AWS Glue vs Denodo comparison

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AWS Glue

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Executive SummaryUpdated on Dec 3, 2024

Denodo and AWS Glue compete in the data integration and data virtualization category. Denodo appears to have an advantage in data virtualization and integration capabilities, while AWS Glue has the upper hand in seamless integration with AWS services and serverless capabilities.

Features: Denodo is preferred for its strong data virtualization features, allowing data abstraction and integration with multiple sources, including flat files and cloud databases, without moving data physically. AWS Glue stands out for its serverless architecture and smooth AWS services integration, offering a flexible data processing interface, efficient ETL features, and a robust data catalog.

Room for Improvement: Denodo users suggest enhancements in data catalog capabilities, improved connectivity, and better integration with metadata systems, alongside more comprehensive support and documentation. AWS Glue could benefit from improved user-friendliness, more intuitive documentation, and a smoother experience for non-technical users. Concerns include high costs, rigid pricing structure, and integration challenges with non-AWS tools.

Ease of Deployment and Customer Service: Denodo supports various deployment models such as on-premises, hybrid, and cloud, offering flexibility but sometimes faces integration challenges and mixed customer support reviews. AWS Glue excels in cloud environments and benefits from the AWS ecosystem, yet could improve in responsive support and ease of use for new AWS users. Its deployment is straightforward for existing AWS users but can present a learning curve for newcomers to AWS services.

Pricing and ROI: Denodo can be expensive and often structures pricing on CPU usage, posing predictability challenges, but offers ROI through improved processing times and decision-making abilities. AWS Glue's pay-as-you-go model supports scalability but may incur higher costs during peak usage, justifying expenses through efficient AWS integration. While ROI is visible in data processing, initial costs might be a hurdle for smaller businesses.

To learn more, read our detailed AWS Glue vs. Denodo Report (Updated: April 2026).

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AWS Glue vs. Denodo

April 2026

Helped 892,943 peers since 2012

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

6.5

Denodo boosts ROI by enabling rapid reporting, improving decision-making, and streamlining data integration for enhanced efficiency and customer satisfaction.

I advocate using Glue in such cases.

reviewer2322996

Data Architect at a financial services firm with 10,001+ employees

For more quotes and insights, download the AWS Glue report

It provides a positive return on investment for those who can connect multiple data sources and make data-driven decisions easily.

Patel-Dhulva

Information Technology Manager at Lockheed Martin

If you don't need to write a whole ETL to make the data virtualization, you need way fewer people to write a query instead of writing an ETL pipeline.

Douglas Camargo

Senior Backend Engineer at a pharma/biotech company with 51-200 employees

I have seen a return on investment, which showed up in improved customer satisfaction scores.

reviewer2787339

Vice President at a financial services firm with 10,001+ employees

For more quotes and insights, download the Denodo report

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

6.9

Denodo support is responsive and helpful, but some users face delays in bug resolution and unfriendliness in the portal.

Upgrades occur every four months, and new developments coincide with version updates.

For more quotes and insights, download the AWS Glue report

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.

Sridivya Chillappa

application security engineer at Hyperspace IT India

They have a good methodology for learning how to use the tool.

Jefferson Hernandez

Data Architecture and Engineering Specialist at coprocenva

Denodo's customer support team is very competent and responsive.

For more quotes and insights, download the Denodo report

Datawarehouse & BI consultant, Owner, Mananging partner at NesCon B.V.

If we raise a ticket, it can be resolved or addressed within a reasonable time frame, so support is good.

Atanu Chatterjee

Principal Architect at a manufacturing company with 10,001+ 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

7.1

Denodo effectively scales across organizations, managing many users and data sources, but performance may vary with automation and configuration.

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.

For more quotes and insights, download the AWS Glue report

Python AWS & AI Expert at a tech consulting company

For huge data requests, it cannot scale automatically; admin action is required.

Atanu Chatterjee

Principal Architect at a manufacturing company with 10,001+ employees

Denodo's scalability comes into play specifically when there is data transfer.

reviewer2787339

Vice President at a financial services firm with 10,001+ employees

My client has almost 100 million records, and the performance was impacted in a way that required optimization.

Mahmoud Soliman

Data Consultant at IT-Bots

For more quotes and insights, download the Denodo report

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

7.0

Denodo is stable and reliable in production, with minor issues, praised for robustness but needs technical expertise for optimization.

AWS Glue is highly stable, and I would rate its stability as nine.

For more quotes and insights, download the AWS Glue report

Python AWS & AI Expert at a tech consulting company

I would rate it nine out of ten because it is very reliable, always performing as expected.

For more quotes and insights, download the Denodo report

Datawarehouse & BI consultant, Owner, Mananging partner at NesCon B.V.

If JVM does not function properly, it may cause Denodo to fail to connect to different sources.

Snehasish Das

Technology Leader at eTCaaS

Denodo is stable and good.

JeffersonHernandez

Data Engineer at a consultancy with 11-50 employees

Room For Improvement

AWS Glue faces challenges with startup times, interface complexity, language limitations, cost, performance, integration, and multi-cloud compatibility.

Denodo should expand markets, improve UI and integration, address performance issues, and enhance support and documentation.

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.

reviewer2322996

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.

For more quotes and insights, download the AWS Glue report

Python AWS & AI Expert at a tech consulting company

Ensuring data caching is up to date is critical.

reviewer2592669

Director Software Engineer at a computer software company with 10,001+ employees

Denodo needs better communication on how the product can be deployed for specific solutions.

For more quotes and insights, download the Denodo report

Datawarehouse & BI consultant, Owner, Mananging partner at NesCon B.V.

The system has dependencies on other environments, like JVM, which can affect its performance.

Snehasish Das

Technology Leader at eTCaaS

Setup Cost

AWS Glue offers flexible, efficient serverless architecture but can be costly and unpredictable, especially for smaller organizations.

Denodo pricing is high, suitable for larger enterprises, with variable costs and value-enhancing features, seen as fair by many.

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.

reviewer2322996

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.

For more quotes and insights, download the AWS Glue report

Python AWS & AI Expert at a tech consulting company

For small companies, it's not a solution that most small companies can afford.

Douglas Camargo

Senior Backend Engineer at a pharma/biotech company with 51-200 employees

Denodo is considered pricey, limiting its use to large enterprises or government organizations that can afford its comprehensive setup.

For more quotes and insights, download the Denodo report

Datawarehouse & BI consultant, Owner, Mananging partner at NesCon B.V.

Denodo's pricing is not affordable for small companies and is more suitable for medium to large enterprises.

Snehasish Das

Technology Leader at eTCaaS

Valuable Features

AWS Glue excels with its easy interface, scalable ETL processing, seamless AWS integration, affordability, and serverless architecture.

Denodo excels in data integration, virtualization, governance, and scalability, enhancing user experience with API and query optimizations.

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.

For more quotes and insights, download the AWS Glue report

Python AWS & AI Expert at a tech consulting company

AWS Glue has reduced efforts by 60%, which is the main benefit.

Sridivya Chillappa

application security engineer at Hyperspace IT India

Denodo's ability to connect to multiple data sources and perform extract-transform-load (ETL) operations on the fly is noteworthy.

reviewer2592669

Director Software Engineer at a computer software company with 10,001+ employees

The most valuable feature of Denodo is its uniformity of self-site data access types, which allows it to connect to almost any storage technology and feed it transparently.

For more quotes and insights, download the Denodo report

Datawarehouse & BI consultant, Owner, Mananging partner at NesCon B.V.

Denodo supports SQL base, so if you want to join two tables or two views, you can use SQL, which is an advantage as most developers or business people know SQL.

Atanu Chatterjee

Principal Architect at a manufacturing company with 10,001+ employees

Categories and Ranking

AWS Glue

Ranking in Cloud Data Integration

1st

Average Rating

7.8

Reviews Sentiment

6.9

Number of Reviews

Ranking in other categories

No ranking in other categories

Denodo

Ranking in Cloud Data Integration

7th

Average Rating

8.0

Reviews Sentiment

6.7

Number of Reviews

Ranking in other categories

Data Integration (6th), Data Virtualization (1st), Data Management Platforms (DMP) (4th), AI Data Analysis (2nd)

Mindshare comparison

As of May 2026, in the Cloud Data Integration category, the mindshare of AWS Glue is 7.6%, down from 19.4% compared to the previous year. The mindshare of Denodo is 3.2%, down from 3.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Cloud Data Integration Mindshare Distribution
Product	Mindshare (%)
AWS Glue	7.6%
Denodo	3.2%
Other	89.2%

Cloud Data Integration

Featured Reviews

Sridivya Chillappa

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.

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Patel-Dhulva

Information Technology Manager at Lockheed Martin

Data virtualization has unified siloed sources and now supports real-time decisions

The best features Denodo offers stand out to me as the ability to develop REST web services fast and easily, create and combine new views, integrate different sources of data, and connect with other tools seamlessly. When I mention fast and easy creation of views and integration, I love the agile data provisioning and integration, where Denodo provides a comprehensive set of capabilities for implementing logical data integration, management, and delivery, which in turn enables agile data analytics and an informed decision-making process to be smooth. I also appreciate the performance optimization with AI, which improves performance optimization through the integration of artificial intelligence capabilities. Furthermore, I appreciate the unified security and governance, where it addresses the need for an organization to effectively manage security, data privacy, and data protection easily, offering a centralized platform that allows the application of governance policies and fine-grained security controls. Another feature I would add about Denodo is that it also provides a single point of control where we can establish security controls over the entire infrastructure and gain visibility into all our data assets. Denodo has positively impacted my organization as since we started using this tool, it has been very helpful because it is a huge advantage that we can connect to many different databases to provide data rapidly and accurately and also gain insights, which helps us to make data-driven decisions easily. It has proven to be a valuable environment for deploying data virtualization solutions, and its user community is active in finding and fixing issues more accurately. Through data insights from Denodo, we have been able to improve our decision making, which helps to better communication between the stakeholders thanks to the real-time experience. It also saves a lot of time.

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892,943 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Financial Services Firm

19%

Computer Software Company

Manufacturing Company

Comms Service Provider

Financial Services Firm

22%

Manufacturing Company

12%

Government

Energy/Utilities Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	11
Midsize Enterprise	6
Large Enterprise	32

By reviewers
Company Size	Count
Small Business	16
Midsize Enterprise	6
Large Enterprise	21

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...

Does Denodo provide useful data virtualization education? Is it useful to attend their training?

If you are a Denodo user, it makes sense to undergo their training. Different types of professionals can benefit from it, including administrators, developers, and architects. If you are keen on i...

In experience, what might Denodo be lacking or need improvement on?

I like Denodo a lot. It offers quick and easy web service deployment within minutes. There are not any flaws that I think make the product less good or effective. The only thing I can point out is...

Which industries can benefit from Denodo the most?

Denodo is suitable for pretty much all sectors that deal with: Big data Cloud solutions Data governance Logical data fabric Master data management In my opinion, organizations in different fields...

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Product Reports

Download AWS Glue product report

AWS Glue

May 2026

Download Denodo product report

May 2026

Also Known As

No data available

Denodo for AWS

Overview

AWS Glue is a serverless data integration service offering seamless integration with AWS services like S3, Redshift, and Athena. Known for its flexibility with data formats and automation of ETL tasks, AWS Glue enhances data management and transformation.

AWS Glue facilitates seamless data extraction, transformation, and loading for businesses, integrating with key AWS services, allowing efficient data pipeline automation. It's valued for a user-friendly GUI, scalability, and cost-effectiveness, supporting PySpark for complex datasets and includes a robust data catalog, real-time backup capabilities, and code generation. Despite its strengths, improvements are needed in documentation, training, and broader programming language support. Users face challenges with its complex interface and integration with non-AWS products, driving demand for enhancements in its usability and performance.

What are AWS Glue's most important features?

Seamless AWS Integration: Connects effortlessly with services like S3, Redshift, and Athena.
Serverless Operation: Removes the need for infrastructure management.
Flexible Data Format Handling: Supports various data formats for comprehensive data management.
User-Friendly GUI: Simplifies the creation and management of ETL jobs.
Data Catalog: Provides an organized repository for metadata management.
Real-Time Data Backup: Ensures data integrity and availability.
Code Generation: Facilitates easy script generation for data processes.

What benefits or ROI should users look for in reviews?

Cost Efficiency: Reduced operational costs through serverless architecture.
High Performance: Efficient data processing and transformation capabilities.
Scalability: Adapts to businesses' evolving data demands.
Ease of Use: Intuitive interface allowing streamlined ETL workflows.
Automation: Simplified data pipeline tasks saving time and effort.

Businesses leverage AWS Glue in industries for ETL processes, data integration, and transformation. It is used to optimize data lakes or warehouses integration, enhancing data cataloging and real-time integration. Its serverless feature enables efficient data processing in sectors like finance and healthcare, where handling complex data-intensive tasks is crucial.

Amazon Web Services (AWS)

Denodo specializes in data virtualization, data cataloging, and user-friendly interfaces. It's recognized for connecting disparate data sources, presenting unified data for analytics, and supporting efficient decision-making with agile analytics and robust data governance.

Denodo effectively aggregates data from multiple sources to offer a comprehensive understanding through its virtualization capabilities. It provides role-based access control, flexible query languages, performance optimization, and integration with databases. Enhancements are needed in its interface and documentation to ensure better user experiences. While the platform supports cloud migration, integration challenges with tools like Salesforce and MuleSoft exist. Improvements in data visualization, automation, and scalability, especially in large data environments, are critical areas for growth.

What are the key features of Denodo?

Data Virtualization: Connects diverse data sources to create a cohesive and unified view for robust analytics.
Data Cataloging: Efficiently organizes and makes data easily discoverable across the system.
Role-Based Access Control: Secures data by assigning roles and permissions to users.
Integration Capabilities: Seamlessly integrates with databases, optimizing performance and data management.
Lineage Tracing: Tracks data flow to enhance governance and compliance.

What benefits should users look for in Denodo reviews?

Enhanced Data Governance: Assists in maintaining compliance and regulatory requirements through robust security controls.
Improved Decision-Making: Offers agile analytics and real-time data access for informed choices.
Increased Efficiency: Provides self-service analytics and streamlined data handling to boost organizational productivity.

In industries like finance, healthcare, and retail, Denodo plays a crucial role in data virtualization and integration. Organizations use it to unify disparate data systems, enabling real-time analytics and supporting cloud migrations. Denodo's platform is ideal for businesses needing to aggregate, transform, and utilize diverse data efficiently, optimizing operations and enhancing governance.

Sample Customers

bp, Cerner, Expedia, Finra, HESS, intuit, Kellog's, Philips, TIME, workday

Autodesk, VHA, AAA, Sumitomo Mitsui Trust Bank, Caterpillar, European Chemical Agency, Seagate, Nationwide, Time Warner Cable, Pantex, Inditex, BNSF Railways, Vodafone, CIT Group, Jazztel, Wolters Kluwer, Telefonica, TransAlta