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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
6.8
Zapier is praised for automation and cost savings, offering significant value especially in early stages despite ROI challenges.
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
7.6
Zapier's technical support is praised for efficiency and competence, though some users desire more immediate communication options.
Upgrades occur every four months, and new developments coincide with version updates.
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.
The experience was positive with prompt responses from their team.
 

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
7.7
Zapier is ideal for small to mid-sized businesses, offering effective scalability and integration, but may not suit larger enterprises.
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.
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 generally find Zapier reliable with occasional minor issues often linked to external factors, rating stability six to nine.
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 desire enhanced features, better integrations, improved support, and more flexibility alongside competitive pricing and comprehensive documentation.
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.
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.
Having flexibility in creating more complex automation would eliminate the need to transform data within the source or destination.
 

Setup Cost

AWS Glue offers flexible pay-as-you-go pricing, affordable yet costly for smaller firms, with extra costs for technical support.
Zapier offers flexible pricing, with costs rising for heavy use, yet many find it valuable for automation and time savings.
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.
 

Valuable Features

AWS Glue features a user-friendly, scalable interface, ensuring seamless integration, effective ETL tasks, and cost-effective data transformation.
Zapier facilitates seamless app integration and task automation with user-friendly tools, supporting platforms like Salesforce and Google Sheets.
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
13th
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
45
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of June 2025, in the Cloud Data Integration category, the mindshare of AWS Glue is 19.7%, down from 22.1% compared to the previous year. The mindshare of Zapier is 2.0%, 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.
FrankHo - PeerSpot reviewer
Though the tool offers a visually appealing UI, it needs to improve its documentation
With Zapier, improvements are required in the areas of concerns like bugs, ease of use, and documentation. The product has many bugs, so users have to wait for a period ranging from five minutes to an hour to see where the Zap went. In Zapier, Zaps aren't very understandable owing to the way they work. As a user, you would think that in Zapier, a Zap works in a particular way once you set it up, but it won't happen. At times, some Zaps can interfere with each other, because of which there might be infinite loops that may occur, owing to which multiple Zaps continue to run or break down in general, after which nothing would run in your environment. You would not be notified about the breakdown of Zaps. The bugs in the product may be considered to understand or get an explanation of how Zaps works between software systems, so for something between Gmail and HubSpot, Zapier would explain through better documentation what would work and what wouldn't work. Maybe if Zapier had better functionality with Python or any other coding language in general, it would make the product a lot better.
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Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
13%
Manufacturing Company
8%
Government
7%
Computer Software Company
14%
Financial Services Firm
10%
University
9%
Educational Organization
6%
 

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 suitable. It's not cheap, but not expensive.
What needs improvement with Zapier?
The pricing could be a little cheaper.
 

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.
856,873 professionals have used our research since 2012.