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CloudBees vs Dify 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:
 

ROI

Sentiment score
6.7
CloudBees offers reliable support and automation, enhancing ROI and efficiency in deployments and security audits over Jenkins.
Sentiment score
5.1
Dify's automation converted manual tasks to efficient operations, saving time and cost, and optimizing team performance significantly.
If a task would require an hour, it can now be done in seconds.
Software Engineer at Futurescape Technologies
This results in cost saving and time saving, as whenever you save some time, that is equal to cost saving.
AI Consultant at AI Solution.dk
I have seen a return on investment so far, as Dify worked for me, but I do not have a metric to determine how much time it saved.
CTO at Queryhat
 

Customer Service

Sentiment score
6.4
CloudBees offers responsive customer service and technical support, though some users report recurring issues and suggest prioritizing user needs.
Sentiment score
4.8
Dify's customer service earns high praise for quick responses, flexible support options, and strong user satisfaction.
I have been impressed by the voice agent, the feedback the team requests, and the developments they have implemented so far.
AI AUTOMATION ENGINEER at a consultancy with 51-200 employees
Whenever you have questions, you get an instant answer.
AI Consultant at AI Solution.dk
I already understood how to use user input, the LLM model, and templates without needing guides.
Student at Sector 125
 

Scalability Issues

Sentiment score
7.5
CloudBees efficiently scales across environments, supporting microservices and integrations, with users praising its operational flexibility and adaptability.
Sentiment score
4.0
Dify is scalable but faces challenges with larger workloads and occasional issues, suggesting cloud scaling for improved performance.
Rather than using a cloud-hosted platform, using a self-hosted platform means there can be scalability issues.
Automation Engineer at a tech services company with 1-10 employees
Dify's scalability is good and it handles growth or increased workloads effectively, depending upon the resources available.
Software Engineer at Futurescape Technologies
I would need to consider cloud scaling, such as vertical and horizontal scaling as the number of users increases.
AI AUTOMATION ENGINEER at a consultancy with 51-200 employees
 

Stability Issues

Sentiment score
6.6
CloudBees stability is generally rated high, but setup, upgrades, and scaling present challenges affecting overall user satisfaction.
Sentiment score
7.9
Dify is praised for its stability, reliability, and scalability, despite AI effectiveness varying with model selection.
The deployment can take a couple of hours or a couple of minutes.
Senior Qe Lead at Cognizant
 

Room For Improvement

CloudBees users seek improved error previews, faster resolutions, better UI, AI integration, and enhanced tool integration and performance.
Enhancing onboarding, workflow features, UI, and engagement, while optimizing performance, can significantly boost Dify's user experience and attractiveness.
If possible, we could sort the logs so we can get the exact error on one page.
Senior Qe Lead at Cognizant
For EU customers, adding more documentation about how Dify processes the data when starting to use Dify would be really beneficial for companies in Europe to get started with Dify.
AI Consultant at AI Solution.dk
We currently use OpenAI Agents SDK, which requires you to build everything by code, but the observability is really good.
Automation Engineer at a tech services company with 1-10 employees
The only improvement would be if Dify provided an SMTP server that could be connected to automate Dify workflow management, as that would be a great option.
Software Engineer at Futurescape Technologies
 

Setup Cost

Enterprise users justify CloudBees' high pricing due to valuable benefits, appreciated licensing model, and core product features.
My experience with pricing, setup cost, and licensing is that it was free to use.
Automation Engineer at a tech services company with 1-10 employees
Dify is free to use and has a free license from GitHub under a Dify open-source license based on Apache 2.0.
Software Engineer at Futurescape Technologies
The experience with pricing is that it is quite reasonable.
AI Consultant at AI Solution.dk
 

Valuable Features

CloudBees excels with user-friendly interface, strong integrations, scalability, security, and features, ideal for complex CI/CD management.
Dify enhances productivity and efficiency with seamless AI integration, user-friendly tools, and GDPR-compliant automation for organizations.
The integration part is good. We can use multiple things by integrating with CI/CD pipelines, and this is very feasible for us.
Senior Qe Lead at Cognizant
Initially, we had about two weeks of time to implement the whole thing, but that was cut down to two days of time through using Dify.
Automation Engineer at a tech services company with 1-10 employees
Dify has positively impacted the organization because accuracy has been improved, and the time and complexity in flows that were manual are now automated.
Software Engineer at Futurescape Technologies
Dify stands out to me because it is compliant with GDPR, and it is 100% compliant with GDPR rules.
AI Consultant at AI Solution.dk
 

Categories and Ranking

CloudBees
Ranking in AI Software Development
11th
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
20
Ranking in other categories
Build Automation (8th), Configuration Management (9th), Value Stream Management Software (2nd), DevSecOps (4th), AI-Augmented Software-Testing Tools (2nd), Feature Management (2nd)
Dify
Ranking in AI Software Development
16th
Average Rating
8.4
Reviews Sentiment
5.1
Number of Reviews
8
Ranking in other categories
Low-Code Development Platforms (17th)
 

Mindshare comparison

As of July 2026, in the AI Software Development category, the mindshare of CloudBees is 0.5%, up from 0.0% compared to the previous year. The mindshare of Dify is 0.6%. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
CloudBees0.5%
Dify0.6%
Other98.9%
AI Software Development
 

Featured Reviews

KishoreKumar4 - PeerSpot reviewer
Senior Qe Lead at Cognizant
Consistent automation has improved deployments and supports efficient client-facing workflows
Deployment and other processes are feasible for me, making this a smooth process. The integration part is good. We can use multiple things by integrating with CI/CD pipelines, and this is very feasible for us. This allows us to do our work easily. The productivity is very good. CloudBees is a good and efficient tool. We can work in client-facing scenarios, and since clients have provided these types of tools, we are able to work on them effectively.
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
Financial Services Firm
17%
Manufacturing Company
17%
Construction Company
16%
Outsourcing Company
7%
Construction Company
20%
Manufacturing Company
10%
Comms Service Provider
8%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise2
Large Enterprise18
By reviewers
Company SizeCount
Small Business5
Large Enterprise3
 

Questions from the Community

What needs improvement with CloudBees?
For CloudBees, I can suggest that the log is very high, which is very hectic for us when trying to find which error is coming. This creates complexity. If possible, we could sort the logs so we can...
What is your primary use case for CloudBees?
We use CloudBees for deploying the code in higher environments, such as QA, C2, staging, and production.
What advice do you have for others considering CloudBees?
We can upload the JAR file and deploy at the Jenkins level during our deployment. These types of labels and IDs can be deployed using CloudBees. Once we click to start the build, it automatically r...
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 choose eight out of ten for Dify because there's always a way to improve it, but I feel that for the advanced features, it's still hard for hands-on use. I have a relatively limited experience wi...
What is your primary use case for Dify?
My main use case for Dify is to build a quick prototype about an interactive AI product to test the prompts and retrieval-augmented generation behavior, and I tested the workflow in that manner. I ...
 

Comparisons

 

Overview

 

Sample Customers

Capital One, PEGA, vistaprint, HSBC, BOSCH, Starbucks Coffee
Information Not Available
Find out what your peers are saying about CloudBees vs. Dify and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.