No more typing reviews! Try our Samantha, our new voice AI agent.

Contrast Security Assess vs GitLab comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Feb 8, 2026

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

Contrast Security Assess
Ranking in Application Security Tools
32nd
Ranking in Static Application Security Testing (SAST)
26th
Average Rating
8.8
Reviews Sentiment
7.2
Number of Reviews
11
Ranking in other categories
No ranking in other categories
GitLab
Ranking in Application Security Tools
7th
Ranking in Static Application Security Testing (SAST)
4th
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Build Automation (1st), Release Automation (2nd), Rapid Application Development Software (11th), Software Composition Analysis (SCA) (4th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
 

Mindshare comparison

As of May 2026, in the Application Security Tools category, the mindshare of Contrast Security Assess is 1.6%, up from 0.6% compared to the previous year. The mindshare of GitLab is 2.0%, down from 3.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Security Tools Mindshare Distribution
ProductMindshare (%)
GitLab2.0%
Contrast Security Assess1.6%
Other96.4%
Application Security Tools
 

Featured Reviews

ToddMcAlister - PeerSpot reviewer
Lead Application and Data Security Engineer at a insurance company with 5,001-10,000 employees
It has an excellent API interface to pull APIs.
Assess has brought our development time down because it helps create code the first time. Instead of going through the Jenkins process to build an application, they can see right off the bat that if there are errors in the code and fix them before it even goes to build.
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.

Quotes from Members

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

Pros

"In our most critical applications, we have a deep dive in the code evaluation, which was something we usually did with periodic vulnerability assessments, code reviews, etc. Now, we have real time access to it. It's something that has greatly enhanced our code's quality. We have actually embedded a KPI in regards to the improvement of our code shell. For example, Contrast provides a baseline where libraries and the usability of the code are evaluated, and they produce a score. We always aim to improve that score. On a quarterly basis, we have added this to our KPIs."
"No other tool does the runtime scanning like Contrast does. Other static analysis tools do static scanning, but Contrast is runtime analysis, when the routes are exercised. That's when the scan happens. This is a tool that has a very unique capability compared to other tools. That's what I like most about Contrast, that it's runtime."
"It has helped us to improve the overall security posture of the company, we are able to address the findings before they have been reported by a third-party, and it has also helped us to gain our customers' trust."
"One of the key takeaways is that in order to have a secure application, you cannot rely on just the pentest, vulnerability assessments, and the periodicity of the reviews; you need the real-time feedback on that, and Contrast Assess offers that."
"Assess has an excellent API interface to pull APIs."
"The accuracy of the solution in identifying vulnerabilities is better than any other product we've used, far and away."
"The accuracy of the solution in identifying vulnerabilities is better than any other product we've used, far and away. In our internal comparisons among different tools, Contrast consistently finds more impactful vulnerabilities, and also identifies vulnerabilities that are nearly guaranteed to be there, meaning that the chance of false positives is very low."
"I am impressed with the product's identification of alerts and vulnerabilities."
"GitLab is kind of an image of GitHub, so it gives us the flexibility to monitor our changes in the repos."
"I like GitLab from the CI/CD perspective; it is much easier to set up CI/CD and then integrate with other tools."
"I like that it's easy to deploy our services over GitLab; the customer support is also good with a really active community, and you have a lot of support that you can get online with your stack, which is probably one of the benefits of using GitLab, and it's also really fast."
"The CI/CD pipeline with Helm has significantly improved deployment speed and efficiency."
"The most valuable features of Gitlab are integration with CIE and the ability to rapidly deploy solutions, projects, and applications. It is very easy to use, and there are no complaints."
"We like that we can create branches and then the branches can be reviewed and you can mesh those branches back."
"GitLab is a solution for source code management, container registry, pipelines, testing, and deployment."
"I have had no problem with the stability of the solution."
 

Cons

"I think there was activity underway to support the centralized configuration control. There are ways to do it, but I think they were productizing more of that."
"Regarding the solution's OSS feature, the one drawback that we do have is that it does not have client-side support."
"To instrument an agent, it has to be running on a type of application technology that the agent recognizes and understands. It's excellent when it works. If we're using an application that is using an unsupported technology, then we can't instrument it at all. We do use PHP and Contrast presently doesn't support that, although it's on their roadmap. My primary hurdle is that it doesn't support all of the technologies that we use."
"The out-of-the-box reporting could be improved. We need to write our own APIs to make the reporting more robust."
"The product's retesting part needs improvement. The tool also needs improvement in the suggestions provided for fixing vulnerabilities. It relies more on documentation rather than on quick fixes."
"I think there was activity underway to support the centralized configuration control. There are ways to do it, but I think they were productizing more of that."
"Contrast's ability to support upgrades on the actual agents that get deployed is limited. Our environment is pretty much entirely Java. There are no updates associated with that. You have to actually download a new version of the .jar file and push that out to your servers where your app is hosted. That can be quite cumbersome from a change-management perspective."
"The out-of-the-box reporting could be improved. We need to write our own APIs to make the reporting more robust."
"The pricing model of GitLab is an issue for me."
"While GitLab is a great tool for developers, it lacks project planner features. Roadmaps and Gantt charts in GitLab are not as advanced as in Jira, and changing start and end dates is more laborious in GitLab."
"The solution should again offer an on-premises deployment option."
"The integration could be slightly better."
"It could have more security integrations and the ability to check the vulnerability of the code."
"GitLab can improve the integration with third-party applications. It could be made easier."
"We'd always like to see better pricing on the product."
"Merge conflicts and repository maintenance could improve. If there is someone new to the system they would not know if there is a conflict."
 

Pricing and Cost Advice

"The solution is expensive."
"The product's pricing is low. I would rate it a two out of ten."
"It's a tiered licensing model. The more you buy, as you cross certain quantity thresholds, the pricing changes. If you have a smaller environment, your licensing costs are going to be different than a larger environment... The licensing is primarily per application. An application can be as many agents as you need. If you've got 10 development servers and 20 production servers and 50 QA servers, all of those agents can be reporting as a single application that utilizes one license."
"The good news is that the agent itself comes in two different forms: the unlicensed form and the licensed form. Unlicensed gives use of that software composition analysis for free. Thereafter, if you apply a license to that same agent, that's when the instrumentation takes hold. So one of my suggestions is to do what we're doing: Deploy the agent to as many applications as possible, with just the SCA feature turned on with no license applied, and then you can be more choosy and pick which teams will get the license applied."
"I like the per-application licensing model... We just license the app and we look at different vulnerabilities on that app and we remediate within the app. It's simpler."
"For what it offers, it's a very reasonable cost. The way that it is priced is extremely straightforward. It works on the number of applications that you use, and you license a server. It is something that is extremely fair, because it doesn't take into consideration the number of requests, etc. It is only priced based on the number of onboarded applications. It suits our model as well, because we have huge traffic. Our number of applications is not that large, so the pricing works great for us."
"You only get one license for an application. Ours are very big, monolithic applications with millions of lines of code. We were able to apply one license to one monolithic application, which is great. We are happy with the licensing. Pricing-wise, they are industry-standard, which is fine."
"The solution's standard license is paid annually. They have changed the pricing model and it used to be better. There is a free version available."
"GitLab is cheap."
"GitLab is comparatively expensive, but it provides value because it's feature-rich."
"The open-source version is very good and the commercial version is reasonably priced."
"GitLab's pricing is good compared to others on the market."
"On a scale of one to ten, where one is cheap, and ten is expensive, I rate the pricing a five out of ten."
"This is an open-source solution."
"I don't mind the price because I use the free version."
report
Use our free recommendation engine to learn which Application Security Tools solutions are best for your needs.
894,998 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
18%
Manufacturing Company
11%
Comms Service Provider
8%
Computer Software Company
6%
Financial Services Firm
14%
Manufacturing Company
10%
Government
10%
Computer Software Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise3
Large Enterprise6
By reviewers
Company SizeCount
Small Business38
Midsize Enterprise10
Large Enterprise49
 

Questions from the Community

Ask a question
Earn 20 points
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...
 

Also Known As

Contrast Assess
Fuzzit
 

Overview

 

Sample Customers

Williams-Sonoma, Autodesk, HUAWEI, Chromeriver, RingCentral, Demandware.
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 Contrast Security Assess vs. GitLab and other solutions. Updated: April 2026.
894,998 professionals have used our research since 2012.