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Ignition Cloud Edition vs Stardog Enterprise Knowledge Graph Platform 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

Ignition Cloud Edition
Ranking in AWS Marketplace
9th
Average Rating
8.8
Number of Reviews
6
Ranking in other categories
No ranking in other categories
Stardog Enterprise Knowledg...
Ranking in AWS Marketplace
10th
Average Rating
7.6
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the AWS Marketplace category, the mindshare of Ignition Cloud Edition is 0.2%, down from 0.4% compared to the previous year. The mindshare of Stardog Enterprise Knowledge Graph Platform is 0.4%, down from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Ignition Cloud Edition0.2%
Stardog Enterprise Knowledge Graph Platform0.4%
Other99.4%
AWS Marketplace
 

Featured Reviews

Hassana Abubakar - PeerSpot reviewer
Control Systems (Scada) Engineer at Mainstream Energy Solutions Limited
Cloud monitoring has transformed real-time plant control and automated preventive maintenance
There is always room for improvement, and at the moment, I am on the good side. I do not really have a bad side of it or anything that I would like to see changed; I love what I see and I love what I use. One feature that comes to my mind as missing in Ignition Cloud Edition is the user graphics in the user interface. The graphics in the user interface, such as the slider or the shapes for the equipment, can be improved upon. When I am selecting a tank, I should see a real tank, or when I am selecting a breaker, it should look like a real breaker in the field, or a valve or a sensor or a slider. Every other feature, such as the graphs and charts, are cool.
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

"Ignition platform is a general, powerful platform that is easy to use and cost-effective, where in most cases, you pay one time for your license and then use it forever."
"My main use case for Ignition Cloud Edition, even if it's just in my learning phase, was that it is a very interesting cloud platform, it was very much feasible, it can interface to multiple types of controllers and also with RTUs, and I see that its application can be used in other applications which is much more comfortable than other available platforms."
"Ignition Cloud Edition has positively impacted my organization by enabling sharing so that projects can be shared without everyone having to access them through manual file sharing."
"Both the database and Ignition can be set up very easily without any hardware, and reliability and high availability are always there, built in."
"Ignition gives you the blank paper to dream it, reach it, and draw whatever you need."
"What I love about Ignition Cloud Edition is the advantages and functionalities it has over other SCADA software."
"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."
"They have beautifully built these AI capabilities, and they work very well."
 

Cons

"The pricing aspect of Ignition Cloud Edition is actually on the high side."
"The way the historian is set up is not conducive to large deployments and it makes querying the data challenging."
"My concern is about cybersecurity. Since it's a cloud platform, the chances of countering cybersecurity attacks will be a major concern."
"For someone considering Ignition Cloud Edition, I think it is not bad, but honestly, I see it as overpriced."
"The accuracy of Ignition Cloud Edition is not very great, and reliability also needs improvement."
"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
32%
Manufacturing Company
14%
Energy/Utilities Company
8%
Wholesaler/Distributor
7%
Insurance Company
22%
Construction Company
21%
Outsourcing Company
11%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise3
No data available
 

Questions from the Community

What needs improvement with Ignition Cloud Edition?
Ignition Cloud Edition itself functions well, but Ignition in general has some things that could be improved, and the cloud edition also has those same issues. The way the historian is set up is no...
What is your primary use case for Ignition Cloud Edition?
I spin up an instance of Ignition Cloud Edition and simulate a bunch of tags and record them in a separate database.
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 Ignition Cloud Edition vs. Stardog Enterprise Knowledge Graph Platform and other solutions. Updated: July 2026.
909,725 professionals have used our research since 2012.