Ab Initio Co&gt;Operating System vs Denodo comparison

Ab Initio Co>Operating System

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Executive SummaryUpdated on Dec 19, 2024

Ab Initio Co>Operating System and Denodo compete in enterprise data management. Denodo has the upper hand with a more extensive feature set, despite Ab Initio's advantages in pricing and customer service impacting its value perception.

Features: Ab Initio Co>Operating System includes high-speed processing capabilities, robust data integration, and complex ETL task management. Denodo offers dynamic data virtualization, real-time data access across systems, and a flexible semantic layer for analytics.

Ease of Deployment and Customer Service: Denodo supports flexible deployment models for cloud and on-premise setups and comes with comprehensive documentation and training resources. It ensures quick implementations with an intuitive platform. Ab Initio may require specialized skills for deployment but provides attentive customer support and consultation services.

Pricing and ROI: Ab Initio Co>Operating System is recognized for competitive setup costs and significant ROI by efficiently handling large datasets. Denodo, although perceived as more expensive initially, offers high ROI through rapid deployment, reduced data replication needs, and streamlined operations.

To learn more, read our detailed Ab Initio Co>Operating System vs. Denodo Report (Updated: January 2026).

Ab Initio Co>Operating System vs. Denodo

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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

Ab Initio Co>Operating System

Ranking in Data Integration

24th

Average Rating

8.8

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

Workload Automation (19th)

Denodo

Ranking in Data Integration

8th

Average Rating

8.0

Reviews Sentiment

6.6

Number of Reviews

Ranking in other categories

Data Virtualization (1st), Cloud Data Integration (5th), Data Management Platforms (DMP) (3rd), AI Data Analysis (4th)

Mindshare comparison

As of January 2026, in the Data Integration category, the mindshare of Ab Initio Co>Operating System is 1.3%, up from 1.3% compared to the previous year. The mindshare of Denodo is 1.4%, down from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Integration Market Share Distribution
Product	Market Share (%)
Denodo	1.4%
Ab Initio Co>Operating System	1.3%
Other	97.3%

Data Integration

Featured Reviews

AlejandroMosso

Senior Solutions Architect at IDS Comercial

Enables creation of sophisticated applications with powerful parallelism and quick, effective support

The most valuable features of Ab Initio Co>Operating System are its performance and the ability to implement parallelism. There are three kinds of parallelism in Ab Initio Co>Operating System, which allow us to create very sophisticated solutions for almost any kind of application. This parallelism is one of the strongest features. Additionally, its scalability offers a unique way to escalate applications that differs from other technologies. In terms of data processing, the emphasis is on understanding the data. Data profiling is fundamental, and Ab Initio Co>Operating System integrates tools to perform this within the GDE, as well as specialized products for this purpose. Data profiling graphs can be implemented when necessary to understand the data sources.

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Douglas Camargo

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

Has simplified multi-database querying and accelerated solution delivery with minimal setup

Denodo offers a great query language, the VQL, which was very easy to understand for someone that only knows SQL. It was easy to work with, and it was easy to integrate various types of databases in general. The usability of the platform is very great. The federated queries were also a feature that I used a lot. The easy usability of Denodo helped my work and made things easier for productivity. We were able to ship code faster than if we needed to use another type of data visualization tool or even an ETL. When we have multiple databases, the standard or common approach is just to have an ETL that matches the data, and we need to write this whole ETL. With Denodo, we can simplify this whole work to a few queries or setups in the databases and just make a few queries. This was actually easier, and it was faster to deliver a solution for a client instead of building a whole ETL pipeline or simply backfilling one database in another. Denodo simplifies your work and helps you ship code or ship solutions in a faster way. I really like the UI that Denodo has on the web app version. It was very simple and actually very beautiful to see. For a complicated program, it was very easy to understand how it works, even for someone who is just approaching the data engineering career or side of the programming language.

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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

"Ab Initio Co>Operating System excels at providing data lineage regardless of the type of data I have."

"Co>Operating System's most valuable feature is its ability to process bulk data effectively."

"Ab Initio reaches the highest performance and is very flexible in processing huge amounts of data."

"Ab Initio Co>Operating System support is the best I have encountered."

"The graphical interface of Ab Initio Co>Operating System is very easy to understand and allows me to visualize the data flow effectively."

"It allows a lot of traceability and you can decide what data you want to collect"

"The best thing about Denodo is that creating and deploying a web service can be done in about 10 minutes, compared to a whole day when it comes to other solutions (such as when deploying with Java and AWS)."

"The logical data warehouse functionality is fantastic. It truly stands out. The ClearOptimizer and Virtual Cache are great features. They work together seamlessly to optimize performance."

"Denodo provides several server connectivity options with other tools such as ODPC and UDPC. It supports API integrations, allowing integration with a wide range of databases using different technologies, including NoSQL and relational databases."

"The most valuable features of Denodo are the extraction option for adapters, and there are many things for the views, that are cached. Denodo is not storing the data, it looks first to tune the query, and these things are for the agents."

"The most valuable features are query optimization and the single language independence from the sources we're using to catch data."

"The ability to transfer data is very valuable."

"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."

More Denodo pros

Cons

"An awesome improvement would be big data solutions, for example, implementing some kind of business intelligence or neural networks for artificial intelligence."

"Co>Operating System would be improved with more integrations for less well-known technologies."

"Ab Initio Co>Operating System is a very expensive product."

"While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficult to understand."

"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."

"The cache configuration is more complicated."

"Denodo can be improved in some areas. We faced some issues with respect to Java client dependencies and had significant hassle with version management."

"I would like it if we could pull the data model or export the data model because Denodo has, based on how you build, something called associations. The data model gets very confusing when you go look at it. It depends on how you define it, but it's really huge. I wish there was a way to export it into Visio. It could be that they already have a way to do it, and I don't know, but it would be much easier for the architects and even for the developers to look at it than scrunching it into the screen and expanding every small portion of it. If there was an easy way to export the Denodo model into another modeling tool and view it, it would be great."

"I would like to see a proper way to avoid killing the sourcing systems."

"Denodo can improve usage management-related aspects. If you deal with the mini views, it gets stuck. The performance is very slow when we go with a large number of views and high volume."

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

"There are a couple of areas that can be improved in Denodo. From a stability point of view, sometimes we see issues in the data management functionality. This only happens now and then, however, and usually takes place when we add in our own customization."

More Denodo cons

Pricing and Cost Advice

"Co>Operating System's pricing is on the expensive end since it tends to be used by big enterprises."

"The licensing charges for this solution are payable annually."

"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."

"I don't know the actual cost, but it's tens of thousands of dollars per month."

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

"The cost for Denodo is in line with other similar products."

"I am not super familiar with the pricing, but so far, it seems good. We have been happy. We haven't seen any problems. The only time we had to pay extra was during the upgrade. We didn't upgrade at the time they told us to upgrade, and we had to pay extra to keep the service. They had stopped the support for the older version and moved to the newer version. It was not their fault. It was our fault because we didn't get on board quickly."

"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."

More Denodo pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

32%

Computer Software Company

Insurance Company

Healthcare Company

Financial Services Firm

23%

Manufacturing Company

12%

Computer Software Company

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	15
Midsize Enterprise	6
Large Enterprise	20

Questions from the Community

What needs improvement with Ab Initio Co>Operating System?

While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficult to understand. When I have too many import feeds opened, they can conflict wi...

What is your primary use case for Ab Initio Co>Operating System?

The flexibility of data type and source integration for my IT ecosystem is excellent because Ab Initio Co>Operating System uses metadata, so it doesn't actually access the data; it takes the dat...

What advice do you have for others considering Ab Initio Co>Operating System?

I have not been involved in the security access of the platform's data security features, but I know that Ab Initio Co>Operating System is very careful because it doesn't access any customer dat...

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

Data Integration

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Also Known As

Co>Operating System

No data available

Overview

Ab Initio Co>Operating System offers powerful data processing capabilities, catering to big data needs with robustness and flexibility. Its architecture is designed for high performance, efficient data management, and advanced analytics, making it suitable for tech-savvy industries.

Ab Initio Co>Operating System provides an integrated platform that simplifies data processing tasks, from data validation to complex data transformations. It's engineered to handle large data volumes with efficiency, featuring an intuitive design and consistent performance. This makes it indispensable for industries requiring seamless integration and processing power, supported by tools for debugging, metadata management, and data profiling.

What are the key features of Ab Initio Co>Operating System?

Graphical Development Environment: Provides a user-friendly interface for designing data transformations.
Parallel Processing: Enables efficient handling of large datasets by leveraging parallelism.
Data Quality Management: Offers comprehensive tools for ensuring data accuracy and consistency.
Metadata Management: Facilitates easy access and management of data lineage and metadata.

What benefits and ROI should users consider?

Scalability: Easily adapts to increasing data and processing demands, minimizing additional costs.
Time Efficiency: Reduces development and processing time, enhancing productivity.
Cost Savings: Lowers operational expenses through efficient resource use.
Data Accuracy: Ensures reliable data quality, critical for decision-making processes.

In industries like telecommunications and finance, Ab Initio Co>Operating System is implemented to streamline data workflows and provide real-time analytics. Its role in these sectors involves batch processing, complex event processing, and integrating diverse sources, addressing the demands for agility and performance excellence.

Ab Initio

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

A multinational transportation company

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

Ab Initio Co>Operating System vs. Denodo