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Adobe ColdFusion vs GitLab comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 17, 2024

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
6.6
Adobe ColdFusion enhances ROI by reducing development time, deployment speed, and costs, improving efficiency compared to Java and PHP.
Sentiment score
6.3
GitLab boosts ROI by enhancing DevOps performance, reducing deployment time, and facilitating frequent, efficient, and agile releases.
Our development cycle improved by around 25 to 30%, which allowed us to deliver more.
SDE III at a tech vendor with 1,001-5,000 employees
We saved at least 25 percent of development time with Adobe ColdFusion.
Cloud Engineer at TO THE NEW Digital
I can estimate that I have saved at least sixty percent of time compared to a project that involved Spring Boot, and the site was ready in about five minutes.
Senior Software Engineer at a outsourcing company with 1,001-5,000 employees
Migrating to GitLab is bringing time-saving benefits, and everything is easier to automate.
IT Manager at a tech company with 5,001-10,000 employees
We have saved time significantly, reducing deployment time from four hours to five minutes per deployment.
IT Software Architect at ANAC - Autorità Nazionale Anticorruzione
In terms of operational efficiency, a ten to twenty percent increase in speed could quite easily be seen from using the Issues and Epics tracking feature.
Cloud Ops Lead at a tech vendor with 10,001+ employees
 

Customer Service

Sentiment score
6.3
Adobe ColdFusion customer service is praised for responsiveness and effective assistance, scoring 8.5/10 in user satisfaction.
Sentiment score
6.6
GitLab support is praised for responsiveness, with community forums aiding open-source users; license impacts direct support access.
The technical team also helped us towards the relevant documentation and provided step-by-step assistance whenever needed.
SDE III at a tech vendor with 1,001-5,000 employees
They provided clear guidance and helped us troubleshoot a deployment issue very quickly.
Cloud Engineer at TO THE NEW Digital
The customer support for Adobe ColdFusion is wonderful.
IT Manager at a retailer with 10,001+ employees
We have rarely needed to escalate issues to technical support since GitLab usually runs seamlessly.
AWS DevOps/ Site Reliability Engineer at a tech services company with 10,001+ employees
I have interacted with architects for some advice during the implementation, and they were prompt in their response.
Platform Engineer & Manager at a computer software company with 51-200 employees
I have had meetings where they taught me, explained things, and provided guidance for starting from scratch.
IT Manager at a tech company with 5,001-10,000 employees
 

Scalability Issues

Sentiment score
7.0
Adobe ColdFusion is highly scalable and reliable for enterprise applications, despite minor scalability concerns from some users.
Sentiment score
7.3
GitLab is praised for scalability and flexibility in deployment, with some challenges in on-premises setups, requiring specific skills.
Adobe ColdFusion is very scalable, and I have found it easy to scale as our needs have grown.
SDE III at a tech vendor with 1,001-5,000 employees
As we have grown, we have been able to handle more users and larger datasets without any major performance issues.
Cloud Engineer at TO THE NEW Digital
Adobe ColdFusion's scalability is good; it is really scalable, reliable, and stable.
Senior Engineer 3 at a financial services firm with 10,001+ employees
It has all the features required for our coding and deployment needs, which makes it scalable to our changing requirements.
Senior Application Developer at IBM
We're transitioning to OpenShift for future scalability with increased user numbers.
Platform Engineer & Manager at a computer software company with 51-200 employees
For scaling, other deployment options from GitLab's side need to be adopted.
Manager, Engineering at a retailer with 10,001+ employees
 

Stability Issues

Sentiment score
8.1
Adobe ColdFusion is praised for stability, reliability, scalability, and support in enterprise applications, barring coding-related issues.
Sentiment score
8.2
GitLab is praised for high stability, minimal issues, and effective support, maintaining reliability across diverse setups.
It supports load balancing, clustering, and high availability.
Software Developer at a financial services firm with 1,001-5,000 employees
We run several business-critical applications on it, and there are few issues that we encounter.
SDE III at a tech vendor with 1,001-5,000 employees
Adobe ColdFusion is really stable and very reliable.
Cloud Engineer at TO THE NEW Digital
I have not encountered any performance or stability issues with GitLab so far.
AWS DevOps/ Site Reliability Engineer at a tech services company with 10,001+ employees
The updates are frequent and demanding, happening at least once a week due to security reasons.
Chief Technology Officer at Acclym
We raised a request with GitLab support, but they were unable to help because they could not find the root cause of what went wrong.
Assistant Manager at a tech vendor with 10,001+ employees
 

Room For Improvement

Adobe ColdFusion needs modernization through tooling, UI updates, improved documentation, flexible licensing, and better integration with modern frameworks.
GitLab should enhance cloud integration, UI, documentation, and tool integration while improving performance, simplicity, pricing, and security options.
Adobe should invest more in open-source IDE tools to have robust, error-free linting, formatting, and auto-completion standards that match the seamless experience found in environments such as Python.
Project Associate at Isuna Technologies
Expanding the ecosystem and improving integration with popular DevOps and cloud-native tools would be beneficial.
SDE III at a tech vendor with 1,001-5,000 employees
Adobe ColdFusion can be improved if there was an AI feature integrated through prompt engineering, which would be very helpful.
System Administrator at VATSIN Technology Solutions Pvt
It would be beneficial to have a user-friendly interface for setting up these configurations, instead of just writing YAML files.
IT Manager at a tech company with 5,001-10,000 employees
It is essential to conduct proper testing, such as unit tests and code coverage, within the SDLC pipelines.
Manager, Engineering at a retailer with 10,001+ employees
GitLab can improve its user interface to make conflict resolution more user-friendly.
Senior Application Developer at IBM
 

Setup Cost

Adobe ColdFusion targets enterprises with competitive pricing, though costly for smaller businesses, offering value, performance, and cloud flexibility.
GitLab provides flexible pricing with valued features but may seem costly for larger teams, offering free and premium options.
It is positioned more towards the enterprise market, so it's not the lowest-cost option compared to some open-source alternatives.
SDE III at a tech vendor with 1,001-5,000 employees
The pricing for Adobe ColdFusion is fair, and performance is a solid aspect of this tool for me.
Cloud Engineer at TO THE NEW Digital
You can always negotiate.
IT Manager at a retailer with 10,001+ employees
Even when working in other small organizations, we opted for GitLab as it was cost-efficient.
Senior Application Developer at IBM
The pricing of GitLab is reasonable, aligning with what I consider to be average compared to competitors.
IT Manager at a tech company with 5,001-10,000 employees
The price is high, and it limits user accessibility.
IT Software Architect at ANAC - Autorità Nazionale Anticorruzione
 

Valuable Features

Adobe ColdFusion streamlines development with low-code functionality, seamless database integration, and robust backend support for faster deployments.
GitLab excels in CI/CD, integration, security, and collaboration with features like unique merge requests and role-based access control.
Adobe ColdFusion reduces development cost, with less boilerplate code compared to Java or .NET.
Software Developer at a financial services firm with 1,001-5,000 employees
The rapid development capabilities really stand out, especially the built-in tags and functions that simplify database interaction, form handling, and API creation.
SDE III at a tech vendor with 1,001-5,000 employees
Previously, creating an admin panel took us 10 to 15 days, but now we are able to create it in one to two hours, which is very useful for us.
System Administrator at VATSIN Technology Solutions Pvt
As we implement automated testing and DevSecOps, it speeds up the process by forty to sixty percent.
Platform Engineer & Manager at a computer software company with 51-200 employees
The Ultimate version offers enhanced features for security scanning through DAST and SAST analysis, which have greatly benefitted our project workflow.
IT Software Architect at ANAC - Autorità Nazionale Anticorruzione
By integrating GitLab as a DevOps platform, we have enhanced agility, improved our time to market, and different teams can work collaboratively on various projects.
Manager, Engineering at a retailer with 10,001+ employees
 

Categories and Ranking

Adobe ColdFusion
Ranking in Rapid Application Development Software
17th
Average Rating
8.4
Reviews Sentiment
6.7
Number of Reviews
15
Ranking in other categories
Low-Code Development Platforms (14th)
GitLab
Ranking in Rapid Application Development Software
11th
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Application Security Tools (6th), Build Automation (1st), Release Automation (2nd), Static Application Security Testing (SAST) (4th), Software Composition Analysis (SCA) (4th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
 

Mindshare comparison

As of July 2026, in the Rapid Application Development Software category, the mindshare of Adobe ColdFusion is 1.6%, up from 0.6% compared to the previous year. The mindshare of GitLab is 1.4%, down from 3.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Rapid Application Development Software Mindshare Distribution
ProductMindshare (%)
GitLab1.4%
Adobe ColdFusion1.6%
Other97.0%
Rapid Application Development Software
 

Featured Reviews

Kalpesh-Shah - PeerSpot reviewer
IT Manager at a retailer with 10,001+ employees
Rapid web delivery has improved productivity and now supports faster multi‑client deployments
Adobe ColdFusion should continue modernization with AI and other new technologies. While plugins already exist, the product needs to stay ahead of the curve in making new development changes and fast bug enhancements with new features. Regarding Adobe ColdFusion's AI capabilities, you don't want to have everything used automatically via AI. You always want to have control and validation. Someone has to review it, press the button, and approve it before deployments take place. Even with the AI feature, you always want that particular transition where someone has to manually do it. AI is good and can reduce so many things, but you want to have a fail-safe mechanism. Regarding Adobe ColdFusion's AI capabilities, the learning curve is significant. It is a new AI capability, but it is not currently 100 percent. I would say it is about 60 to 70 percent. The technology with AI is new, and the product should continue to improve. There are always gaps that need to be addressed.
BasilJiji - PeerSpot reviewer
System engineer at a retailer with 10,001+ employees
Role-based workflows have transformed daily deployments and improve team collaboration
GitLab has role-based access control, so when a team member needs to make a code change, they cannot directly apply it to the environment but must put in a merge request. Once a senior reviews the code and approves it, then it is implemented across the environment, making it safer and allowing everyone to experience the process. The best features GitLab offers are version control and automation, which are the major things that stand out to me. When it comes to access, the login is very smooth, with just one login integrated with our Okta, allowing everyone to log in easily. Deployments become much easier, and that is how GitLab helps. The automation features make my work easier because we use a tool called AWX, which is connected to GitLab. Whenever we run a job on AWX, it directly checks the code and uses it. Since the code is not preserved locally but kept in the cloud, it is safe and nobody can tamper with it. When it comes to safety, that is a major thing. Automation features allow the code to be accessed from any tools we use, so the jobs we run are helping tremendously and doing their work perfectly. For pipeline tasks, we have created a significant amount of pipelines, which are all hosted in GitLab. Running the pipelines has become much easier, and they are doing a perfect job, helping tremendously in our day-to-day activities. GitLab has positively impacted my organization because previously we stored code locally on servers, leading to many risks. Since GitLab came into our environment, our integration and deployments became much easier, helping our work become much smoother. Improvements from GitLab have led to better team collaboration because when several people are working, they can all edit the code and submit it as a merge request, and once approved, it reflects directly to the main branch. Many can work at the same time. When it comes to deployments, deploying has become much faster since we started using GitLab, and even if errors occur, we can spot them easily and troubleshoot, which has helped tremendously.
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Top Industries

By visitors reading reviews
Outsourcing Company
16%
Construction Company
13%
Manufacturing Company
10%
University
9%
Financial Services Firm
14%
Manufacturing Company
10%
Government
9%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise2
Large Enterprise14
By reviewers
Company SizeCount
Small Business38
Midsize Enterprise10
Large Enterprise49
 

Questions from the Community

What is your experience regarding pricing and costs for Adobe ColdFusion?
With AWS, you can ask for a bundle. With your plans, you can state what you want and ask for the cost, and it can recalculate your cost. If you see more, then you work with your accounting rep and ...
What needs improvement with Adobe ColdFusion?
Adobe ColdFusion could be improved by providing the opportunity to specify some performance parameters to avoid running very complex queries or offering AI-generated suggestions to lower the proces...
What is your primary use case for Adobe ColdFusion?
My main use case for Adobe ColdFusion is creating my church website project while also using Angular and SQL technology for the database. I have used this technology to connect the website to the d...
What is your experience regarding pricing and costs for GitLab?
The setup cost for GitLab is minimal since the team has its own minimal resource balancing. The costing falls into an intermediate stage and is impactful across all results within the team. It allo...
What needs improvement with GitLab?
There are many improvements that GitLab can implement, such as addressing the issue of caching. Currently, when I have multiple tasks to merge or attempt multiple merges, the CI/CD and overall GitL...
What is your primary use case for GitLab?
My main use case for GitLab is as a version control system that we are using. Currently, I am working on an end-to-end AI pipeline, and I have deployed my whole code using GitLab so that all things...
 

Comparisons

 

Also Known As

No data available
Fuzzit
 

Overview

 

Sample Customers

Inspirus, Promisan, Webapper, Giva, Frontech Solutions Inc, Digicon, ITX Corp, Wall Street Magnate, SimulTV, ten24 Digital Solutions, Prospective Medical Data International Inc, Alcatel-Lucent
1. NASA  2. IBM  3. Sony  4. Alibaba  5. CERN  6. Siemens  7. Volkswagen  8. ING  9. Ticketmaster  10. SpaceX  11. Adobe  12. Intuit  13. Autodesk  14. Rakuten  15. Unity Technologies  16. Pandora  17. Electronic Arts  18. Nordstrom  19. Verizon  20. Comcast  21. Philips  22. Deutsche Telekom  23. Orange  24. Fujitsu  25. Ericsson  26. Nokia  27. General Electric  28. Cisco  29. Accenture  30. Deloitte  31. PwC  32. KPMG
Find out what your peers are saying about Adobe ColdFusion vs. GitLab and other solutions. Updated: June 2026.
906,852 professionals have used our research since 2012.