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DataRobot vs Dynatrace 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)
Dynatrace
Ranking in AIOps
3rd
Average Rating
8.8
Reviews Sentiment
7.4
Number of Reviews
347
Ranking in other categories
Application Performance Monitoring (APM) and Observability (2nd), Log Management (7th), Mobile APM (2nd), Container Monitoring (1st)
 

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 Dynatrace is 23.4%, down from 27.7% 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.
Anand_Kumar - PeerSpot reviewer
Provides a comprehensive view by integrating with other monitoring systems
There may be an issue since there are many tools like Splunk involved in network monitoring. From an IP perspective, Dynatrace is performing well. If they want to develop in network monitoring, they can, as it's part of their product line. It's not rocketry, so they can accomplish it. If I, as an SI, look at it from an enterprise perspective, considering the cost from the client, I prefer not to go with multiple systems, as they don't provide a complete 360-degree view. They need to improve on claims about being an enterprise system. The definition of enterprise is loosely used, however, from a holistic security perspective, including infrastructure, network, ports, software, applications, transactions, and databases, there are areas lacking, especially in network monitoring tools.

Quotes from Members

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

Pros

"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."
"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."
"With PurePath, I am able to find the root cause of the error or bug existing in our system."
"The major improvement was the ability to find errors immediately and predict future failures, or when resources reach the maximum capacity."
"Being able to get down to the individual code level to see where transactions are taking time. It has helped troubleshoot issues immensely and other tools can't provide this."
"The most valuable feature is the monitoring of application performance."
"I'm also involved on the practical side, putting in all the automation, that automation platform. To have a tool like Dynatrace, where I don't have to work out for hours how to configure and set up alerts and monitoring - especially in a solution that is not completed yet - it's not only a major time-saver, but I know going forward that it will be able to learn how the system operates. Day one, we're getting all of that stuff for free, out-of-the-box."
"We’re monitoring our SQL databases, we’re monitoring our microservices infrastructure, we’re monitoring our front-end we’re monitoring our mobile apps. It has increased our productivity, we’ve been able to optimize all of our applications."
"Real user monitoring is one of the best things in solution. The possibility to analyze any particular user session is wonderful."
"You get a good insight into what is going on inside your code."
 

Cons

"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."
"There are some performance issues."
"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."
"Generative AI has taken pace, and I would like to see how DataRobot assists in doing generative AI and large language models."
"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."
"Needs a clearer view for Smartscape."
"Due to the fact that you doing a lot, you have a problem with the learning curve. We're really looking for ways to make this product more accessible."
"There is another challenge, which is in case of the Managed solution. In our old solution we could simply export the data as session data, and that would be imported and seen. Now, if we are using the Managed solution, then giving someone access to that solution is a challenge. We can handle it, but it's different than taking screenshots and saving that information the way we used to. The copy/paste features that were there in old application - because it was a fat app - were nice, compared to browser-based app, because you cannot really use those features anymore."
"We are happy with the server monitoring, but we feel like the application monitoring should be improved."
"I do know that for the size of our organization, we're talking thousands of agents and hundreds of applications, it does get to the point where the servers themselves that house Dynatrace are at a point where, in some cases, they are just too big for one machine, since you have to have an entire application ecosystem all funnel into a single system."
"Cloud monitoring and reporting need improvement, as well as how to manipulate data and export it to share with business executives."
"For AppMon, there is always room for improvement: charting, dashboarding, and user management."
"Network monitoring is lacking and could be improved."
 

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."
"There is a license issue where if we increase the memory we have to up the licenses. I was unaware of that going in. I thought it was scalable without all the paperwork behind the scenes. ​​"
"Our annual costs were about the same for both AppDynamics and Dynatrace."
"While it is quite good in respect to its functionality, there are few area in regards to pricing that they can look at how to possibly change. I have heard it's costly."
"Purchasing through the AWS Marketplace is excellent."
"From what I have heard in the company, Dynatrace is expensive."
"We are buying more licenses, because we are seeing more value."
"I think the pricing is at a fair value for what it is."
"There are additional Professional Services costs which ensure the solution is configured with meaningful names so you're getting the most money for your investment."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Educational Organization
13%
Manufacturing Company
9%
Computer Software Company
9%
Educational Organization
29%
Financial Services Firm
18%
Computer Software Company
8%
Manufacturing Company
6%
 

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...
Any advice about APM solutions?
The key is to have a holistic view over the complete infrastructure, the ones you have listed are great for APM if you need to monitor applications end to end. I have tested them all and have not f...
What cloud monitoring software did you choose and why?
While the environment does matter in the selection of an APM tool, I prefer to use Dynatrace to manage the entire stack. Both production and Dev/Test. I find it to be quite superior to anything els...
Any advice about APM solutions?
There are many factors and we know little about your requirements (size of org, technology stack, management systems, the scope of implementation). Our goal was to consolidate APM and infra monitor...
 

Comparisons

 

Overview

 

Sample Customers

Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant
Audi, Best Buy, LinkedIn, CISCO, Intuit, KRONOS, Scottrade, Wells Fargo, ULTA Beauty, Lenovo, Swarovsk, Nike, Whirlpool, American Express
Find out what your peers are saying about DataRobot vs. Dynatrace and other solutions. Updated: April 2025.
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