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DataRobot vs New Relic 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
16th
Average Rating
8.6
Reviews Sentiment
7.2
Number of Reviews
5
Ranking in other categories
Predictive Analytics (5th), AI Development Platforms (12th)
New Relic
Ranking in AIOps
3rd
Average Rating
8.4
Reviews Sentiment
7.1
Number of Reviews
158
Ranking in other categories
Application Performance Monitoring (APM) and Observability (5th), Network Monitoring Software (7th), IT Infrastructure Monitoring (6th), IT Operations Analytics (3rd), Mobile APM (3rd), Cloud Monitoring Software (4th)
 

Mindshare comparison

As of May 2025, in the AIOps category, the mindshare of DataRobot is 0.6%, up from 0.2% compared to the previous year. The mindshare of New Relic is 11.5%, down from 17.8% 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.
Iqbal Khowaja - PeerSpot reviewer
Has a simple user interface and end-to-end monitoring and self-healing features
My organization uses many application performance management solutions, such as AppDynamics, New Relic APM, Splunk, and Datadog. I'm the CTO for the state of Hawaii, and across the board, different departments use different APM tools. I'm using the latest version of New Relic APM, but I cannot recall the exact version. My company has a dozen engineers using and monitoring New Relic APM. I'd tell anyone planning to use New Relic APM that it has to fit what you have. For example, most of my company's payload is in AWS, and the tool has adopters and features that CloudWatch cannot provide. Still, New Relic APM can, so you should do a demo or trial run first and see if it's a tool that'll help you with end-to-end monitoring. New Relic APM is working well for my company, so an excellent way to start is to do a trial run to see how the tool works out for your current applications. My rating for the tool is nine out of ten because my experience with it has been great. New Relic also worked closely with my company and has always been upfront on what's available and what's not. My company is a New Relic APM customer.

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."
"DataRobot can be easy to use."
"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."
"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."
"Support for plug-ins (RMQ, Redis etc.) is a valuable feature."
"It has in-depth analysis using developer code for someone whose not traditionally a developer."
"The most valuable feature of the solution is its ability to execute queries and analyze the data."
"One of the most outstanding features of any APM tool is the anomaly detection part."
"Using New Relic speeds up troubleshooting and resolution, giving us a clearer picture of where issues are, thus saving time and effort."
"The product's initial setup phase was very easy."
"The breakdown of the response time of different components and getting in-depth details of the slow component are the most valuable features. It is easy to use, and it gets the job done."
"The most valuable feature is application monitoring."
 

Cons

"Generative AI has taken pace, and I would like to see how DataRobot assists in doing generative AI and large language models."
"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."
"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."
"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."
"There are some performance issues."
"New Relic APM is a good tool, and it has a database of failures, but it could use a list of customer-specific failures. New Relic APM should be able to give my company advanced analytics through AI."
"The solution needs to have staging."
"Data Dog captures the entire session and then provides it as a video player path, which gives more insight into what the user was doing. It's pretty impressive. New Relic does that, yet it only captures using a couple of screenshots, which is not very detailed since you are unable to see the entire user flow."
"The product has good documentation for Linux, however, their documentation for Windows is lacking substantially. It's something they need to develop."
"Email alert customization is limited; it cannot be tailored much, which makes the system more rigid than optimal."
"The price needs improvement."
"There were some settings we had issues with."
"The solution is quite expensive."
 

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."
"I think it's overpriced for the technical support that we get. We spent over 1,00,000 USD a year."
"The solution is less expensive than AppNeta."
"Cost is significant with a lot of extras."
"The new licensing model is great, as we pay for what we use (in computational units). However, the pricing is expensive compared to other tools."
"The price depends on how many agents you want."
"We spend somewhere around $5,000 to $6,000 per month with an annual recommitment of maybe $60,000. These are just ballpark figures."
"The solution is priced reasonably. New Relic APM is one of the best products for me because it's economical, so anyone can easily pick it over other solutions and use it."
"Comparatively, the pricing is expensive."
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Top Industries

By visitors reading reviews
Educational Organization
19%
Financial Services Firm
13%
Manufacturing Company
8%
Computer Software Company
8%
Educational Organization
49%
Computer Software Company
8%
Financial Services Firm
8%
Manufacturing Company
4%
 

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?
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...
What do you like most about New Relic Insights?
The product's initial setup phase was very easy.
What needs improvement with New Relic Insights?
Email alert customization is limited; it cannot be tailored much, which makes the system more rigid than optimal. The handling of logs from integration tools is not as advanced compared to other to...
 

Comparisons

 

Also Known As

No data available
New Relic Browser, New Relic Applied Intelligence, New Relic Insights, New Relic Synthetics, New Relic Servers, New Relic APM
 

Overview

 

Sample Customers

Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant
World Fuel Services, Verizon, FootLocker, McDonald's, Trainline, Mondia Media, Confused, Costa Coffee, Ryanair, Marks & Spencer, William Hill, Delivery Hero, Skyscanner, BASF, DAZN, Veygo, Virtuo, movingimage, talabat, Australia Post, Tokopedia, Seven Network, Virgin Australia, Zomato, BigBasket, Mercado Libre, Lending Club
Find out what your peers are saying about DataRobot vs. New Relic and other solutions. Updated: April 2025.
850,028 professionals have used our research since 2012.