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Dify vs NebulaGraph 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

Dify
Average Rating
8.4
Reviews Sentiment
5.1
Number of Reviews
8
Ranking in other categories
Low-Code Development Platforms (18th), AI Software Development (15th)
NebulaGraph
Average Rating
0.0
Number of Reviews
0
Ranking in other categories
AWS Marketplace (341st)
 

Mindshare comparison

Dify and NebulaGraph aren’t in the same category and serve different purposes. Dify is designed for Low-Code Development Platforms and holds a mindshare of 0.8%.
NebulaGraph, on the other hand, focuses on AWS Marketplace, holds 0.2% mindshare, up 0.1% since last year.
Low-Code Development Platforms Mindshare Distribution
ProductMindshare (%)
Dify0.8%
Microsoft Power Apps7.1%
OutSystems4.7%
Other87.4%
Low-Code Development Platforms
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
NebulaGraph0.2%
Stardog Enterprise Knowledge Graph Platform0.4%
Prior Labs TabPFN-2.50.3%
Other99.1%
AWS Marketplace
 

Featured Reviews

Rusira Sathnindu - PeerSpot reviewer
Automation Engineer at a tech services company with 1-10 employees
Visual workflows have accelerated our agent POC while better UI and observability still need work
My personal experience with Dify's UI is that it is not my favorite, as it can be improved a little bit, and sometimes the UI feels a little bit buggy. I am not sure if that is because it was a self-hosted version. The documentation can also be improved a little bit more. I think not a lot of people are using Dify currently, so that is why the documentation is not very great. If the documentation was improved, that would also be a really good thing. Currently, Dify could improve by offering better observability like other platforms. We currently use OpenAI Agents SDK, which requires you to build everything by code, but the observability is really good. It has OpenAI Traces, and you can basically trace everything for a conversation. If Dify had that kind of tracing functionality, that would be great.
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Top Industries

By visitors reading reviews
Construction Company
19%
Comms Service Provider
10%
Manufacturing Company
9%
Computer Software Company
7%
Construction Company
47%
Comms Service Provider
6%
Transportation Company
6%
Financial Services Firm
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business5
Large Enterprise3
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Dify?
The experience with pricing is that it is quite reasonable, and the setup cost depends on our usage, so I do not have any complaints regarding this.
What needs improvement with Dify?
I think Dify can be improved as the login process was definitely a bit difficult on the open-source version. When my colleague sent me an email invite to join the workspace, we had some minor issue...
What is your primary use case for Dify?
My main use case for Dify is to build low-code chatbot platforms for our company, as Copilot Studio is too basic and Dify operates at a higher level for what we want to accomplish. A specific examp...
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Comparisons

 

Overview

Find out what your peers are saying about Microsoft, Mendix, OutSystems and others in Low-Code Development Platforms. Updated: August 2026.
908,800 professionals have used our research since 2012.