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Databricks 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

Databricks
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
93
Ranking in other categories
Cloud Data Warehouse (9th), Data Science Platforms (1st), Data Management Platforms (DMP) (5th), Streaming Analytics (1st)
RStudio Connect
Average Rating
6.6
Reviews Sentiment
7.1
Number of Reviews
2
Ranking in other categories
Reporting (21st), Data Visualization (18th)
 

Mindshare comparison

While both are Business Intelligence solutions, they serve different purposes. Databricks is designed for Cloud Data Warehouse and holds a mindshare of 10.0%, up 7.2% compared to last year.
RStudio Connect, on the other hand, focuses on Reporting, holds 0.7% mindshare, up 0.5% since last year.
Cloud Data Warehouse Market Share Distribution
ProductMarket Share (%)
Databricks10.0%
Snowflake15.9%
Teradata8.4%
Other65.7%
Cloud Data Warehouse
Reporting Market Share Distribution
ProductMarket Share (%)
RStudio Connect0.7%
Microsoft Power BI17.3%
Tableau Enterprise15.6%
Other66.4%
Reporting
 

Featured Reviews

Satyam Wagh - PeerSpot reviewer
Consultant at Nice Software Solutions
Unified data workflows have cut ticket processing times and are driving faster business insights
Databricks already provides monthly updates and continuously works on delivering new features while enhancing existing ones. However, the platform could become easier to use. While instruction-led workshops are available, offering more free instructional workshops would allow a wider audience to access and learn about Databricks. Additionally, providing use cases would help beginners gain more knowledge and hands-on experience. Regarding my experience, I was initially unfamiliar with the platform and had to conduct research and learn through various videos. I did find some instruction-led classes, but several of those required payment. The platform should provide more free resources to enable a broader audience to access and learn about Databricks. The platform itself is user-friendly and easy to use without complex issues, so I believe it does not need improvement in its core functionality. Rather, supporting aspects can be enhanced.
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

"Databricks' Lakehouse architecture has been most useful for us. The data governance has been absolutely efficient in between other kinds of solutions."
"It is a cost-effective solution."
"When we have a huge volume of data that we want to process with speed, velocity, and volume, we go through Databricks."
"Databricks is a robust solution for big data processing, offering flexibility and powerful features."
"It can send out large data amounts."
"I work in the data science field and I found Databricks to be very useful."
"The built-in optimization recommendations halved the speed of queries and allowed us to reach decision points and deliver insights very quickly."
"Databricks provides a consistent interface for data engineers to work with data in a consistent language on a single integrated platform for ingesting, processing, and serving data to the end user."
"RStudio Connect is very powerful statistically and can handle large datasets, even on a free version on a laptop."
 

Cons

"Databricks has added some alerts and query functionality into their SQL persona, but the whole SQL persona, which is like a role, needs a lot of development. The alerts are not very flexible, and the query interface itself is not as polished as the notebook interface that is used through the data science and machine learning persona. It is clunky at present."
"I would like to see the integration between Databricks and MLflow improved. It is quite hard to train multiple models in parallel in the distributed fashions. You hit rate limits on the clients very fast."
"The product could be improved by offering an expansion of their visualization capabilities, which currently assists in development in their notebook environment."
"Generative AI is catching up in areas like data governance and enterprise flavor. Hence, these are places where Databricks has to be faster."
"The solution has some scalability and integration limitations when consolidating legacy systems."
"Databricks would benefit from enhanced metrics and tighter integration with Azure's diagnostics."
"So far, we're not measuring any return on investment, such as saving time, money, or resources with Databricks."
"Would be helpful to have additional licensing options."
"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 solution is affordable."
"Licensing on site I would counsel against, as on-site hardware issues tend to really delay and slow down delivery."
"We pay as we go, so there isn't a fixed price. It's charged by the unit. I don't have any details detail about how they measure this, but it should be a mix between processing and quantity of data handled. We run a simulation based on our use cases, which gives us an estimate. We've been monitoring this, and the costs have met our expectations."
"The basic version of this solution is now open-source, so there are no license costs involved. However, there is a charge for any advanced functionality and this can be quite expensive."
"Price-wise, I would rate Databricks a three out of five."
"It is an expensive tool. The licensing model is a pay-as-you-go one."
"Databricks are not costly when compared with other solutions' prices."
"I do not exactly know the costs, but one of our clients pays between $100 USD and $200 USD monthly."
Information not available
report
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Manufacturing Company
9%
Computer Software Company
8%
Healthcare Company
6%
Government
16%
University
10%
Healthcare Company
10%
Financial Services Firm
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business26
Midsize Enterprise12
Large Enterprise56
No data available
 

Questions from the Community

Which do you prefer - Databricks or Azure Machine Learning Studio?
Databricks gives you the option of working with several different languages, such as SQL, R, Scala, Apache Spark, or Python. It offers many different cluster choices and excellent integration with ...
How would you compare Databricks vs Amazon SageMaker?
We researched AWS SageMaker, but in the end, we chose Databricks. Databricks is a Unified Analytics Platform designed to accelerate innovation projects. It is based on Spark so it is very fast. It...
Which would you choose - Databricks or Azure Stream Analytics?
Databricks is an easy-to-set-up and versatile tool for data management, analysis, and business analytics. For analytics teams that have to interpret data to further the business goals of their orga...
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, ...
 

Comparisons

 

Also Known As

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash
No data available
 

Overview

 

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware
ENERGETIC INSURANCE, PRECISION ANALYTICS, REDFIN, TWO SIX CAPITALSTACK OVERFLOW, LIBERTY MUTUAL, EDUCATION SUPERHIGHWAY, UNIVERSITY OF OXFORD
Find out what your peers are saying about Snowflake Computing, Microsoft, Teradata and others in Cloud Data Warehouse. Updated: January 2026.
881,707 professionals have used our research since 2012.