Try our new research platform with insights from 80,000+ expert users

Google Cloud Datalab vs RStudio Connect comparison

 

Comparison Buyer's Guide

Executive Summary

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

Google Cloud Datalab
Ranking in Data Visualization
18th
Average Rating
7.8
Reviews Sentiment
6.4
Number of Reviews
6
Ranking in other categories
Data Science Platforms (16th)
RStudio Connect
Ranking in Data Visualization
17th
Average Rating
6.6
Reviews Sentiment
7.1
Number of Reviews
2
Ranking in other categories
Reporting (19th)
 

Mindshare comparison

As of May 2025, in the Data Visualization category, the mindshare of Google Cloud Datalab is 0.6%, up from 0.4% compared to the previous year. The mindshare of RStudio Connect is 1.0%, down from 1.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Visualization
 

Featured Reviews

Nilesh Gode - PeerSpot reviewer
Easy to setup, stable and easy to design data pipelines
The scalability is average. We have not faced any issues with scalability. There are more than 500 end users using this solution in our company. It is an integral part of the daily operations. The usage pattern is not a one-time thing; employees regularly access and utilize the application. We use it at a global level with a scattered user base. This means that users don't all use the application at the same time. So, around 300 out of 500 employees use the solution, and this usage is spread out throughout the day.
GY
Offers ease of use, affordability, cloud options, and many open sources,
Our model has used various tools together. It should make sense for them to use these tools in conjunction with RStudio Connect. Currently, they use none or only PSN and a couple of other devices. There should be integration with these tools or the ability to integrate various statistical tools, both open source and proprietary, with RStudio Connect. RStudio Connect should ideally provide an add-on library where modules can be utilized. There's no need to introduce something entirely disconnected but beneficial for statistical modeling. If some popular tools they use, such as Norman or PSF, were bundled and made available as add-ons, it would create a centralized place. This centralized platform would allow individual vendors to ensure compatibility of their products with RStudio Connect and provide them on the marketplace. Customers could then choose these validated additional tools, integrating them seamlessly with RStudio Connect.

Quotes from Members

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

Pros

"The APIs are valuable."
"For me, it has been a stable product."
"Google Cloud Datalab is very customizable."
"All of the features of this product are quite good."
"The infrastructure is highly reliable and efficient, contributing to a positive experience."
"In MLOps, when we are designing the data pipeline, the designing of the data pipeline is easy in Google Cloud."
"RStudio Connect is very powerful statistically and can handle large datasets, even on a free version on a laptop."
 

Cons

"The interface should be more user-friendly."
"Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated."
"The product must be made more user-friendly."
"There is room for improvement in the graphical user interface. So that the initial user would use it properly, that would be a good option."
"Connectivity challenges for end-users, particularly when loading data, environments, and libraries, need to be addressed for an enhanced user experience."
"We have also encountered challenges during our transition period in terms of data control and segmentation. The management of each channel and data structure as it has its own unique characteristics requires very detailed and precise control. The allocation should be appropriate and the complexity increases due to the different time zones and geographic locations of our clients. The process usually involves migrating the existing database sets to gcp and ensure data integrity is maintained. This is the only challenge that we faced while navigating the integers of the solution and honestly it was an interesting and unique experience."
"I rate my experience with RStudio Connect as average because I am not yet comfortable enough to provide a definitive assessment."
 

Pricing and Cost Advice

"It is affordable for us because we have a limited number of users."
"The product is cheap."
"The pricing is quite reasonable, and I would give it a rating of four out of ten."
Information not available
report
Use our free recommendation engine to learn which Data Visualization solutions are best for your needs.
850,028 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
20%
University
12%
Computer Software Company
10%
Manufacturing Company
7%
Government
15%
Financial Services Firm
12%
University
7%
Computer Software Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What do you like most about Google Cloud Datalab?
Google Cloud Datalab is very customizable.
What needs improvement with Google Cloud Datalab?
Access is always via URL, and unless your network is fast, it would be a little tough in India. In India, if we had a faster network, it would be easier. In a big data environment, like when forcin...
What is your primary use case for Google Cloud Datalab?
It's for our daily data processing, and there's a batch job that executes it. The process involves more than ten servers or systems. Some of them use a mobile network, some are ONTAP networks, and ...
What is your experience regarding pricing and costs for RStudio Connect?
The product is not very expensive. When the number of licenses grows, the procurement team should come in and negotiate to get a better price and discount. I rate the product’s pricing a three out ...
What needs improvement with RStudio Connect?
Our model has used various tools together. It should make sense for them to use these tools in conjunction with RStudio Connect. Currently, they use none or only PSN and a couple of other devices. ...
What is your primary use case for RStudio Connect?
We use the solution for statistical modeling.
 

Overview

 

Sample Customers

Information Not Available
ENERGETIC INSURANCE, PRECISION ANALYTICS, REDFIN, TWO SIX CAPITALSTACK OVERFLOW, LIBERTY MUTUAL, EDUCATION SUPERHIGHWAY, UNIVERSITY OF OXFORD
Find out what your peers are saying about Salesforce, Qlik, Splunk and others in Data Visualization. Updated: April 2025.
850,028 professionals have used our research since 2012.