[{"data":1,"prerenderedAt":821},["ShallowReactive",2],{"/en-us/topics/devsecops/what-is-fuzz-testing/":3,"navigation-en-us":165,"banner-en-us":580,"footer-en-us":595,"next-steps-en-us":806},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"seo":8,"content":11,"_id":159,"_type":160,"title":7,"_source":161,"_file":162,"_stem":163,"_extension":164},"/en-us/topics/devsecops/what-is-fuzz-testing","devsecops",false,"",{"title":9,"ogTitle":9,"description":10,"ogDescription":10},"What is fuzz testing?","Fuzz testing, also called fuzzing, is a way to find bugs other software testing methodologies can’t.\"",[12,26,32,93,126,157],{"type":13,"componentName":13,"componentContent":14},"CommonBreadcrumbs",{"crumbs":15},[16,20,24],{"title":17,"config":18},"Topics",{"href":19},"/topics/",{"title":21,"config":22},"Devsecops",{"href":23},"/topics/devsecops/",{"title":25},"What is fuzz testing",{"type":27,"componentName":27,"componentContent":28},"TopicsHero",{"title":9,"text":29,"config":30},"How can you find vulnerabilities when you don’t know exactly what you’re looking for? Learn how fuzz testing, or fuzzing, can help to detect zero-day vulnerabilities.\n",{"id":31,"twoColumns":6},"what-is-fuzz-testing?",{"type":33,"componentName":33,"componentContent":34},"CommonSideNavigationWithTree",{"anchors":35,"components":62},{"text":36,"data":37},"On this page",[38,42,46,50,54,58],{"text":39,"config":40},"Overview",{"href":41},"#overview",{"text":43,"config":44},"History of fuzzing",{"href":45},"#history-of-fuzzing",{"text":47,"config":48},"Two types of fuzzing",{"href":49},"#two-types-of-fuzzing",{"text":51,"config":52},"Benefits of fuzzing",{"href":53},"#benefits-of-fuzzing",{"text":55,"config":56},"Challenges of fuzzing",{"href":57},"#challenges-of-fuzzing",{"text":59,"config":60},"Find bugs with coverage-guided fuzzing",{"href":61},"#find-bugs-with-coverage-guided-fuzzing",[63,69,74,79,84,89],{"type":64,"componentName":64,"componentContent":65},"TopicsCopy",{"header":39,"text":66,"config":67},"Fuzz testing, or application fuzzing, is a software testing technique that allows teams to discover security vulnerabilities or bugs in the source code of software applications. Unlike traditional software testing methodologies – SAST, DAST, or IAST – fuzzing essentially “pings” code with random inputs in an effort to crash it and thus identify faults that would otherwise not be apparent. Those code faults (or problems with business logic) represent areas that are potentially at high risk for security threats.\n\nWhen a fault or vulnerability is found, a fuzzer — a tool that identifies the potential causes of the crash — can be used to zero in on specific vulnerabilities in the source code. Fuzzers are most effective at uncovering vulnerabilities that can be exploited by attacks such as SQL injection and cross-site scripting, where hackers disable security to steal information or take down a system. Fuzzers are less effective at identifying vulnerabilities that are unrelated to system crashes, such as spyware or Trojans.\n\nFuzz testing’s supporters praise it for being fully automated and able to find obscure weaknesses, while its detractors complain it can be difficult to set up and prone to deliver unreliable results.\n",{"id":68},"overview",{"type":64,"componentName":64,"componentContent":70},{"header":43,"text":71,"config":72},"Fuzz testing stands out in another way as well: there’s actually a story about how the concept was discovered. In 1988, University of Wisconsin – Madison Professor Barton Miller was trying to access code remotely using a dial-up system, but feedback from a thunderstorm kept causing the program to crash. The idea that external “noise” couldn’t be tolerated by code became the inspiration for Miller and his student’s work. They discovered that Unix, Mac, and Windows programs would routinely crash when pinged by random unexpected inputs. Miller is one of the authors of [Fuzzing for Software Security Testing and Quality Assurance](https://www.amazon.com/Fuzzing-Software-Security-Assurance-Information/dp/1596932147/ref=sr_1_2){data-ga-name=\"fuzzing for softwware security testing and quality assurance book\" data-ga-location=\"body\"}.\n",{"id":73},"history-of-fuzzing",{"type":64,"componentName":64,"componentContent":75},{"header":47,"text":76,"config":77},"There are two main types of fuzzing: coverage-guided and behavioral.\n\n[Coverage-guided fuzzing](https://about.gitlab.com/blog/fuzzing-with-gitlab/){data-ga-name=\"fuzzing with gitlab\" data-ga-location=\"body\"} focuses on the source code while the app is running, probing it with random input in an effort to uncover bugs. New tests are constantly being generated and the goal is to get the app to crash. A crash means a potential problem, and data from the coverage-guided fuzz testing process will allow a tester to reproduce the crash, which is helpful when trying to identify at-risk code.\n\nBehavioral fuzzing works differently. Using specs to show how an application should work, it uses random inputs to judge how the app really works; the difference between the expected and the reality is generally where bugs or other potential security risks can be found.\n",{"id":78},"two-types-of-fuzzing",{"type":64,"componentName":64,"componentContent":80},{"header":51,"text":81,"config":82},"Why is fuzz testing important for [DevSecOps](https://about.gitlab.com/topics/devsecops/){data-ga-name=\"devsecops topics\" data-ga-location=\"body\"}? Because of the random nature of fuzz testing, experts say it’s the methodology most likely to find bugs missed by other tests. It’s also seen as an incredibly low-effort testing methodology, or what some like to call “set it and forget it.” Once the test harness is created fuzz testing is fully automated and will run indefinitely. It can be scaled easily by spinning up more machines and is a good choice for regression testing. Fuzzing also speeds up the development process by maximizing code coverage — how much of the code has been executed by the fuzzer — without introducing false positives. Higher code coverage means more thorough testing.\n\nFuzz testing is also ideal to work alongside a manual testing team, as both sets of inputs will educate the other.\n",{"id":83},"benefits-of-fuzzing",{"type":64,"componentName":64,"componentContent":85},{"header":55,"text":86,"config":87},"Two main challenges face practitioners looking to implement fuzz testing: setup and data analysis. Fuzz testing isn’t necessarily easy to set up; it requires complex testing “harnesses” that can be even more tricky to create if the fuzz testing isn’t actually located within an existing toolchain. Plus, fuzz testing can generate a lot of data, including potentially false positives. So it’s critical to ensure that a testing team is prepared to deal with the onslaught of information.\n\nAlso, while less easy to document, negative attitudes toward the “vague” nature of fuzz testing do persist in the QA community.\n",{"id":88},"challenges-of-fuzzing",{"type":64,"componentName":64,"componentContent":90},{"header":59,"text":7,"config":91},{"id":92},"find-bugs-with-coverage-guided-fuzzing",{"type":94,"componentName":94,"componentContent":95},"CommonResourcesContainer",{"header":96,"tabs":97},"Learn more about DevSecOps",[98,112],{"name":99,"items":100,"config":111},"Videos",[101],{"header":102,"type":103,"image":104,"link":107},"Watch a video about fuzz testing","Video",{"altText":102,"config":105},{"src":106},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1749158699/Website/Topics/fuzz-testing.jpg",{"text":108,"config":109},"Watch now",{"href":110,"icon":103,"modal":6},"https://www.youtube.com/embed/4ROYvNfRZVU",{"key":99},{"name":113,"items":114,"config":125},"Articles",[115],{"header":116,"type":117,"image":118,"link":121},"Technical documentation on GitLab's fuzz testing","Article",{"altText":116,"config":119},{"src":120},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1749158703/Website/Topics/img-fallback-cards-gitlab.png",{"text":122,"config":123},"Learn more",{"href":124,"icon":113,"modal":6},"https://docs.gitlab.com/ee/user/application_security/coverage_fuzzing/",{"key":113},{"type":94,"componentName":94,"componentContent":127},{"header":128,"tabs":129},"Suggested Content",[130],{"name":131,"items":132,"config":156},"resources",[133,141,149],{"header":134,"type":135,"image":136,"link":138},"How developer-centric AppSec testing can dramatically change your DevOps team","Blog",{"altText":134,"config":137},{"src":120},{"text":122,"config":139},{"href":140,"icon":135,"modal":6},"/blog/align-engineering-security-appsec-tests-in-ci/",{"header":142,"type":135,"image":143,"link":146},"How recent acquisitions introduce fuzz-testing to GitLab",{"altText":142,"config":144},{"src":145},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1749158710/Website/Topics/img-fallback-cards-infinity.png",{"text":122,"config":147},{"href":148,"icon":135,"modal":6},"/blog/fuzz-testing/",{"header":150,"type":135,"image":151,"link":153},"Find Bugs with Coverage-Guided Fuzz Testing",{"altText":150,"config":152},{"src":120},{"text":122,"config":154},{"href":155,"icon":135,"modal":6},"/blog/fuzzing-with-gitlab/",{"key":131},{"type":158,"componentName":158},"CommonNextSteps","content:en-us:topics:devsecops:what-is-fuzz-testing:index.yml","yaml","content","en-us/topics/devsecops/what-is-fuzz-testing/index.yml","en-us/topics/devsecops/what-is-fuzz-testing/index","yml",{"_path":166,"_dir":167,"_draft":6,"_partial":6,"_locale":7,"data":168,"_id":576,"_type":160,"title":577,"_source":161,"_file":578,"_stem":579,"_extension":164},"/shared/en-us/main-navigation","en-us",{"logo":169,"freeTrial":174,"sales":179,"login":184,"items":189,"search":517,"minimal":548,"duo":567},{"config":170},{"href":171,"dataGaName":172,"dataGaLocation":173},"/","gitlab logo","header",{"text":175,"config":176},"Get free trial",{"href":177,"dataGaName":178,"dataGaLocation":173},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/","free trial",{"text":180,"config":181},"Talk to sales",{"href":182,"dataGaName":183,"dataGaLocation":173},"/sales/","sales",{"text":185,"config":186},"Sign in",{"href":187,"dataGaName":188,"dataGaLocation":173},"https://gitlab.com/users/sign_in/","sign in",[190,233,329,334,438,498],{"text":191,"config":192,"cards":194,"footer":216},"Platform",{"dataNavLevelOne":193},"platform",[195,201,209],{"title":191,"description":196,"link":197},"The most comprehensive AI-powered DevSecOps Platform",{"text":198,"config":199},"Explore our Platform",{"href":200,"dataGaName":193,"dataGaLocation":173},"/platform/",{"title":202,"description":203,"link":204},"GitLab Duo (AI)","Build software faster with AI at every stage of development",{"text":205,"config":206},"Meet GitLab Duo",{"href":207,"dataGaName":208,"dataGaLocation":173},"/gitlab-duo/","gitlab duo ai",{"title":210,"description":211,"link":212},"Why GitLab","10 reasons why Enterprises choose GitLab",{"text":122,"config":213},{"href":214,"dataGaName":215,"dataGaLocation":173},"/why-gitlab/","why gitlab",{"title":217,"items":218},"Get started with",[219,224,229],{"text":220,"config":221},"Platform Engineering",{"href":222,"dataGaName":223,"dataGaLocation":173},"/solutions/platform-engineering/","platform engineering",{"text":225,"config":226},"Developer Experience",{"href":227,"dataGaName":228,"dataGaLocation":173},"/developer-experience/","Developer experience",{"text":230,"config":231},"MLOps",{"href":232,"dataGaName":230,"dataGaLocation":173},"/topics/devops/the-role-of-ai-in-devops/",{"text":234,"left":235,"config":236,"link":238,"lists":242,"footer":311},"Product",true,{"dataNavLevelOne":237},"solutions",{"text":239,"config":240},"View all Solutions",{"href":241,"dataGaName":237,"dataGaLocation":173},"/solutions/",[243,268,290],{"title":244,"description":245,"link":246,"items":251},"Automation","CI/CD and automation to accelerate deployment",{"config":247},{"icon":248,"href":249,"dataGaName":250,"dataGaLocation":173},"AutomatedCodeAlt","/solutions/delivery-automation/","automated software delivery",[252,256,260,264],{"text":253,"config":254},"CI/CD",{"href":255,"dataGaLocation":173,"dataGaName":253},"/solutions/continuous-integration/",{"text":257,"config":258},"AI-Assisted Development",{"href":207,"dataGaLocation":173,"dataGaName":259},"AI assisted development",{"text":261,"config":262},"Source Code Management",{"href":263,"dataGaLocation":173,"dataGaName":261},"/solutions/source-code-management/",{"text":265,"config":266},"Automated Software Delivery",{"href":249,"dataGaLocation":173,"dataGaName":267},"Automated software delivery",{"title":269,"description":270,"link":271,"items":276},"Security","Deliver code faster without compromising security",{"config":272},{"href":273,"dataGaName":274,"dataGaLocation":173,"icon":275},"/solutions/security-compliance/","security and compliance","ShieldCheckLight",[277,280,285],{"text":278,"config":279},"Security & Compliance",{"href":273,"dataGaLocation":173,"dataGaName":278},{"text":281,"config":282},"Software Supply Chain Security",{"href":283,"dataGaLocation":173,"dataGaName":284},"/solutions/supply-chain/","Software supply chain security",{"text":286,"config":287},"Compliance & Governance",{"href":288,"dataGaLocation":173,"dataGaName":289},"/solutions/continuous-software-compliance/","Compliance and governance",{"title":291,"link":292,"items":297},"Measurement",{"config":293},{"icon":294,"href":295,"dataGaName":296,"dataGaLocation":173},"DigitalTransformation","/solutions/visibility-measurement/","visibility and measurement",[298,302,306],{"text":299,"config":300},"Visibility & Measurement",{"href":295,"dataGaLocation":173,"dataGaName":301},"Visibility and Measurement",{"text":303,"config":304},"Value Stream Management",{"href":305,"dataGaLocation":173,"dataGaName":303},"/solutions/value-stream-management/",{"text":307,"config":308},"Analytics & Insights",{"href":309,"dataGaLocation":173,"dataGaName":310},"/solutions/analytics-and-insights/","Analytics and insights",{"title":312,"items":313},"GitLab for",[314,319,324],{"text":315,"config":316},"Enterprise",{"href":317,"dataGaLocation":173,"dataGaName":318},"/enterprise/","enterprise",{"text":320,"config":321},"Small Business",{"href":322,"dataGaLocation":173,"dataGaName":323},"/small-business/","small business",{"text":325,"config":326},"Public Sector",{"href":327,"dataGaLocation":173,"dataGaName":328},"/solutions/public-sector/","public sector",{"text":330,"config":331},"Pricing",{"href":332,"dataGaName":333,"dataGaLocation":173,"dataNavLevelOne":333},"/pricing/","pricing",{"text":335,"config":336,"link":337,"lists":341,"feature":425},"Resources",{"dataNavLevelOne":131},{"text":338,"config":339},"View all resources",{"href":340,"dataGaName":131,"dataGaLocation":173},"/resources/",[342,375,397],{"title":343,"items":344},"Getting started",[345,350,355,360,365,370],{"text":346,"config":347},"Install",{"href":348,"dataGaName":349,"dataGaLocation":173},"/install/","install",{"text":351,"config":352},"Quick start guides",{"href":353,"dataGaName":354,"dataGaLocation":173},"/get-started/","quick setup checklists",{"text":356,"config":357},"Learn",{"href":358,"dataGaLocation":173,"dataGaName":359},"https://university.gitlab.com/","learn",{"text":361,"config":362},"Product documentation",{"href":363,"dataGaName":364,"dataGaLocation":173},"https://docs.gitlab.com/","product documentation",{"text":366,"config":367},"Best practice videos",{"href":368,"dataGaName":369,"dataGaLocation":173},"/getting-started-videos/","best practice videos",{"text":371,"config":372},"Integrations",{"href":373,"dataGaName":374,"dataGaLocation":173},"/integrations/","integrations",{"title":376,"items":377},"Discover",[378,383,387,392],{"text":379,"config":380},"Customer success stories",{"href":381,"dataGaName":382,"dataGaLocation":173},"/customers/","customer success stories",{"text":135,"config":384},{"href":385,"dataGaName":386,"dataGaLocation":173},"/blog/","blog",{"text":388,"config":389},"Remote",{"href":390,"dataGaName":391,"dataGaLocation":173},"https://handbook.gitlab.com/handbook/company/culture/all-remote/","remote",{"text":393,"config":394},"TeamOps",{"href":395,"dataGaName":396,"dataGaLocation":173},"/teamops/","teamops",{"title":398,"items":399},"Connect",[400,405,410,415,420],{"text":401,"config":402},"GitLab Services",{"href":403,"dataGaName":404,"dataGaLocation":173},"/services/","services",{"text":406,"config":407},"Community",{"href":408,"dataGaName":409,"dataGaLocation":173},"/community/","community",{"text":411,"config":412},"Forum",{"href":413,"dataGaName":414,"dataGaLocation":173},"https://forum.gitlab.com/","forum",{"text":416,"config":417},"Events",{"href":418,"dataGaName":419,"dataGaLocation":173},"/events/","events",{"text":421,"config":422},"Partners",{"href":423,"dataGaName":424,"dataGaLocation":173},"/partners/","partners",{"backgroundColor":426,"textColor":427,"text":428,"image":429,"link":433},"#2f2a6b","#fff","Insights for the future of software development",{"altText":430,"config":431},"the source promo card",{"src":432},"/images/navigation/the-source-promo-card.svg",{"text":434,"config":435},"Read the latest",{"href":436,"dataGaName":437,"dataGaLocation":173},"/the-source/","the source",{"text":439,"config":440,"lists":442},"Company",{"dataNavLevelOne":441},"company",[443],{"items":444},[445,450,456,458,463,468,473,478,483,488,493],{"text":446,"config":447},"About",{"href":448,"dataGaName":449,"dataGaLocation":173},"/company/","about",{"text":451,"config":452,"footerGa":455},"Jobs",{"href":453,"dataGaName":454,"dataGaLocation":173},"/jobs/","jobs",{"dataGaName":454},{"text":416,"config":457},{"href":418,"dataGaName":419,"dataGaLocation":173},{"text":459,"config":460},"Leadership",{"href":461,"dataGaName":462,"dataGaLocation":173},"/company/team/e-group/","leadership",{"text":464,"config":465},"Team",{"href":466,"dataGaName":467,"dataGaLocation":173},"/company/team/","team",{"text":469,"config":470},"Handbook",{"href":471,"dataGaName":472,"dataGaLocation":173},"https://handbook.gitlab.com/","handbook",{"text":474,"config":475},"Investor relations",{"href":476,"dataGaName":477,"dataGaLocation":173},"https://ir.gitlab.com/","investor relations",{"text":479,"config":480},"Trust Center",{"href":481,"dataGaName":482,"dataGaLocation":173},"/security/","trust center",{"text":484,"config":485},"AI Transparency Center",{"href":486,"dataGaName":487,"dataGaLocation":173},"/ai-transparency-center/","ai transparency center",{"text":489,"config":490},"Newsletter",{"href":491,"dataGaName":492,"dataGaLocation":173},"/company/contact/","newsletter",{"text":494,"config":495},"Press",{"href":496,"dataGaName":497,"dataGaLocation":173},"/press/","press",{"text":499,"config":500,"lists":501},"Contact us",{"dataNavLevelOne":441},[502],{"items":503},[504,507,512],{"text":180,"config":505},{"href":182,"dataGaName":506,"dataGaLocation":173},"talk to sales",{"text":508,"config":509},"Get help",{"href":510,"dataGaName":511,"dataGaLocation":173},"/support/","get help",{"text":513,"config":514},"Customer portal",{"href":515,"dataGaName":516,"dataGaLocation":173},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"close":518,"login":519,"suggestions":526},"Close",{"text":520,"link":521},"To search repositories and projects, login to",{"text":522,"config":523},"gitlab.com",{"href":187,"dataGaName":524,"dataGaLocation":525},"search login","search",{"text":527,"default":528},"Suggestions",[529,531,535,537,541,545],{"text":202,"config":530},{"href":207,"dataGaName":202,"dataGaLocation":525},{"text":532,"config":533},"Code Suggestions (AI)",{"href":534,"dataGaName":532,"dataGaLocation":525},"/solutions/code-suggestions/",{"text":253,"config":536},{"href":255,"dataGaName":253,"dataGaLocation":525},{"text":538,"config":539},"GitLab on AWS",{"href":540,"dataGaName":538,"dataGaLocation":525},"/partners/technology-partners/aws/",{"text":542,"config":543},"GitLab on Google Cloud",{"href":544,"dataGaName":542,"dataGaLocation":525},"/partners/technology-partners/google-cloud-platform/",{"text":546,"config":547},"Why GitLab?",{"href":214,"dataGaName":546,"dataGaLocation":525},{"freeTrial":549,"mobileIcon":554,"desktopIcon":559,"secondaryButton":562},{"text":550,"config":551},"Start free trial",{"href":552,"dataGaName":178,"dataGaLocation":553},"https://gitlab.com/-/trials/new/","nav",{"altText":555,"config":556},"Gitlab Icon",{"src":557,"dataGaName":558,"dataGaLocation":553},"/images/brand/gitlab-logo-tanuki.svg","gitlab icon",{"altText":555,"config":560},{"src":561,"dataGaName":558,"dataGaLocation":553},"/images/brand/gitlab-logo-type.svg",{"text":563,"config":564},"Get Started",{"href":565,"dataGaName":566,"dataGaLocation":553},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/compare/gitlab-vs-github/","get started",{"freeTrial":568,"mobileIcon":572,"desktopIcon":574},{"text":569,"config":570},"Learn more about GitLab Duo",{"href":207,"dataGaName":571,"dataGaLocation":553},"gitlab duo",{"altText":555,"config":573},{"src":557,"dataGaName":558,"dataGaLocation":553},{"altText":555,"config":575},{"src":561,"dataGaName":558,"dataGaLocation":553},"content:shared:en-us:main-navigation.yml","Main Navigation","shared/en-us/main-navigation.yml","shared/en-us/main-navigation",{"_path":581,"_dir":167,"_draft":6,"_partial":6,"_locale":7,"title":582,"button":583,"image":587,"config":590,"_id":592,"_type":160,"_source":161,"_file":593,"_stem":594,"_extension":164},"/shared/en-us/banner","is now in public beta!",{"text":122,"config":584},{"href":585,"dataGaName":586,"dataGaLocation":173},"/gitlab-duo/agent-platform/","duo banner",{"config":588},{"src":589},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1753720689/somrf9zaunk0xlt7ne4x.svg",{"layout":591},"release","content:shared:en-us:banner.yml","shared/en-us/banner.yml","shared/en-us/banner",{"_path":596,"_dir":167,"_draft":6,"_partial":6,"_locale":7,"data":597,"_id":802,"_type":160,"title":803,"_source":161,"_file":804,"_stem":805,"_extension":164},"/shared/en-us/main-footer",{"text":598,"source":599,"edit":605,"contribute":610,"config":615,"items":620,"minimal":794},"Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",{"text":600,"config":601},"View page source",{"href":602,"dataGaName":603,"dataGaLocation":604},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":606,"config":607},"Edit this page",{"href":608,"dataGaName":609,"dataGaLocation":604},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":611,"config":612},"Please contribute",{"href":613,"dataGaName":614,"dataGaLocation":604},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":616,"facebook":617,"youtube":618,"linkedin":619},"https://twitter.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[621,644,701,730,764],{"title":191,"links":622,"subMenu":627},[623],{"text":624,"config":625},"DevSecOps platform",{"href":200,"dataGaName":626,"dataGaLocation":604},"devsecops platform",[628],{"title":330,"links":629},[630,634,639],{"text":631,"config":632},"View plans",{"href":332,"dataGaName":633,"dataGaLocation":604},"view plans",{"text":635,"config":636},"Why Premium?",{"href":637,"dataGaName":638,"dataGaLocation":604},"/pricing/premium/","why premium",{"text":640,"config":641},"Why Ultimate?",{"href":642,"dataGaName":643,"dataGaLocation":604},"/pricing/ultimate/","why ultimate",{"title":645,"links":646},"Solutions",[647,652,655,657,662,667,671,674,678,683,685,688,691,696],{"text":648,"config":649},"Digital transformation",{"href":650,"dataGaName":651,"dataGaLocation":604},"/topics/digital-transformation/","digital transformation",{"text":278,"config":653},{"href":273,"dataGaName":654,"dataGaLocation":604},"security & compliance",{"text":267,"config":656},{"href":249,"dataGaName":250,"dataGaLocation":604},{"text":658,"config":659},"Agile development",{"href":660,"dataGaName":661,"dataGaLocation":604},"/solutions/agile-delivery/","agile delivery",{"text":663,"config":664},"Cloud transformation",{"href":665,"dataGaName":666,"dataGaLocation":604},"/topics/cloud-native/","cloud transformation",{"text":668,"config":669},"SCM",{"href":263,"dataGaName":670,"dataGaLocation":604},"source code management",{"text":253,"config":672},{"href":255,"dataGaName":673,"dataGaLocation":604},"continuous integration & delivery",{"text":675,"config":676},"Value stream management",{"href":305,"dataGaName":677,"dataGaLocation":604},"value stream management",{"text":679,"config":680},"GitOps",{"href":681,"dataGaName":682,"dataGaLocation":604},"/solutions/gitops/","gitops",{"text":315,"config":684},{"href":317,"dataGaName":318,"dataGaLocation":604},{"text":686,"config":687},"Small business",{"href":322,"dataGaName":323,"dataGaLocation":604},{"text":689,"config":690},"Public sector",{"href":327,"dataGaName":328,"dataGaLocation":604},{"text":692,"config":693},"Education",{"href":694,"dataGaName":695,"dataGaLocation":604},"/solutions/education/","education",{"text":697,"config":698},"Financial services",{"href":699,"dataGaName":700,"dataGaLocation":604},"/solutions/finance/","financial services",{"title":335,"links":702},[703,705,707,709,712,714,716,718,720,722,724,726,728],{"text":346,"config":704},{"href":348,"dataGaName":349,"dataGaLocation":604},{"text":351,"config":706},{"href":353,"dataGaName":354,"dataGaLocation":604},{"text":356,"config":708},{"href":358,"dataGaName":359,"dataGaLocation":604},{"text":361,"config":710},{"href":363,"dataGaName":711,"dataGaLocation":604},"docs",{"text":135,"config":713},{"href":385,"dataGaName":386,"dataGaLocation":604},{"text":379,"config":715},{"href":381,"dataGaName":382,"dataGaLocation":604},{"text":388,"config":717},{"href":390,"dataGaName":391,"dataGaLocation":604},{"text":401,"config":719},{"href":403,"dataGaName":404,"dataGaLocation":604},{"text":393,"config":721},{"href":395,"dataGaName":396,"dataGaLocation":604},{"text":406,"config":723},{"href":408,"dataGaName":409,"dataGaLocation":604},{"text":411,"config":725},{"href":413,"dataGaName":414,"dataGaLocation":604},{"text":416,"config":727},{"href":418,"dataGaName":419,"dataGaLocation":604},{"text":421,"config":729},{"href":423,"dataGaName":424,"dataGaLocation":604},{"title":439,"links":731},[732,734,736,738,740,742,744,748,753,755,757,759],{"text":446,"config":733},{"href":448,"dataGaName":441,"dataGaLocation":604},{"text":451,"config":735},{"href":453,"dataGaName":454,"dataGaLocation":604},{"text":459,"config":737},{"href":461,"dataGaName":462,"dataGaLocation":604},{"text":464,"config":739},{"href":466,"dataGaName":467,"dataGaLocation":604},{"text":469,"config":741},{"href":471,"dataGaName":472,"dataGaLocation":604},{"text":474,"config":743},{"href":476,"dataGaName":477,"dataGaLocation":604},{"text":745,"config":746},"Sustainability",{"href":747,"dataGaName":745,"dataGaLocation":604},"/sustainability/",{"text":749,"config":750},"Diversity, inclusion and belonging (DIB)",{"href":751,"dataGaName":752,"dataGaLocation":604},"/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":479,"config":754},{"href":481,"dataGaName":482,"dataGaLocation":604},{"text":489,"config":756},{"href":491,"dataGaName":492,"dataGaLocation":604},{"text":494,"config":758},{"href":496,"dataGaName":497,"dataGaLocation":604},{"text":760,"config":761},"Modern Slavery Transparency Statement",{"href":762,"dataGaName":763,"dataGaLocation":604},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"title":765,"links":766},"Contact Us",[767,770,772,774,779,784,789],{"text":768,"config":769},"Contact an expert",{"href":182,"dataGaName":183,"dataGaLocation":604},{"text":508,"config":771},{"href":510,"dataGaName":511,"dataGaLocation":604},{"text":513,"config":773},{"href":515,"dataGaName":516,"dataGaLocation":604},{"text":775,"config":776},"Status",{"href":777,"dataGaName":778,"dataGaLocation":604},"https://status.gitlab.com/","status",{"text":780,"config":781},"Terms of use",{"href":782,"dataGaName":783,"dataGaLocation":604},"/terms/","terms of use",{"text":785,"config":786},"Privacy statement",{"href":787,"dataGaName":788,"dataGaLocation":604},"/privacy/","privacy statement",{"text":790,"config":791},"Cookie preferences",{"dataGaName":792,"dataGaLocation":604,"id":793,"isOneTrustButton":235},"cookie preferences","ot-sdk-btn",{"items":795},[796,798,800],{"text":780,"config":797},{"href":782,"dataGaName":783,"dataGaLocation":604},{"text":785,"config":799},{"href":787,"dataGaName":788,"dataGaLocation":604},{"text":790,"config":801},{"dataGaName":792,"dataGaLocation":604,"id":793,"isOneTrustButton":235},"content:shared:en-us:main-footer.yml","Main Footer","shared/en-us/main-footer.yml","shared/en-us/main-footer",{"_path":807,"_dir":167,"_draft":6,"_partial":6,"_locale":7,"header":808,"eyebrow":809,"blurb":810,"button":811,"secondaryButton":815,"_id":817,"_type":160,"title":818,"_source":161,"_file":819,"_stem":820,"_extension":164},"/shared/en-us/next-steps","Start shipping better software faster","50%+ of the Fortune 100 trust GitLab","See what your team can do with the intelligent\n\n\nDevSecOps platform.\n",{"text":175,"config":812},{"href":813,"dataGaName":178,"dataGaLocation":814},"https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&glm_source=about.gitlab.com/","feature",{"text":180,"config":816},{"href":182,"dataGaName":183,"dataGaLocation":814},"content:shared:en-us:next-steps.yml","Next Steps","shared/en-us/next-steps.yml","shared/en-us/next-steps",1753981645557]