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AWS Glue vs Zapier comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 11, 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
6.1
Zapier offers time-saving automation with varied ROI, often seen as cost-effective and a valuable investment despite indirect impacts.
I advocate using Glue in such cases.
Data Architect at a financial services firm with 10,001+ employees
In a scenario where employing three resources for three months might cost approximately $18,000 to $20,000, Zapier provides substantial cost savings.
Chief Technology Advocate at PURESOFT GLOBAL LLC
 

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
7.0
Zapier's customer support is generally rated positively for efficiency, though some desire improved live chat options.
Upgrades occur every four months, and new developments coincide with version updates.
Principal Consultant at a retailer with 1,001-5,000 employees
For complex Glue-related problems such as job failures or permission issues, their documentation is good, but having direct access to support helps cut down troubleshooting time significantly.
application security engineer at Hyperspace IT India
Their technical support is good; they respond promptly and are very helpful.
Go High Level Manager at Virtual Worker Now
This can help if you need assistance, as you can communicate with the community and support system, and most issues are already resolved by AI.
Automation Engineer at Axe Automation
The experience was positive with prompt responses from their team.
Chief Technology Advocate at PURESOFT GLOBAL LLC
 

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
7.4
Zapier is adaptable for small to mid-size businesses, but scaling can be costly and less suitable for complex automations.
It is beneficial to upgrade jobs, and we conduct extensive testing in development before migrating to production.
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
Zapier is suitable for small or simpler automation but not for complex ones.
Automation Engineer at Axe Automation
Scaling it gets quite expensive, and while I cannot evaluate it purely from a technology perspective, compared to Workato, I would give Zapier a seven for scalability.
Product Owner | Integration
 

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
6.7
Most users find Zapier reliable, despite occasional connectivity issues and challenges with integration changes affecting performance.
AWS Glue is highly stable, and I would rate its stability as nine.
Python AWS & AI Expert at a tech consulting company
In my current company, we had significant challenges with Zapier regarding maintenance, as Zaps were often broken, not necessarily due to Zapier, but due to changes in the input variables.
Product Owner | Integration
 

Room For Improvement

AWS Glue faces challenges with startup times, interface complexity, language limitations, cost, performance, integration, and multi-cloud compatibility.
Zapier needs better Google Sheets features, API support, UI improvements, enhanced logic functions, documentation, and integration capabilities.
Migrating jobs from version 3.0 to 4.0 can present compatibility issues.
Principal Consultant at a retailer with 1,001-5,000 employees
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
A more user-friendly and simpler process would help speed up the deployment process.
Python AWS & AI Expert at a tech consulting company
The error message options in the dashboard should be improved. It should be user-friendly so that beginners or non-technical users can figure out the problems and solutions on their own.
Webflow Developer at Qureos
You can build similar or dependent automations in one Zap, which helps with understanding the process without switching between different records.
Product Owner | Integration
Having flexibility in creating more complex automation would eliminate the need to transform data within the source or destination.
Business Intelligence Developer at a consultancy with 51-200 employees
 

Setup Cost

AWS Glue offers flexible, efficient serverless architecture but can be costly and unpredictable, especially for smaller organizations.
Zapier's pricing ranges from free to $800, depending on usage, with mixed opinions on cost versus time-saving benefits.
Costing depends on resource usage, and cost optimization may involve redesigning jobs for flexibility.
Principal Consultant at a retailer with 1,001-5,000 employees
AWS charges based on runtime, which can be quite pricey.
Data Architect at a financial services firm with 10,001+ employees
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
The pricing is in accordance with market standards and even lower in some cases.
Chief Technology Advocate at PURESOFT GLOBAL LLC
The pricing of Zapier is slightly higher compared to other market automation tools such as Pabbly, Make.com, and N8N, which have good features but are priced lower than Zapier.
Go High Level Manager at Virtual Worker Now
 

Valuable Features

AWS Glue excels with its easy interface, scalable ETL processing, seamless AWS integration, affordability, and serverless architecture.
Zapier seamlessly connects apps for task automation, offering intuitive interfaces with advanced features like webhooks and multi-step zaps.
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
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
They have approximately 7,000 connections.
Product Owner | Integration
The automation capabilities are impressive.
Business Intelligence Developer at a consultancy with 51-200 employees
Creating integration points through webhooks is particularly useful for anyone working on integration projects.
Chief Technology Advocate at PURESOFT GLOBAL LLC
 

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
Zapier
Ranking in Cloud Data Integration
12th
Average Rating
8.4
Reviews Sentiment
6.8
Number of Reviews
48
Ranking in other categories
Data Integration (17th), Business Orchestration and Automation Technologies (15th), AI Software Development (13th)
 

Mindshare comparison

As of December 2025, in the Cloud Data Integration category, the mindshare of AWS Glue is 10.9%, down from 20.0% compared to the previous year. The mindshare of Zapier is 2.4%, up from 1.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Data Integration Market Share Distribution
ProductMarket Share (%)
AWS Glue10.9%
Zapier2.4%
Other86.7%
Cloud Data Integration
 

Featured Reviews

NS
Principal Consultant at a retailer with 1,001-5,000 employees
The solution improves ETL performance but faces challenges with version upgrades
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. It is serverless, so I do not need to worry about other integrations. It runs on a serverless VM. Glue services from AWS are regularly upgraded with new properties and functions. We use PySpark and other frameworks, which help customize our ETL process in a standard way. During our process, we utilized the typical SQL ITIL process standard in Glue-oriented ETL services, which helped us improve performance and time. AWS running time, mostly during the morning, saved us time compared to the old ETL method. There are many email notifications once a job is successful or fails, and we get notifications using SES or AWS's Simple Notification Service. Glue is integrated with both email alerts, and we are responsible for managing the full data journey from end to end.
RL
Product Owner | Integration
Diverse integration options support workflow automation while pricing and support need improvements
You can build similar or dependent automations in one Zap, which helps with understanding the process without switching between different records. I would appreciate quicker response times and more direct interactions. It would be great to have a direct contact person for support, but bigger companies usually have solution partners handling support. I do not have a solution partner for Zapier due to using it for small use cases.
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Use our free recommendation engine to learn which Cloud Data Integration solutions are best for your needs.
879,259 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
12%
Manufacturing Company
8%
Government
6%
Computer Software Company
9%
University
9%
Retailer
8%
Financial Services Firm
8%
 

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 Business30
Midsize Enterprise10
Large Enterprise7
 

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...
What do you like most about Zapier?
The product's most valuable feature is automation.
What is your experience regarding pricing and costs for Zapier?
The pricing is in accordance with market standards and even lower in some cases. The license setup cost is reasonable.
What needs improvement with Zapier?
In my opinion, what could be improved in Zapier is its UI, which operates as a one-line system. Compared to Make.com and other tools that have a drag-and-drop system, this is lacking. If the scenar...
 

Comparisons

 

Overview

 

Sample Customers

bp, Cerner, Expedia, Finra, HESS, intuit, Kellog's, Philips, TIME, workday
BuzzFeed, Groupon, Spotify, Columbia University, FOX
Find out what your peers are saying about AWS Glue vs. Zapier and other solutions. Updated: December 2025.
879,259 professionals have used our research since 2012.