Contrast Security vs. GitLab Comparison


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		Related Products Aikido Security Secure your code, cloud, and runtime in one central system. Aikido’s all-in-one security platform is loved by developers and security teams alike with full security visibility, insight in what matters most, and fast/automatic vulnerability fixes. Teams get security done with Aikido thanks to: - False-positive reduction - AI Autotriage & AI Autofix - Deep integration into the dev workflow (from IDEs and task managers to CI/CD gating) - AI Pentests - Automated Compliance Aikido covers the entire Software Development Lifecycle (SDLC), including: static application security testing (SAST), dynamic application security testing (DAST), infrastructure-as-code (IaC), container scanning, secrets detection, open source license scanning (SCA), cloud posture management (CSPM), runtime protection, AI pentests, and more. 239 Ratings Visit Website Jscrambler Jscrambler is the leader in Client-Side Security for the modern, composable web. As organizations increasingly build digital experiences through third-party software supply chains and AI-powered agents, sensitive data is now created directly in the browser — the point of creation for digital interactions — making it one of the enterprise’s most privileged yet least governed attack surfaces. Jscrambler’s Client-Side Security Platform is powered by a Behavioral Enforcement Core that governs how application code, third-party scripts, and sensitive data behave at runtime. By enforcing software integrity and data governance directly in the browser, the platform ensures sensitive data and AI inputs are controlled according to enterprise policy at the point of creation — before they leave the client environment. Trusted by leading global retailers, airlines, financial services providers, and healthcare organizations, Jscrambler provides the visibility and enforcement organizations need to stop client-side attacks, prevent data leakage, and maintain compliance with regulations including PCI DSS, GDPR, HIPAA, CIPA, CCPA, and the EU AI Act. 41 Ratings Visit Website Parasoft "Parasoft delivers an AI‑powered software testing platform that helps organizations continuously release high‑quality software. Our solutions support embedded and enterprise teams by integrating code analysis, testing, virtualization, and coverage into the delivery pipeline to improve security, reliability, and compliance while reducing cost and effort. Parasoft C/C++test provides static analysis, unit testing, code coverage, and requirements traceability for C and C++ applications. It integrates with Eclipse and Visual Studio, supports CI/CD automation, and is TÜV‑certified for safety‑ and security‑critical systems. Parasoft C/C++test CT is a scalable, compliance‑ready solution for C and C++ teams. It integrates into CI/CD workflows, supports open‑source unit testing frameworks, containers, VS Code, Bazel build systems, eliminates IDE dependencies, and is TÜV‑certified for safety‑ and security‑critical development." 152 Ratings Visit Website TrustInSoft Analyzer TrustInSoft Analyzer is a C/C++/Rust source code analyzer powered by formal methods, mathematical & logical reasonings that allow for exhaustive analysis of source code. This analysis can be run without false positives or false negatives, so that every real bug in the code is found. Developers receive several benefits: a user-friendly graphical interface that directs developers to the root cause of bugs, and instant utility to expand the coverage of their existing tests. Unlike traditional source code analysis tools, TrustInSoft’s solution is not only the most comprehensive approach on the market but is also progressive, instantly deployable by developers, even if they lack experience with formal methods, from exhaustive analysis up to a functional proof that the software developed meets specifications. Companies who use TrustInSoft Analyzer reduce their verification costs by 4, efforts in bug detection by 40, and obtain an irrefutable proof that their software is safe and secure. 6 Ratings Visit Website Orca Security Designed for organizations operating in the cloud who need complete, centralized visibility of their entire cloud estate and want more time and resources dedicated to remediating the actual risks that matter, Orca Security is an agentless cloud Security Platform that provides security teams with 100% coverage their entire cloud environment. Instead of layering multiple siloed tools together or deploying cumbersome agents, Orca combines two revolutionary approaches - SideScanning, that enables frictionless and complete coverage without the need to maintain agents, and the Unified Data Model, that allows centralized contextual analysis of your entire cloud estate. Together, Orca has created the most comprehensive cloud security platform available on the marketplace. 606 Ratings Visit Website Reflectiz Reflectiz is the AI-powered web exposure company trusted by hundreds of global organizations, including Cox Communications, DAZN, Village Roadshow, Leeds United, and lastminute.com, to continuously monitor and protect everything that executes on their live websites. The platform observes real browser execution, not configuration, capturing every script, pixel, and third or fourth-party tool as it runs, and using AI to detect malicious code, unauthorized data flows, and behavioral change the moment it happens. It deploys with zero code changes, zero agents, and no access to customer data, typically live within one business day. One engine powers four hubs, each answering a different question about the same website: Security Hub detects web threats that traditional tools like WAFs miss, from Magecart skimming to AI-generated scripts. Privacy Hub verifies user data is only collected and shared as authorized, supporting GDPR, CCPA, HIPAA, and PIPEDA. Offensive Hub runs continuous, agentic penetration testing at up to 10x the capacity of manual pentesting. PCI Module automates PCI DSS 4.0.1 Requirements 6.4.3 and 11.6.1 with audit-ready evidence. Together they give Security, Privacy, Compliance, and Digital teams one 360-degree view of web risk instead of four disconnected tools. Reflectiz's Exposure Rating draws on an intelligence database built from monitoring millions of websites, and the platform has been recognized with a 2026 Fortress Cyber Security Award, a 2025 Top InfoSec Innovator award, and G2 High Performer status. Customers consistently cite fast, zero-touch onboarding and hands-on expert support alongside the platform. 33 Ratings Visit Website Kasm Workspaces Kasm Workspaces streams your workplace environment directly to your web browser…on any device and from any location. Kasm uses our high-performance streaming and secure isolation technology to provide web-native Desktop as a Service (DaaS), application streaming, and secure/private web browsing. Kasm is not just a service; it is a highly configurable platform with a robust developer API and devops-enabled workflows that can be customized for your use-case, at any scale. Workspaces can be deployed in the cloud (Public or Private), on-premise (Including Air-Gapped Networks or your Homelab), or in a hybrid configuration. 127 Ratings Visit Website MuukTest Are bugs slipping through your QA process and frustrating your customers? Catching issues early shouldn’t mean overwhelming your team with time-consuming tests. With MuukTest’s AI-driven platform, growing engineering teams reach 95% end-to-end test coverage in just 3 months, delivering quality at speed. By leveraging AI, our QA experts rapidly design, manage, and maintain comprehensive E2E tests for web, mobile, and API applications on the MuukTest platform. Within 8 weeks, we deliver full regression coverage, followed by exploratory and negative testing to uncover hidden bugs and expand test scenarios. We also proactively identify and address flaky tests and false results to ensure the reliability of your tests. Testing early and often allows you to detect bugs in the early stages of your development lifecycle, reducing the burden of technical debt down the line. 34 Ratings Visit Website Astra Pentest Astra’s Pentest is a comprehensive penetration testing solution with an intelligent automated vulnerability scanner coupled with in-depth manual pentesting. On top of 10000+ tests including security checks for all CVEs mentioned in the OWASP top 10, and SANS 25, the automated scanner also conducts all tests required to comply with ISO 27001, HIPAA, SOC2, and GDPR. Astra offers an interactive pentest dashboard that the user can use to visualize vulnerability analyses, assign vulnerabilities to team members, and collaborate with security experts. And if the users don’t want to get back to the dashboard every time they want to use the scanner or assign a vulnerability to a team member, they can simply use the integrations with CI/CD platforms, Slack, and Jira. 295 Ratings Visit Website Checksum.ai Checksum is a continuous quality platform that autonomously generates, runs, and maintains tests so engineering teams can ship AI-generated code without trading speed for reliability. Unlike copilots that wait for prompts, Checksum works as a background agent, detecting what needs testing, generating production-ready Playwright, and healing broken tests automatically. Seventy percent of failures resolve autonomously, keeping suites green without manual effort. Built on fine-tuned data from 1.5+ million test runs, Checksum covers every layer of the SDLC: end-to-end, API, and CI testing from a single platform. Tests are delivered as standard Playwright code, submitted as a PR to your repo. No vendor lock-in. Checksum integrates natively with Cursor, Claude Code, and 100+ coding agents via /checksum slash commands, so code is tested before a human ever reviews it. AI handles generation and healing on Checksum's cloud: no LLM tokens. The result: ship faster, with confidence. 1 Rating Visit Website
About Modern software development must match the speed of the business. But the modern AppSec tool soup lacks integration and creates complexity that slows software development life cycles. Contrast simplifies the complexity that impedes today’s development teams. Legacy AppSec employs a one-size-fits-all vulnerability detection and remediation approach that is inefficient and costly. Contrast automatically applies the best analysis and remediation technique, dramatically improving efficiencies and efficacy. Separate AppSec tools create silos that obfuscate the gathering of actionable intelligence across the application attack surface. Contrast delivers centralized observability that is critical to managing risks and capitalizing on operational efﬁciencies, both for security and development teams. Contrast Scan is pipeline native and delivers the speed, accuracy, and integration demanded by modern software development.	About GitLab is a complete DevOps platform. With GitLab, you get a complete CI/CD toolchain out-of-the-box. One interface. One conversation. One permission model. GitLab is a complete DevOps platform, delivered as a single application, fundamentally changing the way Development, Security, and Ops teams collaborate. GitLab helps teams accelerate software delivery from weeks to minutes, reduce development costs, and reduce the risk of application vulnerabilities while increasing developer productivity. Source code management enables coordination, sharing and collaboration across the entire software development team. Track and merge branches, audit changes and enable concurrent work, to accelerate software delivery. Review code, discuss changes, share knowledge, and identify defects in code among distributed teams via asynchronous review and commenting. Automate, track and report code reviews.
Platforms Supported Windows Supported Mac Not Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Digital businesses looking for a platform to secure their software development life cycle	Audience Organizations that need a cloud-based DevOps, code repository, and application development platform
Support Phone Support Supported 24/7 Live Support Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $0 Pricing is flexible with options to license by developer or license specific products within the platform. Free Version Supported Free Trial Supported	Pricing $29 per user per month Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 4.4 / 5 ease 4.4 / 5 features 4.6 / 5 design 4.4 / 5 support 4.7 / 5 Read all reviews
	Pros & Cons from Real Users Pros For my needs the free version was more than sufficient to make available public files lost when designer passed away. Was working to consolidate the files and information into one PDF via LibreOffice in organized well indexed cross referenced document to allow those wanting to build this highly sensitive seismometer to do so rather than fish about the files of odd names or hidden in zip files. I am a retired software engineer that role included managing source control systems and project within including ensuring builds worked. Hence I have worked with many vendor solutions as well as create in house source control systems over many years. I have had privilege to use some excellent SCM years ago that is not even close to "modern" SCM currently and in past years. The UI and baseline features are a great asset to this, I generally prefer the GitLab UI, especially the online UI as compared to Github. GitLab also offered when I last configured it more free options than Github, especially in regard to branch management. That said the biggest advantage this used to have as compared to Github was that Gitlab allowed private development for free while Github did not, that said Github changed this in prior years so both are solid choices. - GitLab provides a user-friendly user interface to version control the and collaborate with teams on projects. - Admin can assign various roles to the developer, providing him limited control over the code base. - Code comparison user interface is intuitive and helps a lot in reviewing the code before merging. - It is free to use for personal use. With GitLab, it is pretty easy to create repositories and manage the permissions. Different roles like developers and owner can be assigned to a repository. Various tasks like creating branches, pushing code, cloning and merging can be done easily. The code can be reviewed before merging and the review interface is detailed and display all the important key points. It is available for free for individuals. The user interface is modern and intuitive. 1. GitLab has the best user interface among every other version control tools. 2. Creating a repository and managing it is a pretty easy task with GitLab. 3. The learning curve is relatively lower than other alternatives. 4. It has good integration with third-party software programs like Jira and VS Code. Cons Impossible to accomplish most basic of basic tasks like create folder, upload files. Impossible to delete account. Impossible to use help as often goes to page not found. Annoying have to open ticket to request account delete. Very annoying as some point cloudflare intercepts saying need to confirm human My main issue with GitLab when trying to use it on freeware projects was that it is more technically challenging to setup than Github. The need to manually get SSH keys can be challenging for those less skilled with technical capabilities. For example, setting up other similar tools such as Github on a project that has various contributors both those with coding abilities as well as less technical roles such as writers or graphic developers, there is the potential for misunderstanding and difficulties in setup. - Merge conflicts can be a bit tricky to resolve sometimes because of the instruction. The system becomes noticeably slower when scaling the projects, hence, in my experience, I didn't find it the best version control platform for scalable projects. 1. There isn't anything to dislike about the tool, it is easy to use, intuitive and has a really good support.
Training Documentation Supported Webinars Supported Live Online Supported In Person Supported	Training Documentation Supported Webinars Supported Live Online Not Supported In Person Supported
Company Information Contrast Security Founded: 2012 United States www.contrastsecurity.com/platform	Company Information GitLab Founded: 2011 United States gitlab.com
Alternatives Resurface Resurface Labs	Alternatives Codemagic
Scribe Security Trust Hub Scribe Security	Snowflake
Data Theorem	Bitrise
Mend.io	JFrog
Aikido Security View All	Harness View All
Categories Application Security Supported Automated Testing Supported Cloud Workload Protection Supported Dynamic Application Security Testing (DAST) Supported Penetration Testing Supported Runtime Application Self-Protection (RASP) Supported Software Composition Analysis (SCA) Supported Static Application Security Testing (SAST) Supported	Categories Agile Project Management Tools Supported Application Development Supported Application Release Orchestration (ARO) Supported Artifact Management Supported Automated Testing Supported Cloud Infrastructure Automation Supported Code Search Supported Container Registries Supported Continuous Delivery Supported Continuous Integration Supported DevOps Supported DORA Metrics Supported Dynamic Application Security Testing (DAST) Supported Mobile CI/CD Supported Observability Supported Release Management Supported Repository Management Supported Software Composition Analysis (SCA) Supported Software Deployment Supported Software Development Life Cycle (SDLC) Supported Software Engineering Intelligence Supported Source Code Management Supported Static Application Security Testing (SAST) Supported User Activity Monitoring (UAM) Supported Value Stream Management Supported Version Control Supported
Automated Testing Features Hierarchical View Not Supported Move & Copy Not Supported Parameterized Testing Not Supported Requirements-Based Testing Not Supported Security Testing Supported Supports Parallel Execution Supported Test Script Reviews Not Supported Unicode Compliance Not Supported Static Application Security Testing (SAST) Features Application Security Supported Dashboard Supported Debugging Supported Deployment Management Supported IDE Supported Multi-Language Scanning Not Supported Real-Time Analytics Supported Source Code Scanning Supported Vulnerability Scanning Supported Show More Features Application Security Features Analytics / Reporting Supported Open Source Component Monitoring Supported Source Code Analysis Supported Third-Party Tools Integration Supported Training Resources Supported Vulnerability Detection Supported Vulnerability Remediation Supported Cloud Workload Protection Features Anomaly Detection Supported Asset Discovery Supported Cloud Gap Analysis Not Supported Cloud Registry Not Supported Data Loss Prevention (DLP) Supported Data Security Supported Governance Not Supported Logging & Reporting Supported Machine Learning Not Supported Security Audit Supported Workload Diversity Not Supported	Static Application Security Testing (SAST) Features Application Security Supported Dashboard Supported Debugging Not Supported Deployment Management Not Supported IDE Not Supported Multi-Language Scanning Supported Real-Time Analytics Not Supported Source Code Scanning Supported Vulnerability Scanning Supported Show More Features Agile Project Management Tools Features Backlog Management Supported Feedback Management Not Supported Gantt/Timeline View Supported Kanban Board Supported Prioritization Supported Request Management Not Supported Resource Management Not Supported Retrospectives Management Not Supported Status Tracking Not Supported Supports Scrum Supported Team Management Not Supported Template Management Not Supported Workflow Management Supported Application Development Features Access Controls/Permissions Supported Code Assistance Not Supported Code Refactoring Supported Collaboration Tools Supported Compatibility Testing Supported Data Modeling Supported Debugging Not Supported Deployment Management Supported Graphical User Interface Not Supported Mobile Development Not Supported No-Code Supported Reporting/Analytics Supported Software Development Not Supported Source Control Supported Testing Management Not Supported Version Control Supported Web App Development Not Supported Continuous Delivery Features Application Lifecycle Management Supported Application Release Automation Supported Build Automation Supported Build Log Supported Change Management Supported Configuration Management Supported Continuous Deployment Supported Continuous Integration Supported Feature Toggles / Feature Flags Supported Quality Management Supported Testing Management Supported Continuous Integration Features Build Log Supported Change Management Supported Configuration Management Supported Continuous Delivery Supported Continuous Deployment Supported Debugging Supported Permission Management Supported Quality Assurance Management Supported Testing Management Supported DevOps Features Approval Workflow Supported Dashboard Supported KPIs Supported Policy Management Supported Portfolio Management Supported Prioritization Not Supported Release Management Supported Timeline Management Not Supported Troubleshooting Reports Not Supported Source Code Management Features Access Controls/Permissions Supported Bug Tracking Supported Build Automation Supported Change Management Supported Code Review Supported Collaboration Supported Continuous Integration Supported Repository Management Supported Version Control Supported Version Control Features Branch Creation / Deletion Supported Centralized Version History Supported Code Review Supported Code Version Management Supported Collaboration Tools Supported Compare / Merge Branches Supported Digital Asset / Binary File Storage Supported Isolated Code Branches Supported Option to Revert to Previous Supported Pull Requests Supported Roles / Permissions Supported
Integrations 5X Supported Amazon Web Services (AWS) Supported ArmorCode Supported Axonius Supported CycloneDX Supported Jira Supported Maverix Supported Silk Security Supported AWS DevOps Agent Not Supported Akto Not Supported Axosoft Not Supported Bitergia Analytics Not Supported Dynatrace Not Supported Herald Not Supported Koyeb Not Supported Multimodal Not Supported Orchestra Not Supported Pi Not Supported Pronnel Not Supported Saber Feedback Not Supported Show More Integrations View All 34 Integrations	Integrations 5X Supported Amazon Web Services (AWS) Supported ArmorCode Supported Axonius Supported CycloneDX Supported Jira Supported Maverix Supported Silk Security Supported AWS DevOps Agent Supported Akto Supported Axosoft Supported Bitergia Analytics Supported Dynatrace Supported Herald Supported Koyeb Supported Multimodal Supported Orchestra Supported Pi Supported Pronnel Supported Saber Feedback Supported Show More Integrations View All 923 Integrations
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