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CloudLabs vs Stardog Enterprise Knowledge Graph Platform comparison

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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

CloudLabs
Ranking in AWS Marketplace
43rd
Average Rating
8.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
Stardog Enterprise Knowledg...
Ranking in AWS Marketplace
16th
Average Rating
7.6
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of October 2026, in the AWS Marketplace category, the mindshare of CloudLabs is 0.2%, down from 0.3% compared to the previous year. The mindshare of Stardog Enterprise Knowledge Graph Platform is 0.3%, down from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Stardog Enterprise Knowledge Graph Platform0.3%
CloudLabs0.2%
Other99.5%
AWS Marketplace
 

Featured Reviews

Akashkhurana Hirana - PeerSpot reviewer
Senior Software Engineer 2 at Porch
Hands-on cloud labs have transformed my training and save hours on every learning project
The best features CloudLabs offers, in my opinion, include being cloud-based and accessible from anywhere, which eliminates the need for local installation. It is cost-effective, and unlike other training platforms that focus solely on teaching, CloudLabs provides hands-on learning in a realistic environment that is easy for anyone to understand. Additionally, it has progress tracking for monitoring my completion and assignments that are designed as small tests after modules, which are optional. The hands-on learning feature in CloudLabs is exceptional compared to other platforms where learning is primarily theoretical, with trainers explaining concepts. CloudLabs provides labs integrated with GCP, AWS, and Microsoft Azure, allowing users to create their own work in a cloud environment without needing local installation. For example, I created multiple agents that interacted with each other all within the cloud environment. CloudLabs has positively impacted my organization by allowing everyone to get hands-on training. Without CloudLabs, we could only do training without practical experience. Now, I gain hands-on experience without significant installations on my systems, enhancing the knowledge of my teammates and everyone in my organization. It has also reduced hardware costs, which is a beneficial aspect.
Bhaumik Ganatra - PeerSpot reviewer
Senior Power BI consultant at a financial services firm with 1,001-5,000 employees
Rich graph queries have streamlined reporting but support still needs improvement
In my experience with Stardog Enterprise Knowledge Graph Platform, many graph platforms do not have a very user-friendly client experience. What I found was that Stardog Studio had a very rich client experience in which we were able to fire queries and do many things through drag-and-drop functionality. That was one of the best features I found in Stardog. The rich client experience and drag-and-drop functionality in Stardog Studio made my work easier because my main use case to use Stardog was to retrieve the data which I needed in my Power BI data model. I was using it to fire SPARQL queries and get the exact data that I wanted. One of the best features that I liked was whenever I fire a query, the query runs quicker because I am only getting the top 100 or top 1000 records for my result. If I wanted the full data in my result, I just needed to tweak it a bit and then I would get my full result. The other feature was being able to export that data in any format that I need. Stardog Enterprise Knowledge Graph Platform has positively impacted my organization since it has been used for more than four to five years, and everyone has been positively affected by the use of it. It was a tool that was used to store our very complex data in the form of data structure, and it was efficiently managed by Stardog.

Quotes from Members

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

Pros

"In terms of efficiency improvements, I estimate around eighty percent of patients and doctors' time has been saved because previously, they spent a lot of time waiting for report deliveries, but now, through patient-centric reporting, reports are delivered instantly."
"CloudLabs is the best in the market for labs and hands-on experience."
"CloudLabs provides a good experience and is a solid platform; it saves my time, builds my skills, and enhances my technical knowledge."
"They have beautifully built these AI capabilities, and they work very well."
"Stardog Enterprise Knowledge Graph Platform has positively impacted my organization since it has been used for more than four to five years, and everyone has been positively affected by the use of it."
 

Cons

"However, there are areas where CloudLabs can be improved. In some labs, the instructions are not very clear, which can be confusing at times."
"CloudLabs is perfect for me, and I have no suggestions for improvement."
"CloudLabs can be improved by reducing its dependency on internet connectivity, which is currently a significant issue, and also by addressing the pricing structure, as costs per visit may become expensive for high-volume labs."
"Another software called Neo4j provides some more features compared to Stardog Enterprise Knowledge Graph Platform."
"My experience with customer support for Stardog Enterprise Knowledge Graph Platform was a bit weak because the problem that we told Stardog support was very basic, and they were not able to get an answer to that for months."
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Top Industries

By visitors reading reviews
Construction Company
34%
Insurance Company
21%
Comms Service Provider
7%
Financial Services Firm
7%
Insurance Company
19%
Construction Company
18%
Outsourcing Company
13%
Comms Service Provider
13%
 

Company Size

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

Questions from the Community

What needs improvement with CloudLabs?
CloudLabs is perfect for me, and I have no suggestions for improvement. It is very easy to learn compared to other platforms in the market. However, there could be advantages to adding AI-powered a...
What is your primary use case for CloudLabs?
My main use cases for CloudLabs are training, experimenting, software development, and learning. I use it for training, experiments, software development, practice, and learning. CloudLabs is integ...
What advice do you have for others considering CloudLabs?
CloudLabs has saved considerable time. As a senior software engineer, if I had to install everything locally, it would take considerable time. Instead, the environment is already set up, so I can w...
What needs improvement with Stardog Enterprise Knowledge Graph Platform?
I found that some of the documents are not up to date. Sometimes they update the software, but they do not update the documentation on time. This is one of the drawbacks I have seen. Another softwa...
What is your primary use case for Stardog Enterprise Knowledge Graph Platform?
Stardog Enterprise Knowledge Graph Platform is a knowledge graph platform where we store triples, which are RDF compliant data in the database. In the project, we have a home comfort domain with di...
What advice do you have for others considering Stardog Enterprise Knowledge Graph Platform?
I recommend using the AI capabilities more, as that will help you develop faster and more accurately. Using AI in Stardog Enterprise Knowledge Graph Platform is very useful. I would rate this revie...
 

Overview

Find out what your peers are saying about CloudLabs vs. Stardog Enterprise Knowledge Graph Platform and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.