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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
17th
Average Rating
7.8
Reviews Sentiment
6.4
Number of Reviews
6
Ranking in other categories
Data Science Platforms (19th)
RStudio Connect
Ranking in Data Visualization
19th
Average Rating
6.6
Reviews Sentiment
7.1
Number of Reviews
2
Ranking in other categories
Reporting (20th)
 

Mindshare comparison

As of January 2026, in the Data Visualization category, the mindshare of Google Cloud Datalab is 1.1%, up from 0.5% compared to the previous year. The mindshare of RStudio Connect is 1.2%, up from 0.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Visualization Market Share Distribution
ProductMarket Share (%)
Google Cloud Datalab1.1%
RStudio Connect1.2%
Other97.7%
Data Visualization
 

Featured Reviews

LJ
System Architect at UST Global España
dashboards are good and data visualization is more meaningful for the end-user
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 forcing your database with over a billion records, it can be tough for the end-user to manage the data. You need to have a single entity system in each environment. It's not because of GCP, but it would be great to have options like MongoDB or other similar tools in GCP. Then, we wouldn't always need to connect to the cloud and execute SQL queries. Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated. Once the data is collected, it should be easily sorted.
LM
Professor of Health Services Research (now Emeritus) at a university with 1,001-5,000 employees
Graphical learning experience needs improvement but handles large datasets effectively
RStudio Connect is very powerful statistically and can handle large datasets, even on a free version on a laptop. It offers excellent customer service and educational resources. KNIME allows for visual data manipulation, with nodes representing operations, making it user-friendly and effective for statistical analysis and predictions. I appreciate its ability to integrate R or Python scripts, combining ease of use with powerful procedures.

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

Cons

"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."
"The product must be made more user-friendly."
"Connectivity challenges for end-users, particularly when loading data, environments, and libraries, need to be addressed for an enhanced user experience."
"Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated."
"The interface should be more user-friendly."
"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

"The pricing is quite reasonable, and I would give it a rating of four out of ten."
"The product is cheap."
"It is affordable for us because we have a limited number of users."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
25%
Computer Software Company
10%
University
9%
Manufacturing Company
6%
Government
17%
Healthcare Company
10%
Financial Services Firm
10%
University
9%
 

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?
Both KNIME and RStudio Connect are free to use on a laptop. However, if I want to use a big server version, it is subsidized.
What needs improvement with RStudio Connect?
It could work on visibility or improve that. In RStudio Connect ( /products/rstudio-connect-reviews ), the learning process is not as graphical as KNIME ( /products/knime-reviews ). Although I can ...
What is your primary use case for RStudio Connect?
I use the software primarily for statistics. I have used it on census data from the UK, which covers millions of individuals. Additionally, I have utilized it for surveys and educational purposes, ...
 

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 Google Cloud Datalab vs. RStudio Connect and other solutions. Updated: December 2025.
881,082 professionals have used our research since 2012.