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JFrog DevOps Cloud Platform vs Saturn Cloud 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

JFrog DevOps Cloud Platform
Average Rating
8.0
Reviews Sentiment
7.2
Number of Reviews
3
Ranking in other categories
Software Supply Chain Security (14th), DevSecOps (11th)
Saturn Cloud
Average Rating
10.0
Reviews Sentiment
7.9
Number of Reviews
6
Ranking in other categories
Data Science Platforms (27th)
 

Mindshare comparison

JFrog DevOps Cloud Platform and Saturn Cloud aren’t in the same category and serve different purposes. JFrog DevOps Cloud Platform is designed for Software Supply Chain Security and holds a mindshare of 2.1%, up 0.7% compared to last year.
Saturn Cloud, on the other hand, focuses on Data Science Platforms, holds 1.3% mindshare, up 0.3% since last year.
Software Supply Chain Security Mindshare Distribution
ProductMindshare (%)
JFrog DevOps Cloud Platform2.1%
JFrog Xray11.3%
Mend.io8.0%
Other78.6%
Software Supply Chain Security
Data Science Platforms Mindshare Distribution
ProductMindshare (%)
Saturn Cloud1.3%
Databricks7.2%
Dataiku4.8%
Other86.7%
Data Science Platforms
 

Featured Reviews

Fredierick Saladas - PeerSpot reviewer
DevOps Lead at Standard Chartered Bank
Provides superior integration options and comprehensive reporting features
The product could benefit from enhanced integration capabilities with older software systems and more customizable reporting options. Improved support for mobile devices would also be advantageous, allowing team members to access the system more effectively while on the go. In the next release, we would like to see advanced analytics features, including predictive analytics to help forecast project outcomes. Additionally, a more robust mobile app with offline capabilities would be valuable for remote work scenarios.
Alessandro Trinca Tornidor - PeerSpot reviewer
Sviluppatore software at TeamSystem
Good for creating POCs, training machine learning models, and experimenting without local resources
The project I’m currently working on relies on CUDA, but my local PC does not have any Nvidia GPUs. I’ve found the computational resources and ease of use provided by Saturn Cloud invaluable. Also, there are many ready-to-use Docker images and a rich documentation portal with useful examples. The dashboard for creating a new virtual environment contains almost all the features I needed: environment variable definitions, git repositories cloning directly from the new resources page, and an edit field to define a custom script during the boot process. For this reason, Saturn Cloud.io is a very good solution for creating POCs, training machine learning models, and generally experimenting a bit without worrying about local resources.

Quotes from Members

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

Pros

"They have a professional service team that works alongside their engineering and performance teams."
"I appreciate the features in JFrog DevOps Cloud Platform, especially the efficient file management where downloads and uploads are optimized, saving time. The storage efficiency is also great as it avoids redundancy, which is crucial for our team. It is also quite easy to use, especially for basic commands through the command line. It's straightforward for us internally, and our data is well-hosted on their servers, which makes data location and querying fast and efficient. Moving our storage to JFrog has streamlined our development cycle by eliminating duplicated data, which previously took up extra space locally. This efficiency is crucial for our workflow, although network speeds still play a significant role in performance."
"The most valuable features include task tracking and reporting capabilities."
"Saturn Cloud supports GPU as part of the environment, which is essential for many computational tasks in machine learning projects. It also allows us to edit the environment, including the image, before we start the cloud resources. This feature lets us quickly set up the environment without the hassle of moving the data and code to another cloud device."
"It offered an excellent development environment while not touching our production cloud resources."
"It didn't take long to see that Saturn Cloud could scale with my needs, providing more resources when required."
"There is plenty of computational resources (both GPU, CPU and disk space)."
"They provide a centralized space for data, code, and results."
"The feature I like the most about Saturn Cloud is that it has lightning-fast CPUs."
 

Cons

"Our locations are in different environments, so the remote server takes time to catch up, causing replication delays. The engineering team suggested that this issue would be resolved, but I'm not sure if it has been addressed yet. This is more of a feature enhancement that we suggested."
"The product could benefit from enhanced integration capabilities with older software systems and more customizable reporting options."
"We have encountered stability issues lately, particularly with frequent 500 internal server errors. Despite efforts from our DevOps team to adjust settings, these issues persist, affecting our workflow, especially with machine learning data uploads. Overall, while it's beneficial for storage and accessibility, stability issues need improvement for seamless operations. The occasional occurrence of internal server errors takes several minutes to resolve on their own and can disrupt workflows. Another concern is that sometimes files appear to be successfully uploaded, but then they cannot be downloaded, with no error message indicating the issue during the upload process. This inconsistency needs to be addressed by JFrog to ensure reliable functionality for users like us."
"Providing more detailed and beginner-friendly documentation, especially for advanced features, could greatly enhance the user experience."
"Public Clouds integration and sandbox environments would be a true game changer."
"It would be nice to have more hardware category options, like TPU coprocessors or ARM64 CPUs."
"My main suggestion for improvement centers on pricing. Introducing a tier modelled after AWS spot instances would be a game-changer."
"We'd like to have the capability for installing more libraries."
"Saturn Cloud should include prebuilt images for advanced data science packages like LightGBM in the next release. If possible, they should also provide a Kaggle image, which contains the most common Python packages used in machine learning."
 

Pricing and Cost Advice

"The product pricing is competitive but worth negotiating for volume discounts or longer-term contracts."
"Regarding pricing, I focus on the platform's interface and user communication rather than costs."
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Top Industries

By visitors reading reviews
Construction Company
32%
Comms Service Provider
13%
Manufacturing Company
8%
Energy/Utilities Company
5%
Construction Company
26%
Comms Service Provider
13%
Outsourcing Company
8%
Financial Services Firm
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise1
Large Enterprise4
 

Questions from the Community

What needs improvement with JFrog DevOps Cloud Platform?
The product could benefit from enhanced integration capabilities with older software systems and more customizable reporting options. Improved support for mobile devices would also be advantageous,...
What advice do you have for others considering JFrog DevOps Cloud Platform?
Overall, the solution has been a great asset to our team. I advise investing time in the initial setup and training to leverage its capabilities fully. Ensure you clearly understand your needs and ...
What is your experience regarding pricing and costs for JFrog DevOps Cloud Platform?
The product pricing is competitive but worth negotiating for volume discounts or longer-term contracts. Licensing options are flexible, but ensure you understand the terms and any additional costs ...
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Overview

 

Sample Customers

Information Not Available
Nvidia, Snowflake, Kaggle, Faeth, Advantest, Stanford University, Senseye and more.
Find out what your peers are saying about Mend.io, Qualys, JFrog and others in Software Supply Chain Security. Updated: July 2026.
908,834 professionals have used our research since 2012.