# Denodo Reviews
**Vendor:** Denodo  
**Category:** [Data Fabric Software](https://www.g2.com/categories/data-fabric)  
**Average Rating:** 4.3/5.0  
**Total Reviews:** 47
## About Denodo
Denodo is a leader in data management. The award-winning Denodo Platform is the leading logical data management platform for transforming data to trustworthy insights and outcomes for all data-related initiatives across the enterprise, including AI and self-service. Denodo&#39;s customers in all industries all over the world have delivered trusted AI-ready and business-ready data in a third of the time and with 10x better performance than with lakehouses and other mainstream data platforms alone. The Denodo Platform includes the following capabilities: - A semantic layer, with semantic search and embedded data prep in a self-service data catalog. - Unified, real-time-updated data views without expensive replication or copying of data. - Native connectors to over 200 source systems, both cloud and on-premises - An AI SDK which implements metadata-driven RAG (retrieval augmented generation) to provide trusted data to AI agents. - Query acceleration, improving lakehouse performance by 10x while also reducing compute and storage costs. - Federated enterprise-wide governance and privacy compliance. - Greater automation of common data engineering tasks, with the AI-powered Denodo Assistant. Enterprises world-wide across every major industry have used Denodo to achieve greater business self-service and agility, improve operational visibility and efficiency, optimize the performance and cost of modern data infrastructure such as Lakehouses, and ensure success of their AI initiatives. Denodo now offers two options to meet these needs: the Denodo Platform, deployable in all Clouds (AWS, Azure, GCP and Alibaba) and on-premises for full control, and Agora, our fully managed cloud service available on AWS, offering an entirely managed experience with the same rich data capabilities. Denodo provides a unique approach to data integration and management not found in any other platform. Denodo customers reported: 83% increase in business user productivity 67% reduction in time required to prepare data for AI 65% decrease in data delivery time vs. ETL 10x improvement in Lakehouse query performance compared to running queries directly resulting in an average three-year benefit of $6.8M, ROI of 408%, and payback within six months across customers.



## Denodo Pros & Cons
**What users like:**

- Users appreciate the **seamless integration and unified data access** provided by Denodo, enhancing efficiency in data management. (3 reviews)
- Users value the **extensive built-in connectors** of Denodo, streamlining integration and improving data management significantly. (2 reviews)
- Users value Denodo&#39;s **seamless data cataloging** , enhancing workflows and providing unified access to diverse data sources. (2 reviews)
- Users value the **seamless data integration** capabilities of Denodo, which enhance workflows and streamline data access. (2 reviews)
- Users appreciate the **ease of use** of Denodo, simplifying setup and enhancing data integration across various sources. (2 reviews)
- Users value the **excellent product support** and quick turnaround for enhancement requests, enhancing their overall experience. (2 reviews)
- Users appreciate Denodo&#39;s **seamless integrations** , effectively unifying diverse data sources without moving the data physically. (2 reviews)
- User Interface (2 reviews)
- Users value Denodo for its **effective API integration** , enhancing data access and facilitating self-service development. (1 reviews)
- Users value the **excellent support and rapid enhancement turnaround** of Denodo, enhancing self-service development for citizen developers. (1 reviews)

**What users dislike:**

- Users note that Denodo can be **expensive** , making it less viable for smaller companies due to costs. (2 reviews)
- Users often experience **bug issues** with the Web Designer, which can hinder usability compared to the Admin tool. (1 reviews)
- Users report that the **Web Designer is a bit buggy** compared to the more stable Admin tool. (1 reviews)
- Users find Denodo has a **steep learning curve** , making it challenging, especially for smaller companies. (1 reviews)
- Users find Denodo has a **steep learning curve** , which may not suit smaller companies&#39; quick adaptation needs. (1 reviews)
- Learning Difficulty (1 reviews)
- Users note the ongoing effort to improve **product immaturity** , particularly regarding usage history and metadata features. (1 reviews)

## Denodo Reviews
  ### 1. Effortless Data Virtualization with Top-Notch Security

**Rating:** 4.5/5.0 stars

**Reviewed by:** Aman M. | Data Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** April 02, 2026

**What do you like best about Denodo?**

I appreciate Denodo for solving the problem of data replication by providing virtualization, which eliminates the need to store data for transformation. I love the way it handles data securely, allowing implementation of user-based, role-based, and row & column level restrictions. The simple 3 C principle - Connect, Combine, and Consume - is also a standout feature for me. I find it easy to work with Denodo, as all the options available make my work efficient and effective. Additionally, the initial setup was straightforward, as the steps in the documentation were clear enough that a software engineer could install it within a few minutes.

**What do you dislike about Denodo?**

Sometimes it is very difficult to migrate from one version to another version of Denodo, and the testing needed to ensure end user results aren't affected consumes a lot of effort.

**What problems is Denodo solving and how is that benefiting you?**

Denodo eliminates data replication by providing virtualization and manages ETL processes efficiently. It enhances security with user, role, and data-level restrictions. I appreciate how it streamlines data handling using the 3 C principle and offers an intuitive interface, making my work efficient.

  ### 2. Denodo’s Real-Time Data Virtualization Makes Integration Fast and Flexible

**Rating:** 4.5/5.0 stars

**Reviewed by:** Mahmoud H. | DevOps Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** January 25, 2026

**What do you like best about Denodo?**

What I like most about Denodo is its data virtualization capability. It lets us access and integrate data from multiple sources in real time without having to move the data. As a result, data management becomes faster, simpler, and more flexible for our needs.

**What do you dislike about Denodo?**

One thing I dislike about Denodo is that it can be complicated to configure and manage, especially for beginners. In addition, performance tuning can require advanced technical skills, particularly when working with large or complex data sources.

**What problems is Denodo solving and how is that benefiting you?**

Denodo helps solve the problem of data silos by providing a single virtual data layer that connects to different data sources. It allows us to access real-time data without having to duplicate it across systems. For me, this means saving time, improving data consistency, and making reporting and analytics faster and easier overall.

  ### 3. High-Performance Data Virtualization with Minor Scaling Hiccups

**Rating:** 4.5/5.0 stars

**Reviewed by:** Dharmendra kumar Y. | Data Scientist, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 10, 2026

**What do you like best about Denodo?**

I really like the Self-Service Data Catalog from a user experience perspective. Additionally, the High-Octane 'Smart Query' Optimization is a standout feature, especially how it intelligently combines data from multiple locations using AI to find the quickest way to deliver results.

**What do you dislike about Denodo?**

Denodo shines with mid-to-large datasets, but when you hit extreme 'Big Data' scales (petabytes of data or thousands of complex concurrent joins), performance can dip. Significant performance tuning (caching, query rewriting, and 'push-down' optimization) which can be technically exhausting to get right. It often feels like a desktop application ported to the web. Tasks like complex search-and-replace across multiple views, or bulk-editing properties, can be click-heavy and tedious.

**What problems is Denodo solving and how is that benefiting you?**

Denodo resolves the 'Data Silo' headache, outdated data issues, and messy security compliance. It effectively optimizes queries using AI, improving report generation. The Self-Service Data Catalog enhances user experience, making data access and management more intuitive.

  ### 4. Instant Unified Data Access, No ETL Required

**Rating:** 5.0/5.0 stars

**Reviewed by:** Success B.

**Reviewed Date:** October 27, 2025

**What do you like best about Denodo?**

I love how easy the setup process is with Denodo, thanks to its extensive collection of built-in connectors that make integration seamless. The ability of Denodo to connect virtually to all my data sources and present them as a unified view is invaluable, as it reduces the time my staff spends on data collection, reconciliation, and cleaning. The unified data access and the logical layer abstraction offered by Denodo effectively consolidate data from multiple systems like ERP, CRM, and spreadsheets, giving users and applications a single source of truth without the need for complex ETL processes. This gives me instant access to multiple systems, streamlining our data governance efforts. The single logical layer created by Denodo is especially beneficial when integrated with tools like Qlik Sense, enhancing our data visualization and analysis capabilities. Overall, I highly value these capabilities as they significantly improve our workflows and data management processes.

**What do you dislike about Denodo?**

Enterprises grade software can be expensive

**What problems is Denodo solving and how is that benefiting you?**

Denodo connects scattered data sources, providing a unified view and saving staff time on data collection, reconciliation, and cleaning.

  ### 5. Denodo is great

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sri Teja k. | Graduate Teaching Assistant, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 26, 2025

**What do you like best about Denodo?**

Denodo just simplifies the way I handle data, it is super easy and convenient to use

**What do you dislike about Denodo?**

The user interface can be be better I believe, but it looks good but there is room for improvement

**What problems is Denodo solving and how is that benefiting you?**

Denodo is helping us in terms of data management, we generate a lot of data daily, Denodo is great in reducing the time to prepare data, it also helping us decrease the delivery time of data

  ### 6. Fantastic Virtualization Tool to enable Operational & Analytics Reports for those have More sources

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Electrical/Electronic Manufacturing | Enterprise (> 1000 emp.)

**Reviewed Date:** May 28, 2025

**What do you like best about Denodo?**

Great Product Support and Turn around time for any enhancement requests.
Tool is very much useful for self service development and deployment for citizen developers.
Denodo is Great not only for virtualization but Enabling API, Data Extracts, Catalog etc.

**What do you dislike about Denodo?**

Already Denodo is working on this specific where to enhance the Product maturity level to facilitate Usage history for minimum 12 Months along with Metadata.

**What problems is Denodo solving and how is that benefiting you?**

For Operational reports Users would like to have real time data, Moving all data from various sources systems and keeping them with real time involve huge cost as well technical challenges. Also we required to use different technologies.
By using Denodo we solved this problem and provided real time data to users even we have so many source system combined together to produce the reports.

  ### 7. Denodo is a great platform for me, it offers the best in class data management solution

**Rating:** 5.0/5.0 stars

**Reviewed by:** Abhiram M. | Software Development Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 25, 2025

**What do you like best about Denodo?**

Denodo is super easy to use and manage, I just love using it

**What do you dislike about Denodo?**

I feel the UI can me a little better, it is good now, but it can be better

**What problems is Denodo solving and how is that benefiting you?**

Denodo is helping our company in terms of data management, it helps integrates data across various systems with less latency

  ### 8. Outstanding Virtualization and Query Optimization Features

**Rating:** 4.5/5.0 stars

**Reviewed by:** Amr Ahmed M. | Data Management Team Lead, Mid-Market (51-1000 emp.)

**Reviewed Date:** November 12, 2025

**What do you like best about Denodo?**

Virtulization and query optimzation for views

**What do you dislike about Denodo?**

No guides for views and debug is not smooth

**What problems is Denodo solving and how is that benefiting you?**

Making symantic layer for bussines ned

  ### 9. Denodo is an excellent solution for big data challenges, through its data virtualization platform.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Qhawe M. | Business Application Support, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 23, 2025

**What do you like best about Denodo?**

is the optimization of big data architecture.

**What do you dislike about Denodo?**

May not be suitable for smaller companies and it has a steep learning curve

**What problems is Denodo solving and how is that benefiting you?**

It effectively simplifies the complex process of integrating and distributing data from various sources.

  ### 10. Data Virtualization Expert

**Rating:** 5.0/5.0 stars

**Reviewed by:** Robert G. | Data Virtualization Specialist, Enterprise (> 1000 emp.)

**Reviewed Date:** June 10, 2025

**What do you like best about Denodo?**

Comfortable UI, great functionality, it works!

**What do you dislike about Denodo?**

Sometimes, the Web Designer is a bit buggy, as opposed to the Admin tool.

**What problems is Denodo solving and how is that benefiting you?**

It integrates data across the company and makes it available to end users using multiple interface technologies.

  ### 11. Feedback DENODO

**Rating:** 5.0/5.0 stars

**Reviewed by:** Julio C. | Administrador de Sistemas., Enterprise (> 1000 emp.)

**Reviewed Date:** May 27, 2025

**What do you like best about Denodo?**

Easy to connect with a wide portfolio of DB solutions.

**What do you dislike about Denodo?**

So far, everything is fine, thank you very much.

**What problems is Denodo solving and how is that benefiting you?**

Currently, we have it integrated with Power BI.

  ### 12. Denodo Data Virtulization

**Rating:** 5.0/5.0 stars

**Reviewed by:** GUSTAVO ADOLFO A. | Small-Business (50 or fewer emp.)

**Reviewed Date:** December 16, 2023

**What do you like best about Denodo?**

What I highlight the most is its ability to bring together dispersed and heterogeneous data sources into a unified and coherent view, without the need to physically move the data.

**What do you dislike about Denodo?**

Some users might find the learning curve steep, especially when dealing with complex data integration scenarios.

**What problems is Denodo solving and how is that benefiting you?**

Denodo solves the integrity and temporality issues of different Information Sources by collecting and classifying all information in a homogenized-centralized manner

  ### 13. amazing data virtualization tool!!

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 16, 2021

**What do you like best about Denodo?**

The most nice thing in denodo for me is the availability of individual components in software like admin tool,vdp , scheduler and  IT pilot which can be helpful for both development and operations teams . liked denodo bcoz of its ease of connectivity  with  heterogenous data sources like  unstructured , semistructured and structured data with availablity of different connectors.

**What do you dislike about Denodo?**

NO MUCH DISLIKES AS OF NOW.BUT GUI OF THE TOOL CAN BE IMPROVED

**What problems is Denodo solving and how is that benefiting you?**

WITH Denodo and its virtualization power and cache capabilities we can solve complex business problems in the fields of health care and finance both in developmental and operational perspectives.

  ### 14. My experience with Denodo is great

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Pharmaceuticals | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 16, 2021

**What do you like best about Denodo?**

Connect Combine consume strategy
Simple to use
Many types like semi structured ,unsyructured and structured type data sources are available to connect

**What do you dislike about Denodo?**

I hope everything in denodo is fine and looking forward for more better features in upcoming days.

**What problems is Denodo solving and how is that benefiting you?**

We query on enterprise data sources to create user friendly and user required data transformed from raw data for reporting tools and day to day business decisions

  ### 15. Good product to use but needs improvement in some areas

**Rating:** 3.5/5.0 stars

**Reviewed by:** Harikrishan N. | Business Intelligence Consultant, Enterprise (> 1000 emp.)

**Reviewed Date:** July 17, 2020

**What do you like best about Denodo?**

1) High range of sources and targets are supported.
2) It makes data analysis so simple as you could do a lot with only using SQL.  
3) Good range of pre-defined functions.

**What do you dislike about Denodo?**

1) GUIs for Monitor and scheduling applications need a revamp. 
2) Formatting of VQLs in Virtual Data port needs to be looked upon. VQLs format in a single line in spite of user forming a beautifully format query.

**What problems is Denodo solving and how is that benefiting you?**

Data Analysis:
I have been using Denodo to read data from a variety of sources like Enterprise Datawarehouse, Cloud services and third party APIs. Denodo eliminates the need for lengthy ETL processes and makes analysis very easy.

Easy solution build:
Even when a solution needs to be built using all these sources, we could leverage Denodo to be used as a source and process it in a different framework. 

Time-saving:
By bringing all sources to one place, Denodo helps ion reducing development time by a huge percentage. ETL needs proper procedures to be setup and company regulations mean it would take months to move data. Using a data virtualization tool reduces that time to minuites.

  ### 16. Develop a REST web service within less than 30 mins with Denodo

**Rating:** 5.0/5.0 stars

**Reviewed by:** Chevon T. | Software Application Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** June 26, 2020

**What do you like best about Denodo?**

Denodo is easy to use and allowed me to develop REST web service within less than 30 mins without much code and I often receive good feedbacks from customers so they are able to proceed with their testing and roll it out to Production within the same day or next couple of days! Isn't that Amazing?

**What do you dislike about Denodo?**

Can't really think of any, we seldom run into issues with the REST web services we developed and deployed to Production with Denodo, it's mostly platform issues but it's rare nowadays as the Denodo platform in our company is getting more and stable as years go by.

**What problems is Denodo solving and how is that benefiting you?**

Enabling downstreams to consume data from data source into their enterprise systems or letting Denodo acts as proxy for downstreams to call external REST APIs.

  ### 17. #1 Virtualization Platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Iván C. | Data Virtualization/Science Specialist, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 22, 2020

**What do you like best about Denodo?**

It's so easy to create and combine new views in order to create a virtual repository. You can create APIs without a single line of code!

**What do you dislike about Denodo?**

It doesn't have a queue for transactions in case you want to save them because the source is down.

**Recommendations to others considering Denodo:**

Denodo support most of the DBMS (Sql, Oracle, MySQL, Hive,  Impala, Mongo, Azure, etc...) as data sources. They also update the connectors every 3-6 months.

**What problems is Denodo solving and how is that benefiting you?**

Combine multiple sources (files, apis, relational dbs, non-relational dbs).

The main benefit is the optimization techniques that denodo use.

  ### 18. Very good tool for data discovery and reporting

**Rating:** 5.0/5.0 stars

**Reviewed by:** Bibhu D. | Enterprise (> 1000 emp.)

**Reviewed Date:** June 20, 2020

**What do you like best about Denodo?**

This tool is very easy to use and support multi database infrastructure. My experience with training our business users and practically using this tool on my daily work life is very nice and we are very happy with this.

**What do you dislike about Denodo?**

When handling huge data we have seen some performance issues but that is not a major constraint as we don’t process 5-10 years of historical load on daily basis.

**What problems is Denodo solving and how is that benefiting you?**

Being an insurance company we have very decentralized data sources from different legacy applications. So this tool is very useful for us to connect all these legacy systems and creating a flat view which can feed information to actuary, pricing and underwriting teams. This tool is very helpful for our data discovery and mapping.

  ### 19. Database Analyst with 10 years of experience. Have good exposure in data management.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ankur S. | Tech Lead, Enterprise (> 1000 emp.)

**Reviewed Date:** June 18, 2020

**What do you like best about Denodo?**

User friendly, connectivity with other tools, its power of data integration from different kind of data sources, security and it's scheduler.

**What do you dislike about Denodo?**

We can improvise it by providing features for logging mechanism and error handling.

**Recommendations to others considering Denodo:**

It is one of the best tool available in the market in its area of data virtualization. Best for connectivity with other layers. Go for it.

**What problems is Denodo solving and how is that benefiting you?**

Providing data in JSON, CSV format by implement business logic in the form Denodo objects. It is cost effective and save lot of time. Working as integration layer for multiple sources of data and providing additional security to database as it is working between database and application layer.

  ### 20. It is the best application i used for end user data consumption till date with some limitations

**Rating:** 4.5/5.0 stars

**Reviewed by:** Bharath Kumar T. | Data Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** June 25, 2020

**What do you like best about Denodo?**

Adaptability, support various data sources

**What do you dislike about Denodo?**

Since it was mostly in Java some of the options are case sensitive, scheduling jobs has some limitations like time frame in a day cannot be set only regular job intervals can be set. Eg you cannoy say job to run 6 to 6 but you can make it run every 2 hours

**Recommendations to others considering Denodo:**

Denodo is the best platform for users looking for virtualization with best compatinility and adaptability

**What problems is Denodo solving and how is that benefiting you?**

Data security at granular level, end user can consume data at micro level, limitation of access to user can be available at column and row level as well

  ### 21. Excellent tool for ETL

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Banking | Mid-Market (51-1000 emp.)

**Reviewed Date:** October 17, 2020

**What do you like best about Denodo?**

it is very fast accessing/handling and it will handle large data within minimal time.

**What do you dislike about Denodo?**

Nothing to say as it is doing its best as per the standard

**Recommendations to others considering Denodo:**

good product

**What problems is Denodo solving and how is that benefiting you?**

with denodo users are accessing the realtime data with less latency

  ### 22. It is good tool when we need abstraction of business logic layer.

**Rating:** 3.5/5.0 stars

**Reviewed by:** Ahetesham S. | ETL Developer, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 24, 2020

**What do you like best about Denodo?**

➦Performance of tool.
➦The caching feature is useful but for that the documentation is complex.
➦Connecting to wide variety of databases are compatible and easy to use.
➦Handling API endpoints are easy as compare to other tools.

**What do you dislike about Denodo?**

➦Complex concept like scheduler and caching should have good simpler documentation.
➦Administration training material is somewhat similar, but there are different exam quetions.

**What problems is Denodo solving and how is that benefiting you?**

Hiding the underlying business logic while serving multiple vendors.

  ### 23. I ve been using denodo in a past experience and it did deliver expectations

**Rating:** 4.5/5.0 stars

**Reviewed by:** Vincent B. | Founder - Interim manager, Senior Consultant & Key note speaker, Enterprise (> 1000 emp.)

**Reviewed Date:** June 16, 2020

**What do you like best about Denodo?**

capacity to federate easily data, capacity to protect underline databases, capacity to support migrations and to extend legacy systems. Documentation

**What do you dislike about Denodo?**

Although it seems awkward performance is yet far better than required as systems and data flow are not yet all in the cloud.
Some limitations regarding the capacity to perform query of queries came up as a disappointment.

**What problems is Denodo solving and how is that benefiting you?**

Data federation and support to data governance
Data exposure layer and crossing of data

  ### 24. Denodo Data Virtualization

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nitil D. | Data Virtualization SPOC, Enterprise (> 1000 emp.)

**Reviewed Date:** June 22, 2020

**What do you like best about Denodo?**

Fetching real time data
Combining data from multiple data sources
Security 
Data Governance 
Data Caching

**What do you dislike about Denodo?**

Need to analyze performance issues while combining data from multiple data sources.

**Recommendations to others considering Denodo:**

If you are loosing  agility, governance and dealing with unnecessary replication, bring on Denodo

**What problems is Denodo solving and how is that benefiting you?**

Getting real time data from Apis and combining data from multiple systems were major challenges, which were solved by Denodo with minimum replication cost

  ### 25. Very effective tool to provide real time data experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Prakher B. | Senior Program Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 18, 2020

**What do you like best about Denodo?**

Performance,real time access,cache performance,execution plan which help to imrove performance level wise.

**What do you dislike about Denodo?**

Some function capability are missing .In short as example..Thousand separator function,dynamic column creation.

**Recommendations to others considering Denodo:**

Very good and adavance inbuild concept of data visualization.

**What problems is Denodo solving and how is that benefiting you?**

We are generally used denodo to perform data integration capabilty to fetch data from multiple source ,that help to reduce time ,cost .

  ### 26. It is easy to use and understand i am working on denodo since last one year for me denodo is best

**Rating:** 4.0/5.0 stars

**Reviewed by:** Bittu R. | Project Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 20, 2020

**What do you like best about Denodo?**

UI best and also easy to understand not complex as other platform

**What do you dislike about Denodo?**

Bugs sometime during start I need to go to log and start need to fix asap

**What problems is Denodo solving and how is that benefiting you?**

i am working to fetch data from Vertica and use  it for my project(qliksense)

  ### 27. Most usefull tool to use data from discrete data source.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Afreen M. | Senior Software Developer, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 19, 2020

**What do you like best about Denodo?**

Denodo does not need highly skilled trained users... It's user friendly

**What do you dislike about Denodo?**

If we have large amount of data.. We will not be able to use denodo in such cases

**What problems is Denodo solving and how is that benefiting you?**

Data transformation, data loading, reports creation

  ### 28. Best tool I ever had worked

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Banking | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 20, 2019

**What do you like best about Denodo?**

I like the concept of data virtualization. 

It solves huge gaps between the data and business. 

It makes self service very easy and reliable.

And Denodo is the best tool.

**What do you dislike about Denodo?**

Tool is some what buggy and slow.. but they put lot of effort in improving the tool. 

**Recommendations to others considering Denodo:**

Tool is having some bugs, and its understandable. Denodo is also making lot of efforts to make this right. Keep up all the good work

**What problems is Denodo solving and how is that benefiting you?**

I mainly use denodo for connecting to desperate datasource. I love the way that it can be single point of contact for all the data needs for organization

  ### 29. Denodo is blind cover for all the datasources

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 17, 2020

**What do you like best about Denodo?**

We are using AWS  cloud services and have the final tables in different sources like Redshift, Athena.Denodo acted as the blind cover to combine these datasources.
Denodo has provided the security implementation

**What do you dislike about Denodo?**

The denodo is unstable when handling huge data

**What problems is Denodo solving and how is that benefiting you?**

For all the reporting tool tableau , denodo is the source where the base tables are not directly exposed

  ### 30. A new learning in data virtualization

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Banking | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 20, 2020

**What do you like best about Denodo?**

As a test analyst, it’s a new learning in the journey of testing data virtualization , governance and accesses specially when working on a project which needs to be GDPR complaint.

**What do you dislike about Denodo?**

Certain configuration and integration with on premises takes longer time.

**What problems is Denodo solving and how is that benefiting you?**

Helps in dealing with larger set of data from anywhere .

  ### 31. denodo is a wonderful tool to interact different type of database on a single platform.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Retail | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 17, 2020

**What do you like best about Denodo?**

I found denodo very helpful while working on our product. Its features are great like able to connect all kind of database on a single platform.

**What do you dislike about Denodo?**

For denodo i found all features very helpful.

**Recommendations to others considering Denodo:**

its great product for data virtualization.

**What problems is Denodo solving and how is that benefiting you?**

I was using denodo to connect different type of database.

  ### 32. My feed back on Denodo 

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** August 27, 2019

**What do you like best about Denodo?**

integration between application, web services, security of objects.

**What do you dislike about Denodo?**

Still denodo using Derby DB internally, no query support for Derby from external application. Denodo monitoring writing logs to any other RDBMS. 

**Recommendations to others considering Denodo:**

1.	Denodo doesn’t supports Athena for Cache. 
2.	No clustering support. We have built two nodes in production with ELB, we need to sync code in two servers separately.
3.	Denodo 7 is on Derby DB, which is not good for performance and no parallel commit. Our current production server replication to new server takes 4 hours for import. 
4.	No support for External db where we can keep Denodo metadata some Relational database. I come to know that in Denodo 8, we will get this future. 
5.	Denodo Monitoring logs writing to db is having issues, support team is working on this for 2 months didn’t get resolution on this. Denodo Monitoring tools are not up to the mark.  


**What problems is Denodo solving and how is that benefiting you?**

Security and Denodo Data catalog gives UI to metadata exposure to users and relationship between objects using associations.  

  ### 33. Denodo is a high end platform

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 17, 2020

**What do you like best about Denodo?**

It is so helpful beacuse, by using we can connect to different types of files..databases etc

**What do you dislike about Denodo?**

Nothing yet.bevuase till now i not faced any issue with this technolou

**Recommendations to others considering Denodo:**

By learning this yik

**What problems is Denodo solving and how is that benefiting you?**

Cache, now it solved....by learning you can acheive more

  ### 34. Solid product for large enterprises

**Rating:** 3.5/5.0 stars

**Reviewed by:** Brannon D. | Software Developer 2, Research, Enterprise (> 1000 emp.)

**Reviewed Date:** August 19, 2019

**What do you like best about Denodo?**

What I like most about denodo is the ability to scale fast. Because everything is a view the ability to create many abstraction layers across many disparate data source becomes very easy appose to other semantic layer development tools. 

**What do you dislike about Denodo?**

So far I have found the UI for the vdp admin tools not the best layout and navigating has been a little challenging compared to other dbms tools. That being said we are on version 7 and version 8 from a demonstration we had with the vendors have been greatly enhanced from a UX/UI perspective. 

**Recommendations to others considering Denodo:**

A big pro of Denodo is easy of sharing of data across the enterprise. A big downside of denodo is it not a replacement for a COTS or Custom ETL tool. It can handle low level data cleansing and wrangling pretty well but does not perform heavy ETL well. That being said if most of your data reporting needs are real time pulls from data sources with data in the format-ish you want you will be fine. 

**What problems is Denodo solving and how is that benefiting you?**

We have a very large enterprise and are blending data across the enterprise. What denodo has helped us achieve is both federated and non federated data with the same reusable data structures. We accomplish this buy creating one off final interface for specific applications. This greatly reduces development time. 

  ### 35. Amazing and easy to use

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 16, 2020

**What do you like best about Denodo?**

The easy way denodo has to create interfaces using SQL despite the backend technology

**What do you dislike about Denodo?**

Design editor not much flexible compared to other tools

**What problems is Denodo solving and how is that benefiting you?**

Having a single access point to all backend data sources

  ### 36. Good tool but the interface is not user-friendly

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.)

**Reviewed Date:** June 26, 2020

**What do you like best about Denodo?**

The communication with many other systems e.g. Snowflake

**What do you dislike about Denodo?**

The interface can be better and more intuitive

**Recommendations to others considering Denodo:**

No

**What problems is Denodo solving and how is that benefiting you?**

We provide views for other departments

  ### 37. Worked as a data visualization intern in Indiana University Bloomington 

**Rating:** 4.0/5.0 stars

**Reviewed by:** Utkarsh K. | Associate Instructor, Information Technology and Services, Enterprise (> 1000 emp.)

**Reviewed Date:** September 02, 2019

**What do you like best about Denodo?**

The easy interface saves a lot of time. Also, it is helpful in creating complex relational models easily. The tutorials are very nice too. 

**What do you dislike about Denodo?**

Sometimes, the installation is not very easy and issues occur. Also, caching options can be improved. 

**Recommendations to others considering Denodo:**

Helpful when merging a lot of data from multiple sources, especially, if there are various datastores in the organization and cross-organizational analytics and reporting are needed. It also has good scheduling options and easy interface to define joins and schemas for tables. 

**What problems is Denodo solving and how is that benefiting you?**

We used denodo to create aggregate tables over data from multiple sources including oracle, flat files, MS SQL etc. AS mentioned, the easy interface lets you design the relational model very easily. It is also very convenient to define constraint relationships.

  ### 38. Good Tool for Data Discovery

**Rating:** 3.5/5.0 stars

**Reviewed by:** Ankit K. | System Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** September 04, 2019

**What do you like best about Denodo?**

Easy to play with data, create views, and different formals of data like RDBMS sources as well as flat files, xml , json and web services.

**What do you dislike about Denodo?**

Need to add more functionalities to make it a more powerful tool to be used as a Data Governance tool. 
* Portal to defines roles and access, then Data stewards will just love the tool.



**Recommendations to others considering Denodo:**

Good Tool, Has limited capabilities for Data Governance, Can be also used with limited capabilities for MDM platform

**What problems is Denodo solving and how is that benefiting you?**

1. Used to provide End to End Enterprise Data Lineage
2. Create a Business Glossary
3. Create a Data Catalog
4. Used by Analysed for Data Discovery
5. Tagging Data attributes with tags such as Personal Information, Metadata fields etc 

  ### 39. Using Denodo

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.)

**Reviewed Date:** August 29, 2019

**What do you like best about Denodo?**

Ability to virtualize the database for the Application Layer , We can just use Denodo to connect to any data providing system and just make that data available to the applications that just are interested in the data and not want to worry about the database they are interested in.

**What do you dislike about Denodo?**

To be honest , I have not used enough to tell its weakness but i think it would be great if we can increase cache that will allow Denodo to save some time going again to database.

**Recommendations to others considering Denodo:**

I think if you are going to use Denodo for data virtualization then it is a Great tool to have .

**What problems is Denodo solving and how is that benefiting you?**

Mainly the problems that we are trying to solve is allowing the database layer to be disintegrated from the application layer so that if in future we want to change the database we can do that easily.

  ### 40. Denodo - used by my company for regular reporting

**Rating:** 3.5/5.0 stars

**Reviewed by:** Syl D. | Data Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** August 20, 2019

**What do you like best about Denodo?**

It does not allow you to make an error - you are not allowed to save a sql which does not make sense;
views and vql options- you can write code as well as 'build' it via visualisation

**What do you dislike about Denodo?**

it is suggested to creat many simple views. sometimes when there are multiple views it is hard to find where improvement or adjustment to your 'code' should be made

**Recommendations to others considering Denodo:**

allow time for implementation Denodo - do not rush without adjusting it to the business need

**What problems is Denodo solving and how is that benefiting you?**

regular reporting to clients on their product performance; the reports need to be outomated - easy XML extraction

  ### 41. Denodo to SSRS reporting 

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.)

**Reviewed Date:** August 28, 2019

**What do you like best about Denodo?**

-Performance is good, we're able to get huge amount of data in split of second considering the specs of our machine.
- It is easy to design views

**What do you dislike about Denodo?**

- Its kind a difficult to pass a parameter in the data source using denodo data source, because in our old reports we're using store procedure and we tried to convert all stored procedure the way how it looks like in denodo.
- Query function are limited and hand to understand.
- All in all maybe it is not recommended for SSRS report using advance data source query.
  

**What problems is Denodo solving and how is that benefiting you?**

 we're able to use a simple view as data source instead of data source

  ### 42. Denodo Platform review

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Hospital & Health Care | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 31, 2019

**What do you like best about Denodo?**

Denodo is a user friendly tool, easy to understand the working concepts. Its easily handles the multiple data sources with single joins.
Denodo joins are very simple and it providing multiple options for the better operations.


**What do you dislike about Denodo?**

Denodo is not perform better while handling the multiple data sources. 
Denodo cache invalidation is need to improve much better, because its not supporting the bulk handling.
Denodo scheduler migration is little bit needs to be improve.

**Recommendations to others considering Denodo:**

Denodo administration part is little complex while the installation and upgrade.

**What problems is Denodo solving and how is that benefiting you?**

Denodo cache invalidation is not working properly, we figure out few of the issues and resolved those.

  ### 43. Worked okish 

**Rating:** 2.0/5.0 stars

**Reviewed by:** Pradeep K. | Software Development Senior Specialist, Computer Software, Enterprise (> 1000 emp.)

**Reviewed Date:** August 28, 2019

**What do you like best about Denodo?**

The ability to consolidate different data sources

**What do you dislike about Denodo?**

Control on the data that is derived from data sources, it is difficult to manage the authorization. Denodo Cache - flattening of data was a pain and it always expected the data to be in an array (for complex structures)

**What problems is Denodo solving and how is that benefiting you?**

consolidating data from various data sources and the ease of use was good. 

  ### 44. Denodo Data Virtualization

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Non-Profit Organization Management | Enterprise (> 1000 emp.)

**Reviewed Date:** January 22, 2019

**What do you like best about Denodo?**

Denodo is best at creating a data virtualization layer caching and linking data between data source storage and end user data virtualization software. This software tool is especially brilliant when it comes to compatibility with various databases and file formats. Furthermore, it can quickly spin up a RESTful endpoint for data retrieval in different response data formats. Finally, Denodo also provides other web tools including the data catalog and diagnostic & monitoring tool which are both great supporting tools to manage the data that is being shared with the community and end users.

**What do you dislike about Denodo?**

The limitation on community Denodo Express restricts the user to only a single administrator account which disables the properly of permission-based data access. This capability is rather important for deciding which user or groups is able to discover and gain access to a particular dataset. Meanwhile, with a single admin account, there is not much one can do to try out the multiple users and roles access control. Additionally, sometime it takes a few tries to launch the virtual data port server where the reason is unidentified.

**Recommendations to others considering Denodo:**

In the interest of organizing data for sharing, Denodo is a great tool.

**What problems is Denodo solving and how is that benefiting you?**

Using Denodo as a data virtualization layer as its intended. The benefits are described in the like section above where the tool can quickly sync with a data source without much effort and create a RESTful or SOAP web services for end users.

  ### 45. My poc on Denodo

**Rating:** 3.0/5.0 stars

**Reviewed by:** SriramPrabu S. | Senior BI Developer, Information Technology and Services, Enterprise (> 1000 emp.)

**Reviewed Date:** August 24, 2019

**What do you like best about Denodo?**

Caching is the best feature I think makes denodo stand out 

**What do you dislike about Denodo?**

No inmemory caching, this would have made denodo way more faster

**What problems is Denodo solving and how is that benefiting you?**

Connect to various data warehouses and end applications to build a single data model 

  ### 46. Denodo for end user

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Industrial Automation | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 29, 2019

**What do you like best about Denodo?**

Ease of creation and access. Ability to connect to multiple sources and create views on top with less hustle is the best.. 

**What do you dislike about Denodo?**

Needing to explain every user how Denodo works! 

**What problems is Denodo solving and how is that benefiting you?**

User acess & speed of development

  ### 47. Very Powerful DSP Product

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Restaurants | Enterprise (> 1000 emp.)

**Reviewed Date:** January 20, 2016

**What do you like best about Denodo?**

It is a very versatile platform, with a huge feature set from the get-go, but with an even greater set of capabilities as you dig deeper into the platform.

**What do you dislike about Denodo?**

Many of my dislikes we resolved with the 5.5 release. There are a few opportunities for automation as the number of servers grow, and integration between Denodo and other programs or scripting languages, though robust, is not as versatile as I would like..

**Recommendations to others considering Denodo:**

Make sure you on are at least on version 5.5. We upgraded from version 4.6 and saw huge improvements.

**What problems is Denodo solving and how is that benefiting you?**

In general using Denodo as an ETL tool for a myriad of different data sources. We have found exposing our Denodo Web Services via an API Gateway has increased it's versatility with other products. It's a tool that I hope our company continues to use more and more as we delve deeper into it's capabilities.


## Denodo Discussions
  - [What is Denodo used for?](https://www.g2.com/discussions/denodo-what-is-denodo-used-for)
  - [Is denodo a database?](https://www.g2.com/discussions/is-denodo-a-database)
  - [What is denodo data virtualization?](https://www.g2.com/discussions/what-is-denodo-data-virtualization)
  - [What is denodo tool?](https://www.g2.com/discussions/what-is-denodo-tool)
  - [What is denodo used for?](https://www.g2.com/discussions/what-is-denodo-used-for)

- [View Denodo pricing details and edition comparison](https://www.g2.com/products/denodo/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-17+08%3A29%3A44+-0500&secure%5Bsession_id%5D=490d706d-5bd7-4f51-96a7-cf1032d6e7e4&secure%5Btoken%5D=4304cef1ec28b4eecab7dda86f9871ee126752a66c5488630146cad11be3122c&format=llm_user)
## Denodo Integrations
  - [Infor LN](https://www.g2.com/products/infor-ln/reviews)
  - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews)
  - [SQL-RD SSRS Data Driven Automation](https://www.g2.com/products/sql-rd-ssrs-data-driven-automation/reviews)
  - [Tableau](https://www.g2.com/products/tableau/reviews)

## Denodo Features
**Reports**
- Reports Interface
- Steps to Answer
- Graphs and Charts
- Score Cards
- Dashboards

**Data Governance**
- User Access Management
- Dynamic Data Masking
- Data Lineage

**Administration**
- Database Management
- Access Control
- Data Security

**Data Management**
- Data Integration
- Data Discovery
- Multi - Platform
- Metadata

**Data Management**
- Data Integration
- Data Compression
- Data Quality
- Built-In Data Analytics
- In-Database Machine Learning
- Data Lake Analytics

**Deployment & Integration - Semantic Layer Tools**
- Multi-Environment & Multi-Cloud Support
- Open API & SDK Integration

**Database**
- Real-Time Data Collection
- Data Distribution
- Data Lake

**Data Preparation**
- Search
- Data Quality and Cleansing
- Data Transformation
- Data Modeling

**Federation**
- Architecture
- Provisioning
- Orchestration
- API / Integrations

**Analytics**
- Data Analytics

**Integration**
- AI/ ML Integration
- BI Tool Integration
- Data lake Integration

**Data Connectivity & Federation - Semantic Layer Tools**
- Cross-Source Query Federation
- Dynamic Schema & Metadata Adaptation

**Integrations**
- Hadoop Integration
- Spark Integration

**Collaboration**
- Commenting
- Profiling and Classification
- Business and Data Glossary
- Metadata Management 

**Transformation**
- Data Visualization
- Application Performance
- Data Modeling

**Security**
- Compliance
- Governance
- Data Protection

**Deployment**
- On-Premise
- Cloud

**Data Modeling & Metrics - Semantic Layer Tools**
- Derived & Calculated Metrics
- Time Intelligence Functions

**Platform**
- Machine Scaling
- Data Preparation
- Spark Integration

**Artificial Intelligence**
- Machine Learning Recommendations
- Natural Language Query
- Automatic Data Cleansing

**Performance **
- Scalability

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Performance Optimization - Semantic Layer Tools**
- Query Caching & Acceleration
- Adaptive Query Optimization

**Self Service **
- Calculated Fields
- Data Column Filtering
- Data Discovery
- Search
- Collaboration / Workflow
- Automodeling

**Processing**
- Cloud Processing
- Workload Processing

**Security**
- Data Governance
- Data Security

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Agentic AI - Data Fabric**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Decision Making

**Governance - Semantic Layer Tools**
- AI Governance & Observability
- Metric Lineage for AI Training Data
- Version Control & Change Impact Analysis

**Advanced Analytics**
- Predictive Analytics
- Data Visualization
- Big Data Services

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Agentic AI - Machine Learning Data Catalog**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Decision Making

**Advanced Intelligence - Semantic Layer Tools**
- Natural Language Query Interface
- Semantic Layer for AI/ML Models
- Recommendation Engine

**Agentic AI Enablement - Semantic Layer Tools**
- Agentic Query Orchestration
- Contextual Reasoning Layer
- Workflow Automation via Semantic Agents

**Building Reports**
- Data Transformation
- Data Modeling
- WYSIWYG Report Design
- Integration APIs

**Platform**
- Mobile User Support
- Customization 
- User, Role, and Access Management
- Internationalization
- Sandbox / Test Environments
- Performance and Reliability
- Breadth of Partner Applications

## Top Denodo Alternatives
  - [Dremio](https://www.g2.com/products/dremio/reviews) - 4.6/5.0 (64 reviews)
  - [CData Virtuality](https://www.g2.com/products/cdata-virtuality/reviews) - 4.7/5.0 (20 reviews)
  - [AWS Glue](https://www.g2.com/products/aws-glue/reviews) - 4.3/5.0 (191 reviews)

