Denodo vs dbt comparison

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Executive SummaryUpdated on Dec 19, 2024

Denodo and dbt compete in the data management and transformation space. dbt has an advantage with its standout features that justify its cost.

Features: Denodo specializes in data virtualization and integration, providing efficient data abstraction and federation capabilities. It offers a unified data access layer and supports a variety of data sources. dbt focuses on transforming raw data within the data warehouse, leveraging SQL for analytics engineering. It facilitates data transformation workflows in the warehouse and includes strong version control and testing features.

Ease of Deployment and Customer Service: Denodo's deployment is complex due to its comprehensive capabilities and support for diverse data environments, requiring expert intervention, but their customer service is robust. dbt offers straightforward deployment with ease of setup in cloud environments and relies on a community-driven support model with abundant resources but less direct customer service.

Pricing and ROI: Denodo's setup costs are higher due to advanced integration features but offer potential returns through comprehensive data management. dbt presents a cost-effective option with agile and scalable approaches, offering significant ROI in terms of rapid deployment and reduced time to value in analytics workflows.

To learn more, read our detailed Denodo vs. dbt Report (Updated: September 2025).

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Denodo vs. dbt

September 2025

Helped 869,760 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:

Categories and Ranking

dbt

Ranking in Data Integration

31st

Average Rating

7.6

Reviews Sentiment

7.4

Number of Reviews

Ranking in other categories

No ranking in other categories

Denodo

Ranking in Data Integration

9th

Average Rating

8.0

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

Data Virtualization (1st), Cloud Data Integration (5th)

Mindshare comparison

As of October 2025, in the Data Integration category, the mindshare of dbt is 2.1%, up from 0.3% compared to the previous year. The mindshare of Denodo is 1.7%, down from 1.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Integration Market Share Distribution
Product	Market Share (%)
Denodo	1.7%
dbt	2.1%
Other	96.2%

Data Integration

Featured Reviews

Ninad Magdum

Senior Machine Learning Engineer at Happiest Minds Technologies

Developer-friendly and easy to use, but doesn't have many optimization options

We also use stored procedures and Talend. They are not replaced by dbt completely. We use dbt only for the transformation process. My recommendations would depend on an organization’s requirements and problems. I will recommend the tool to others. The product is developer-friendly. However, it is still dependent on the data warehouse for big data and optimization. It's just a SQL transformation tool. It doesn't have a lot of optimization options like Spark. It's a good tool for Snowflake. If it were only for Snowflake, I would have rated it an eight out of ten. However, there are other data platforms. Overall, I rate the tool a six and a half out of ten.

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Atanu Chatterjee

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

Data virtualization and integration enabled while caching and scalability room for improvement

In terms of improvements for Denodo, regarding performance, in cases where there are multiple virtualizations—such as reading from one Denodo view that is virtualized, and from that view there's also virtualization, and another team is reading from that view—if multiple virtualizations happen with no caching in between, it becomes slow. This occurs because it is cascading; whenever at the top level someone is reading data, that request is getting cascaded to the nth level, causing issues, especially in cases such as Power BI reports. We need to consider implementing some persistent layer in between. The scaling process should improve because many things are getting automated. The scale-out part needs to be automated, though I am uncertain whether Denodo has already implemented that feature.

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Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"The product is developer-friendly."

"It is easy to virtualize data using the solution."

"This solution provides us with the ability to sync data, and make it available for anyone to use across the business."

"The most valuable aspects of this solution are the short time frame in which you can deliver and connect."

"In general, it's good for us to make tests so we can scout the data."

"It is a go-to tool for data virtualization. The virtualization and data catalog are the features of why we chose Denodo."

"The most valuable feature is the performance. Denodo is very useful, especially in this huge pharma environment. I've found that older SAP solutions were very tightly coupled to each other, which resulted in data restrictions. Getting data from different sources was tough and tedious. Compared to these old solutions, Denodo is very easy to work with for the analytical team. Now that we've implemented this virtualization layer, we are capable of getting the data very smoothly. We implemented a very small unit, but the performance and integration have been very good."

"The most valuable feature is Data Catalogs."

"Denodo is very stable."

More Denodo pros

Cons

"The solution must add more Python-based implementations."

"The integration could use improvement, it's a lot of non-speed line processes that we have discovered, in the country. The configurations could use a lot more improvement."

"Denodo's training documentation could be improved by providing more material. From an administrative standpoint, I've found that only Denodo websites provide the usual tutorials. It may be because it's a bit of a restricted tool, but it results in trouble with learning. Normally, I can find help and solutions from other sources, but I haven't been able to find any for Denodo. Other that, it's fine and it performs well. I only have six months of experience, so I can't accurately suggest improvements."

"Denodo shows stability concerns due to its dependency on external environments, such as JVM."

"The dropdown menus feel antiquated to me, and the administrative portals need improvement."

"Lacks integrations with AWS, GCP and the like."

"It requires improving the story of how it can solve specific problems."

"I would like to see a connectivity option with third-party apps, for example, JDBC, and ODBC drivers. Currently, we need to install it separately from the Denodo side and then connect it."

"There have been some issues when you are at a table. Currently, Denodo exports data sets for a tabular model. When you are finished modeling your database or data warehouse they export a link to be used in Tableau. They should support other tools like Power BI."

More Denodo cons

Pricing and Cost Advice

"The solution’s pricing is affordable."

"There is an express edition and a licensed enterprise edition."

"The pricing is pretty good, and I would rate it at four out of five."

"Cost wise, on a scale from one to five, with one being the cheapest and five being the most expensive, Denodo would be at three. We get all the features in a bundle."

"Denodo provides a lightweight 30-day free trial, but when we do courses on top of it, it costs $150 for each person."

"For us, the cost has been okay. Also, there are no additional costs; it's just the standard licensing fee."

"The licensing should be improved, as the cost per connector is quite expensive."

"Talking with my manager and others, nobody has complained about the pricing so far which is a positive sign."

"Depending on the size of the client you want to work with, it can be prohibitively expensive at times."

More Denodo pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

13%

Insurance Company

11%

Manufacturing Company

Outsourcing Company

Financial Services Firm

24%

Manufacturing Company

11%

Computer Software Company

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	13
Midsize Enterprise	6
Large Enterprise	19

Questions from the Community

What is your experience regarding pricing and costs for dbt?

It is cheap because dbt is open source. If you compare the pay-per-service of Dbt with the open source option you can manage. We are managing the solution, when we were acquiring service from them....

What needs improvement with dbt?

SQL statements that beyond DML, are not possible. Currently, they are not possible in Dbt. Having more features in SQL statements will support us. Another issue is the terms of data ingestion becau...

What is your primary use case for dbt?

We use the solution to deal with data transformations inside different organizations.

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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Compared 9% of the time

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Compared 9% of the time

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Compared 8% of the time

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Compared 6% of the time

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Product Reports

Download dbt product report

Data Integration

September 2025

Download Denodo product report

October 2025

Overview

dbt is a transformational tool that empowers data teams to quickly build trusted data models, providing a shared language for analysts and engineering teams. Its flexibility and robust feature set make it a popular choice for modern data teams seeking efficiency.

Designed to integrate seamlessly with the data warehouse, dbt enables analytics engineers to transform raw data into reliable datasets for analysis. Its SQL-centric approach reduces the learning curve for users familiar with it, allowing powerful transformations and data modeling without needing a custom backend. While widely beneficial, dbt could improve in areas like version management and support for complex transformations out of the box.

What are the most valuable features of dbt?

SQL-Based Development: Facilitates transformations using SQL, streamlining the data modeling process.
Modularity: Encourages reusable components, making projects easier to manage and scale.
Version Control: Integrates with version control systems to track changes and collaborate effectively.
Testing Framework: Ensures data quality through automated tests, increasing trust in data outputs.

What benefits should you expect from using dbt?

Efficiency: Cuts down data processing times, allowing faster access to insights.
Collaboration: Promotes teamwork through shared data models and a common working language.
Scalability: Supports growing data demands by transforming complex data more flexibly and modularly.
Transparency: Provides clear documentation and lineage tracking, aiding in troubleshooting and understanding.

In the finance industry, dbt helps in cleansing and preparing transactional data for analysis, leading to more accurate financial reporting. In e-commerce, it empowers teams to rapidly integrate and analyze customer behavior data, optimizing marketing strategies and improving user experience.

dbt Labs

Denodo is a leading data integration, management, and delivery platform that uses a logical approach to enable data science, hybrid and multi-cloud data integration, self-service BI, and enterprise data services. Organizations of different sizes across various industries utilize the product to get above the data silos. The solution offers organizations the freedom to migrate data to the cloud, or logically unify data warehouses and data lakes, without affecting business. This can ultimately result in the evolution of data strategies.

The platform accelerates data provisioning through reduced data replication, provides business users the freedom to select their preferred applications, and enables consistent security and governance across multiple systems. The solution offers one of the leading logical data fabric solutions by initiating data virtualization and eliminating the complexity and exposing the data in business-friendly formats.

Denodo also offers modern data integration and management for hybrid and multi-cloud environments for Denodo Platform for Cloud. This service can be purchased through the bring-your-own-license (BYOL) option. Users seeking faster deployment can license the product to popular cloud providers, including Amazon AWS, Google Cloud Platform, and Microsoft Azure. The solution integrates, manages, and delivers data in complex environments with high performance, governance, and security. It also offers additional solutions, such as the Denodo Platform for Cloud Modernization, the Denodo Platform for Cloud Data Integration, and the Denodo Platform for Cloud Analytics, which overcome common cloud data challenges.

Denodo Features

At the beginning of 2022, version 8.0 of Denodo introduced several new key features of the platform. These include:

Scalability: Denodo can scale from departmental or project to enterprise-wide with geographically distributed nodes. It can also handle large transactional loads of users, sources, and transactions as well as analytical loads of data volumes.
Query optimizers: This feature offers advanced cost-based and source constraint-based query optimization that includes query rewrite, query delegations, data movements, and join optimization.
Intelligent caching: This feature makes full, portal, and time-based caching possible.
Fine-grained security model: This Denodo feature makes integration with external systems possible.
Monitoring and auditing: Denodo offers enterprise-grade monitoring and auditing, which allows for integration with system management products, including Tivoli, Unicenter, and HP BTO.
Development and deployment support: The product offers full lifecycle support for the development and deployment of applications, providing users with all required tools.

Denodo Benefits

Denodo offers various benefits for its users through its services. Some of the greatest advantages of using this platform include:

The solution accelerates time to market for all types of business data through its services.
Denodo provides IT agility, which helps companies respond to business-changing demands in a timely manner.
Users can decide how much data replication they want to reduce through Denodo and use the product in full control.
The solution meets the industry's security and privacy requirements by providing high-grade protection for users' data.
Users can benefit from centralized control of data query executions for complete governance and full security.
Denodo offers legacy replacement, multi-cloud deployments, and cloud migrations with minimal disruptions and a fair price.
The solution utilizes artificial intelligence (AI) and machine learning (ML) to unlock data potential for customers.

Reviews from Real Users

Naresh M., a senior application developer at a financial services firm, appreciates Denodo because it offers quick and simple web services creation.

Alisson M., a senior BigData DevOps engineer at Schaeffler, says that Denodo is great for queries and scouting data.

Sample Customers

Information Not Available

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