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AWS Glue vs Zapier comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 3, 2024

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
6.9
AWS Glue delivers cost-effective efficiency, reducing setup costs and time while providing favorable ROI for limited pipeline needs.
Sentiment score
6.5
Users experience benefits from Zapier's automation and cost savings, though calculating specific ROI can be challenging.
I advocate using Glue in such cases.
In a scenario where employing three resources for three months might cost approximately $18,000 to $20,000, Zapier provides substantial cost savings.
 

Customer Service

Sentiment score
6.8
AWS Glue users appreciate technical support for its reliability and helpfulness, but desire improvements in response consistency and fees.
Sentiment score
7.2
Mixed experiences with Zapier support: praised for responsiveness and knowledge, yet some note delays and lack of chat.
Upgrades occur every four months, and new developments coincide with version updates.
Their technical support is good; they respond promptly and are very helpful.
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.
Sometimes, in my early days, when I was stuck with something, they helped me solve these issues, and even helped me solve some of my automations.
 

Scalability Issues

Sentiment score
8.0
AWS Glue offers seamless, scalable data handling with serverless architecture, though some see potential for resource management improvements.
Sentiment score
7.6
Zapier is ideal for small businesses prioritizing simple tasks, though costs and stability may concern larger organizations.
It is beneficial to upgrade jobs, and we conduct extensive testing in development before migrating to production.
It can easily handle data from one terabyte to 100 terabytes or more, scaling nicely with larger datasets.
Zapier is suitable for small or simpler automation but not for complex ones.
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.
 

Stability Issues

Sentiment score
8.0
AWS Glue is highly reliable, seamlessly integrates with AWS, and benefits from serverless architecture, managed support, and easy troubleshooting.
Sentiment score
6.9
Users find Zapier reliable, with minor issues often linked to third-party tools, and rate stability highly for varied needs.
AWS Glue is highly stable, and I would rate its stability as nine.
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.
 

Room For Improvement

AWS Glue users seek quicker start-up, better UI, Java support, multi-cloud compatibility, cost reduction, and improved documentation and support.
Zapier users face issues with Google Sheets, insufficient integrations, complex workflows, high costs, and limited customization and support.
Migrating jobs from version 3.0 to 4.0 can present compatibility issues.
With AWS, I gather data from multiple sources, clean it up, normalize it, de-duplicate it, and make it presentable.
A more user-friendly and simpler process would help speed up the deployment process.
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.
You can build similar or dependent automations in one Zap, which helps with understanding the process without switching between different records.
I would appreciate if there would be a feature where we can use actions right after loops. Currently, you cannot use any other action after the loop. Everything needs to be within the loop.
 

Setup Cost

AWS Glue offers flexible pay-as-you-go pricing, affordable yet costly for smaller firms, with extra costs for technical support.
Enterprise buyers find Zapier cost-effective for its integrations, despite some viewing it as pricier than alternatives.
Costing depends on resource usage, and cost optimization may involve redesigning jobs for flexibility.
AWS charges based on runtime, which can be quite pricey.
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.
The pricing is in accordance with market standards and even lower in some cases.
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.
 

Valuable Features

AWS Glue features a user-friendly, scalable interface, ensuring seamless integration, effective ETL tasks, and cost-effective data transformation.
Zapier offers over 20,000 integrations, automating workflows without coding, enhancing productivity with user-friendly, drag-and-drop functionality.
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.
AWS Glue's most valuable features include its transformation capabilities, which provide data quality and shape for processing in ML or AI models.
I think if I'm working with big data, common languages like Python work quite nicely, which is advantageous.
They have approximately 7,000 connections.
Even a person with no technical knowledge can use Zapier to create automations.
The automation capabilities are impressive.
 

Categories and Ranking

AWS Glue
Ranking in Cloud Data Integration
1st
Average Rating
7.8
Reviews Sentiment
7.0
Number of Reviews
49
Ranking in other categories
No ranking in other categories
Zapier
Ranking in Cloud Data Integration
10th
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
49
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of July 2025, in the Cloud Data Integration category, the mindshare of AWS Glue is 18.6%, down from 22.2% compared to the previous year. The mindshare of Zapier is 2.2%, up from 1.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Data Integration
 

Featured Reviews

Saurabh Jaiswal - PeerSpot reviewer
Enables seamless integration and data preparation with robust transformation capabilities
AWS Glue's most valuable features include its transformation capabilities, which provide data quality and shape for processing in ML or AI models. It offers transformation options on canvas or through ETL pipelines, notebooks, and code. Additionally, it supports data preparation, cleaning, and filtering seamlessly. AWS Glue also enhances job scheduling and orchestration capabilities, integrating with AWS Glue Studio for comprehensive data workflow management.
Sachin Shrtivastava - PeerSpot reviewer
Automation of simple tasks improves with user-friendly interface but needs enhancement in handling complex scenarios
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 scenario or automation is complex, it becomes difficult to create and deploy because of various routes. For example, with 20 routes, it becomes really difficult to create them due to certain limits, and the UI is not conducive for viewing all the routes.
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Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
13%
Manufacturing Company
8%
Government
6%
Computer Software Company
11%
Financial Services Firm
10%
University
7%
Educational Organization
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

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?
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...
 

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: June 2025.
860,592 professionals have used our research since 2012.