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CAST Highlight vs GitLab comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Nov 5, 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
9.4
CAST Highlight users saved time and costs significantly, boosting productivity by doubling report output without extra resources.
Sentiment score
6.3
GitLab boosts ROI by enhancing DevOps performance, reducing deployment time, and facilitating frequent, efficient, and agile releases.
In terms of time saved, it went from approximately 3.5 hours per insight report to around 40 minutes, which is 80% faster.
Senior Data Engineer at LTM
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
7.8
CAST Highlight's customer service receives mixed reviews, with effective technical support but issues in problem resolution and knowledge gaps.
Sentiment score
6.6
GitLab support is praised for responsiveness, with community forums aiding open-source users; license impacts direct support access.
Some support team members are helpful, and others lack in-depth knowledge of the tool, which might cause challenges.
Technical Associate Manager at Accenture
I interacted with customer support regarding one of my project results related to vulnerabilities and license risks, and they explained everything clearly, leaving me very satisfied.
Senior Data Engineer at LTM
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
7.3
CAST Highlight efficiently handles large codebases, supports many users, and seamlessly manages complex tasks across different environments.
Sentiment score
7.3
GitLab is praised for scalability and flexibility in deployment, with some challenges in on-premises setups, requiring specific skills.
The processing time per new report stays consistent, experiencing no slowdowns even when we had over 200 new reports dropped in a week.
Senior Data Engineer at LTM
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
8.0
CAST Highlight is reliable with minor bugs, facing challenges in data transfer and complex .NET framework compatibility.
Sentiment score
8.2
GitLab is praised for high stability, minimal issues, and effective support, maintaining reliability across diverse setups.
CAST Highlight proves reliable in nature.
Senior Data Engineer at LTM
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

CAST Highlight users seek better configuration, support, reporting, and integration while desiring enhanced abstraction, descriptions, and language insights.
GitLab should enhance cloud integration, UI, documentation, and tool integration while improving performance, simplicity, pricing, and security options.
Understanding only the OS-specific blockers means I would avoid resolving irrelevant issues, thus saving time.
Technical Associate Manager at Accenture
CAST Highlight's deduplication is great for avoiding spam, but sometimes we want two similar quotes if they are from very different company sizes, such as SMB versus enterprise perspectives on pricing.
Senior Data Engineer at LTM
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

CAST Highlight charges by scan number with optional support upgrades; costs vary in perception and are often compared to CAST AIP.
GitLab provides flexible pricing with valued features but may seem costly for larger teams, offering free and premium options.
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

CAST Highlight excels in user-friendliness, integration, fast automation, and insightful code analysis, enhancing productivity with intuitive tools.
GitLab excels in CI/CD, integration, security, and collaboration with features like unique merge requests and role-based access control.
Smart deduplication groups similar quotes and picks the strongest and most significant one. It stops insights from showing eight variations of great UI, giving diverse voices instead of repetition.
Senior Data Engineer at LTM
In cloud migration, I use CAST highlight to identify blockers, which are the negative road patterns, and also the boosters, which are positive code patterns.
Technical Associate Manager at Accenture
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

CAST Highlight
Ranking in Software Composition Analysis (SCA)
19th
Average Rating
7.8
Reviews Sentiment
7.3
Number of Reviews
8
Ranking in other categories
No ranking in other categories
GitLab
Ranking in Software Composition Analysis (SCA)
4th
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Application Security Tools (6th), Build Automation (2nd), Release Automation (2nd), Static Application Security Testing (SAST) (4th), Rapid Application Development Software (11th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
 

Mindshare comparison

As of June 2026, in the Software Composition Analysis (SCA) category, the mindshare of CAST Highlight is 1.2%, up from 0.9% compared to the previous year. The mindshare of GitLab is 3.5%, down from 4.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Software Composition Analysis (SCA) Mindshare Distribution
ProductMindshare (%)
GitLab3.5%
CAST Highlight1.2%
Other95.3%
Software Composition Analysis (SCA)
 

Featured Reviews

Nishant Chauhan - PeerSpot reviewer
Senior Data Engineer at LTM
Automated code insights have improved security checks and made review workflows more consistent
If I talk about improvements for CAST Highlight, I would suggest three things. The first is better understanding or niche understanding. Right now, the intent matching is strong for general topics such as ease of use, but for niche B2B terms such as HIPAA compliance or multi-tenant architecture, it sometimes misses context. Improving the domain-specific models would make highlights more accurate for these verticals. The second improvement is more control over the deduplication logic. CAST Highlight's deduplication is great for avoiding spam, but sometimes we want two similar quotes if they are from very different company sizes, such as SMB versus enterprise perspectives on pricing. A slider to adjust deduplication strictness would help. The third suggestion I would like to give is deeper sentiment and outcome tagging. While it has core sentiment capabilities, it does not tag outcomes automatically. For instance, if a quote mentions saved $50,000 per year, tagging that as cost savings $50,000 would let us build ROI charts instantly instead of reading each quote manually. Regarding user experience, integrations, and reporting, I think there is room to enhance those aspects. Regarding user experience, I would suggest improving user actions in terms of bulk actions and keyboard shortcuts. Day-to-day analysts review 50-plus suggested quotes, and currently it is mostly clicking to approve one by one. Adding bulk approve or reject options and keyboard shortcuts would significantly reduce the time taken. A small UX change can lead to a big speed boost. The second point is integrations when pushing to the CMS and Slack alerts. Right now, we export approved highlights manually from CAST Highlight. If CAST Highlight could push directly to our CMS or send Slack alerts for high-strength quotes that hit trending topics, it would close the loop faster, reducing copy-pasting. The third improvement relates to reporting, specifically custom insight dashboards. The tool displays which topics have the most highlights, but we cannot build custom dashboards yet. For example, showing all security quotes from healthcare companies with more than 1,000 employees over the last 90 days would enable better filtering, and exportable dashboards would streamline quarterly reviews.
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
Financial Services Firm
15%
Outsourcing Company
8%
Government
8%
Computer Software Company
8%
Financial Services Firm
14%
Manufacturing Company
11%
Government
9%
Computer Software Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise6
By reviewers
Company SizeCount
Small Business38
Midsize Enterprise10
Large Enterprise49
 

Questions from the Community

What is your experience regarding pricing and costs for CAST Highlight?
The pricing of CAST Highlight was not considered expensive or cheap, and no specific comment was made about the setup cost.
What needs improvement with CAST Highlight?
The solution provides agnostic blockers for platforms as well as for containerization. Within that containerization, it offers generic blockers. However, my project might require it to provide Wind...
What is your primary use case for CAST Highlight?
For CAST, I use it in cloud migration roadmap and in open source safety issues. These are my two main use cases.
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

Wells Fargo, Bank of NY Mellon, Northern Trust, Microsoft, Amazon, IBM, BMW, AT&T, US Army, US Air Force, US Navy, John Hancock, Marsh & McLennan, Ernst & Young, PwC, Volkswagen, Boston Consulting Group, London Stock Exchange, Telefonica, Saur France, Total Energies France, SNCF
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 CAST Highlight vs. GitLab and other solutions. Updated: June 2026.
900,747 professionals have used our research since 2012.