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DX Unified Infrastructure Management vs DataRobot comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Sep 16, 2024

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

DataRobot
Ranking in AIOps
15th
Average Rating
8.6
Reviews Sentiment
7.2
Number of Reviews
5
Ranking in other categories
Predictive Analytics (5th), AI Development Platforms (13th)
DX Unified Infrastructure M...
Ranking in AIOps
24th
Average Rating
8.2
Reviews Sentiment
6.8
Number of Reviews
120
Ranking in other categories
Network Monitoring Software (76th), Server Monitoring (23rd), IT Infrastructure Monitoring (54th), Cloud Monitoring Software (40th)
 

Mindshare comparison

As of June 2025, in the AIOps category, the mindshare of DataRobot is 0.6%, up from 0.2% compared to the previous year. The mindshare of DX Unified Infrastructure Management is 0.7%, up from 0.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AIOps
 

Featured Reviews

SagarYadav - PeerSpot reviewer
Automating model comparison speeds up development and reduces timelines
DataRobot is equipped with a GUI-based approach that simplifies the process of feature engineering and model training. It provides AutoML capabilities, which allow for comparing thousands of models and selecting the best-suited one based on business requirements. By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month.
Mark Tukh - PeerSpot reviewer
Great scalability, versatility, infrastructure coverage and ease of implementation
I rate the initial setup an eight out of ten. The number of people needed for deployment depends on the customer, but we usually need at least one person and two to three at other times. The initial implementation takes about two months. The full implementation can be infinite because you may want to implement more. The product does not require a lot of maintenance. To increase the implementation, we push additional services in the first and second years to make it more robust and fully implemented. We usually sell to big enterprises. It can also be affordable for smaller enterprises, but we don't work with them a lot. We have from 2,000 to 10,000 workers. So the product itself can have five, ten or even 20 users.

Quotes from Members

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

Pros

"We especially like the initial part of feature engineering, because feature engineering is included in most engines, but DataRobot has an excellent way of picking up the right features."
"It's easy to do MLOps operations. It's a lot easier to manage jobs and see the logs if there's any drift in a model."
"By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month."
"DataRobot is highly automated, allowing data scientists to build models easily."
"DataRobot can be easy to use."
"I can use the Drag and Drop feature to build dashboards within minutes."
"It gives an alarm when there's something going on, not just when there's an expected spike that happens every night on a server."
"MultiWAN and Balance service"
"Probe packages and probe deployment."
"The real value is our being able to pull all the historic data that we need in order to gather every little metric and nuanced piece of information from a given device, a given piece of infrastructure, in order for us to generate alerts."
"The number of probes available. Out of the box, I believe about 200 probes are available. And, if there's a probe that is not available, you can write one. You can also go to the communities and suggest, and based on demand, CA will write one for you."
"Another division handed us the opportunity to monitor their solutions as written, and UIM was very useful for that."
"Monitoring infrastructure and business applications are the most valuable features."
 

Cons

"If we could include our existing Python or R code in DataRobot, we could make it even better. The DataRobot that we have is specific to an industry, but most of the time we would have our own algorithms, which are specific to our own use case. If we had a way by which we could integrate our proprietary things into DataRobot with a simple integration, it would help us a lot."
"The business departments will love to work with DataRobot because they use the tool to investigate their data, such as targeting what they want to investigate. They don't need any data scientists near them. They can investigate at eye level and bring into the BI tool, or can bring it to the data scientist. Data scientists can use this tool to bring increase the solution to the maximum. All the others can use it, but not to the maximum."
"DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python. In this aspect, I see room for improvement in its functionality."
"Generative AI has taken pace, and I would like to see how DataRobot assists in doing generative AI and large language models."
"There are some performance issues."
"In the UMP, certain devices will show up multiple times and they don't correlate correctly. That's one of the issues."
"I'd also like to see more probes. More probes in the sense that we were coming across devices that we're expected to monitor and manage for which, out of the box, there isn't a nice, clean solution. There are probes that are dedicated for certain devices and certain device types, which is great. But then there are times we come across nuanced products that we have to develop our own solution for. There are probes that exist in there that allow us to make a customized solution, but it takes a lot more time."
"The biggest feature that I've been hoping they would enhance on is inventory management: things like adding/removing nodes."
"It is a little complex to use versus other softwares."
"Within this product there are individual probes, and each of these probes doesn't always necessarily output the same kind of information into our database. So when we try to collect what's called QoS data, from one probe we might get a ton of information, lots of good stuff that we can use in our database, but then from another probe, we might not get so much or we might not be able to pull the things that we want to."
"The UIM has no features through goods and services yet. ​"
"The company has not kept pace with developments."
"There is also room for improvement in the reporting. It is not really good enough, according to our customers. So what we now usually do is use Power BI to get them the kinds of reports they want."
 

Pricing and Cost Advice

"The price of DataRobot is good because if you take the price of the solution which is approximately $65,000, it is less than a data scientist. There are very few data scientists available."
"We dropped the plan to use DataRobot, because we found the pricing to be on the higher sise. We liked DataRobot a lot, but due to the pricing, we dropped that idea."
"The product-price ratio is better than other brands such as Fortinet or SonicWall."
"Reasonable setup cost and licensing prices."
"Pricing for DX Unified Infrastructure Management isn't cheap at all. It's a complex tool, so you have to pay more. No one is happy with a large bill to pay, but if it's a complex product and you designed a complex solution to be monitored, it'll be your fault that you need to buy an expensive product, and that would be implicit in the design of DX Unified Infrastructure Management. Monitoring is just a small part of it. Sometimes you have to pay a significant amount of money for a complex yet very good solution."
"This product is expensive compared to other vendors (SolarWinds, ManageEngine)."
"CAD $400,000 annually."
"The license cost depends on the number of probes and robots."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Educational Organization
13%
Manufacturing Company
9%
Computer Software Company
9%
Financial Services Firm
16%
Computer Software Company
13%
Manufacturing Company
11%
Educational Organization
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
 

Questions from the Community

What needs improvement with DataRobot?
DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python. In this aspect, I see room for improvement in its functionality.
What is your primary use case for DataRobot?
In our day-to-day use, I utilize DataRobot to speed up our development process through its GUI capability. Once I set up our connection with a back-end data set, whatever the project I work on next...
What advice do you have for others considering DataRobot?
I would recommend DataRobot because if there is something not included in the UI, I have the freedom to use its Python API, which extends the capability for different use cases. Additionally, I wou...
What is your primary use case for DX Infrastructure Manager?
We are an integrating company that offers DX Unified Infrastructure Management to customers. We help them set it up, do the integration, and provide support. Our end customers include financial ins...
What advice do you have for others considering DX Infrastructure Manager?
I would recommend DX Unified Infrastructure Management to others as it is a good and reliable solution. I would rate it nine out of ten due to its robust functionality and capability to support inf...
What is your experience regarding pricing and costs for DX Infrastructure Manager?
The pricing of DX Unified Infrastructure Management is high and often a concern for customers. The cost is higher compared to other Original Equipment Manufacturers (OEMs), which is feedback we hav...
 

Also Known As

No data available
DX Infrastructure Manager, DX Infrastructure Manager for Z Systems and CA UIM for zSystems, CA UIM (DX Infrastructure Manager), CA Nimsoft Monitor, CA UIM, DX Infrastructure Manager
 

Overview

 

Sample Customers

Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant
CBNCloud, IIJ Global Singapore, AT&S, AXSOS, Aozora Bank, HCL Technologies, IntelliNet, Securex
Find out what your peers are saying about DX Unified Infrastructure Management vs. DataRobot and other solutions. Updated: April 2025.
856,873 professionals have used our research since 2012.