accordingly.
Principal Consultant at a retailer with 1,001-5,000 employees
It can easily handle data from one terabyte to 100 terabytes or more, scaling nicely with larger datasets.
Python AWS & AI Expert at a tech consulting company
 

Stability Issues

Sentiment score
7.9
AWS Glue is stable and reliable with minor issues, scaling well, and efficient due to serverless architecture and tool integration.
Sentiment score
6.3
Users praise Jitterbit Harmony for its stability, reliability, ability to handle large data, and strong support, boosting user confidence.
AWS Glue is highly stable, and I would rate its stability as nine.
Python AWS & AI Expert at a tech consulting company
 

Room For Improvement

AWS Glue faces challenges with startup times, interface complexity, language limitations, cost, performance, integration, and multi-cloud compatibility.
Users find Jitterbit Harmony needing faster processing, improved support, better integration, stability, clearer documentation, competitive pricing, simpler setup, and regular updates.
With AWS, I gather data from multiple sources, clean it up, normalize it, de-duplicate it, and make it presentable.
Data Architect at a financial services firm with 10,001+ employees
Learning the latest functionalities is crucial, and while challenging, it is a vital part of staying current and ensuring an efficient ETL process.
Principal Consultant at a retailer with 1,001-5,000 employees
A more user-friendly and simpler process would help speed up the deployment process.
Python AWS & AI Expert at a tech consulting company
 

Setup Cost

AWS Glue offers flexible, efficient serverless architecture but can be costly and unpredictable, especially for smaller organizations.
Jitterbit Harmony provides flexible and cost-effective pricing for different integration needs, requiring direct consultation for customized quotes.
AWS charges based on runtime, which can be quite pricey.
Data Architect at a financial services firm with 10,001+ employees
Regarding AWS Glue's pricing, it is not more expensive; rather, it is very reasonable, but it is not cheap.
application security engineer at Hyperspace IT India
The smallest cost for a project is around €700, while the largest can reach up to €7,000 based on the scale of the usage.
Python AWS & AI Expert at a tech consulting company
 

Valuable Features

AWS Glue excels with its easy interface, scalable ETL processing, seamless AWS integration, affordability, and serverless architecture.
Users praise Jitterbit Harmony's intuitive interface, powerful integration, seamless connectivity, drag-and-drop function, real-time sync, and pre-built connectors.
AWS Glue's most valuable features include its transformation capabilities, which provide data quality and shape for processing in ML or AI models.
Python AWS & AI Expert at a tech consulting company
AWS Glue has reduced efforts by 60%, which is the main benefit.
application security engineer at Hyperspace IT India
For ETL, I feel the performance is excellent. If I create jobs in a standard way, the performance is great, and maintenance is also seamless.
Principal Consultant at a retailer with 1,001-5,000 employees
 

Categories and Ranking

AWS Glue
Ranking in Cloud Data Integration
1st
Average Rating
7.8
Reviews Sentiment
6.9
Number of Reviews
50
Ranking in other categories
No ranking in other categories
Jitterbit Harmony
Ranking in Cloud Data Integration
26th
Average Rating
8.6
Reviews Sentiment
7.3
Number of Reviews
13
Ranking in other categories
Data Integration (54th), Workload Automation (31st), Integration Platform as a Service (iPaaS) (18th)
 

Mindshare comparison

As of January 2026, in the Cloud Data Integration category, the mindshare of AWS Glue is 9.8%, down from 19.9% compared to the previous year. The mindshare of Jitterbit Harmony is 1.7%, up from 0.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Data Integration Market Share Distribution
ProductMarket Share (%)
AWS Glue9.8%
Jitterbit Harmony1.7%
Other88.5%
Cloud Data Integration
 

Featured Reviews

SC
application security engineer at Hyperspace IT India
Efficient data integration reduces operational time and enhances metadata management
For the initial setup with AWS Glue, I find it easy to set up the data catalog and create Glue jobs using the visual editor or the visual code. Setting permission sets via IAM rules can be a bit tricky at the start, but we ensure Glue has access to AWS S3, Redshift, and other services. Once the role is configured, it runs smoothly. For advanced configurations, connecting to VPCs and setting up connections with JDBC sources takes more time compared to my cloud experience, but overall, for someone with cloud and ETL experience, the setup is manageable and well done.
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…
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Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
12%
Manufacturing Company
7%
Government
6%
Financial Services Firm
15%
Computer Software Company
15%
Manufacturing Company
10%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise6
Large Enterprise32
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise3
Large Enterprise1
 

Questions from the Community

How do you select the right cloud ETL tool?
AWS Glue and Azure Data factory for ELT best performance cloud services.
How does Talend Open Studio compare with AWS Glue?
We reviewed AWS Glue before choosing Talend Open Studio. AWS Glue is the managed ETL (extract, transform, and load) from Amazon Web Services. AWS Glue enables AWS users to create and manage jobs in...
What are the most common use cases for AWS Glue?
AWS Glue's main use case is for allowing users to discover, prepare, move, and integrate data from multiple sources. The product lets you use this data for analytics, application development, or ma...
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Also Known As

No data available
Jitterbit, Jitterbit Harmony
 

Overview

 

Sample Customers

bp, Cerner, Expedia, Finra, HESS, intuit, Kellog's, Philips, TIME, workday
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 AWS Glue vs. Jitterbit Harmony and other solutions. Updated: December 2025.
879,768 professionals have used our research since 2012.