[{"data":1,"prerenderedAt":918},["ShallowReactive",2],{"/blog/discovering-gitlabs-personas":3,"navigation-en-us":132,"banner-en-us":558,"footer-en-us":568,"blog-post-authors-en-us-Sarah O’Donnell":813,"blog-related-posts-en-us-discovering-gitlabs-personas":828,"blog-promotions-en-us":854,"next-steps-en-us":908},{"id":4,"title":5,"authors":6,"body":8,"category":112,"date":113,"description":114,"extension":115,"externalUrl":116,"faq":116,"featured":117,"heroImage":118,"meta":119,"navigation":120,"path":121,"seo":122,"slug":126,"stem":127,"tags":128,"template":130,"updatedDate":116,"__hash__":131},"blogPosts/en-us/blog/discovering-gitlabs-personas.md","Discovering GitLab’s personas",[7],"Sarah O’Donnell",{"type":9,"value":10,"toc":104},"minimark",[11,21,26,29,32,35,38,41,45,48,52,55,58,61,77,80,84,93,96],[12,13,14,15,20],"p",{},"Back in January, I explained ",[16,17,19],"a",{"href":18},"/blog/the-importance-of-ux-personas/","why GitLab uses personas in product development",". At the time, we were still in the process of discovering who GitLab’s personas were. To make sure that the needs and expectations of our users were met, we asked them to complete a survey to share their views with us. Since then, the results have been analyzed resulting in the first iteration of our personas. In this post, I’d like to share more about the survey which contributed to GitLab’s personas.",[22,23,25],"h2",{"id":24},"survey-design","Survey design",[12,27,28],{},"The survey contained a mixture of open-ended and closed-ended questions.",[12,30,31],{},"We chose to use open-ended questions as this was the first survey we had produced which aimed to explore users’ motivations and experiences of using GitLab. We wanted to give participants the freedom to answer questions in their own words and avoid leading them towards answers that they wouldn’t have necessarily selected with close-ended questions.",[12,33,34],{},"Studies have shown that people tend to focus more on earlier (primacy effect) or later (recency effect) options, with less time spent evaluating middle options. This suggests  the order in which we present questions to our users may affect the way they respond to them. For example, for the question of ‘Why do you contribute to open source tools?’, there were 10 possible answers users could select from, ranging from ‘To give back to the community’ to ‘To resolve issues I experience with the tool’. To ensure each answer received an equal opportunity to be selected, the ordering of the answers was shuffled between each user. This way, no option remained in the middle of the list and the risk of an option being overlooked due to its position was reduced. Where possible, other closed-ended questions received the same treatment, reducing bias and ensuring a fair distribution of responses.",[12,36,37],{},"In terms of choosing what questions to ask, we asked multiple people working in different teams across GitLab, how they would describe GitLab users. We wanted to be able to test their assumptions, along with our own. Using these assumptions, we formed research questions. Research questions are the goals and objectives of your study, rather than the questions which appear in your survey. They help you to clearly define what it is you want to find out from your survey before you even begin writing it. Once we had our research questions, we wrote the survey to directly address them.",[12,39,40],{},"To ensure that we could extract the information we required from the survey questions, we wanted to make sure that every respondent would interpret the questions the way we had intended. We asked colleagues to complete the survey to see if their answers differed from the true intent of the questions. Any ambiguous wording was amended. The survey was then incrementally shared externally with users. This allowed us to further monitor answers, while also checking the survey for bugs (For example, are users able to submit their answers?).",[22,42,44],{"id":43},"responses","Responses",[12,46,47],{},"We were interested in primarily hearing from engaged GitLab users, so the survey was advertised on GitLab’s blog, social media accounts and via the UX webcast. The survey received just over 500 responses over a 50 day period.",[22,49,51],{"id":50},"analysis","Analysis",[12,53,54],{},"Surveys are by no means perfect, they only capture the views of people who feel comfortable sharing information in this way. In brief, the users who chose to respond to the survey could be very different from those who chose not to respond, thus creating selection bias.",[12,56,57],{},"More than 100,000 organizations and millions of users are using GitLab, therefore a sample size of just over 500 people may seem relatively small. In order to identify users who could be underrepresented, it was important to explore who the respondents of the survey were. By comparing the differences between respondents versus nonrespondents, it was easy to identify where the weaknesses were in the data collected and to determine what needed further research. Equally so, it also highlighted the strengths of the data and what could be reported on with near certainty.",[12,59,60],{},"Some of the attributes we compared between respondents and nonrespondents included:",[62,63,64,68,71,74],"ul",{},[65,66,67],"li",{},"Length of time using GitLab",[65,69,70],{},"GitLab edition (Community vs Enterprise)",[65,72,73],{},"Size of organization (for users who used GitLab at work)",[65,75,76],{},"Job role",[12,78,79],{},"We also examined demographic and background information, such as age, location, and programming experience/qualifications.",[22,81,83],{"id":82},"results","Results",[12,85,86,87,92],{},"We added the newly-formed personas to GitLab's ",[16,88,91],{"href":89,"rel":90},"https://handbook.gitlab.com/handbook/product/personas/#user-personas",[],"handbook",".",[12,94,95],{},"Don’t feel you’re accurately represented? Don’t worry! The personas are very much a work in progress and we will continue to add to them based on further insights revealed from user interviews, usability testing and future surveys.",[12,97,98,99,103],{},"Want to share your experiences of GitLab with me? Join ",[16,100,102],{"href":101},"/community/","GitLab First Look"," and help us build an even better picture of who GitLab’s users really are!",{"title":105,"searchDepth":106,"depth":106,"links":107},"",2,[108,109,110,111],{"id":24,"depth":106,"text":25},{"id":43,"depth":106,"text":44},{"id":50,"depth":106,"text":51},{"id":82,"depth":106,"text":83},"engineering","2017-06-08","Our User Experience (UX) Researcher updates us on the progress of GitLab’s personas","md",null,false,"https://res.cloudinary.com/about-gitlab-com/image/upload/v1749679763/Blog/Hero%20Images/discovering_gitlabs_personas.jpg",{},true,"/en-us/blog/discovering-gitlabs-personas",{"title":5,"description":114,"ogTitle":5,"ogDescription":114,"noIndex":117,"ogImage":118,"ogUrl":123,"ogSiteName":124,"ogType":125,"canonicalUrls":123},"https://about.gitlab.com/blog/discovering-gitlabs-personas","https://about.gitlab.com","article","discovering-gitlabs-personas","en-us/blog/discovering-gitlabs-personas",[129],"UX","BlogPost","04rI1POtbEBbqmaZBOa-cbc5XQGfkI78PwLWg-hRL0I",{"logo":133,"freeTrial":138,"sales":143,"login":148,"items":153,"search":478,"minimal":509,"duo":528,"switchNav":537,"pricingDeployment":548},{"config":134},{"href":135,"dataGaName":136,"dataGaLocation":137},"/","gitlab logo","header",{"text":139,"config":140},"Get free trial",{"href":141,"dataGaName":142,"dataGaLocation":137},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/","free trial",{"text":144,"config":145},"Request a demo",{"href":146,"dataGaName":147,"dataGaLocation":137},"/sales/?contact-topic=request-demo","sales",{"text":149,"config":150},"Sign in",{"href":151,"dataGaName":152,"dataGaLocation":137},"https://gitlab.com/users/sign_in/","sign in",[154,183,283,288,401,456],{"text":155,"config":156,"menu":158},"Platform",{"dataNavLevelOne":157},"platform",{"type":159,"columns":160},"cards",[161,167,175],{"title":155,"description":162,"link":163},"The intelligent orchestration platform for DevSecOps",{"text":164,"config":165},"Explore our Platform",{"href":166,"dataGaName":157,"dataGaLocation":137},"/platform/",{"title":168,"description":169,"link":170},"GitLab Duo Agent Platform","Agentic AI for the entire software lifecycle",{"text":171,"config":172},"Meet GitLab Duo",{"href":173,"dataGaName":174,"dataGaLocation":137},"/gitlab-duo-agent-platform/","gitlab duo agent platform",{"title":176,"description":177,"link":178},"Why GitLab","See the top reasons enterprises choose GitLab",{"text":179,"config":180},"Learn more",{"href":181,"dataGaName":182,"dataGaLocation":137},"/why-gitlab/","why gitlab",{"text":184,"left":120,"config":185,"menu":187},"Product",{"dataNavLevelOne":186},"solutions",{"type":188,"link":189,"columns":193,"feature":262},"lists",{"text":190,"config":191},"View all Solutions",{"href":192,"dataGaName":186,"dataGaLocation":137},"/solutions/",[194,218,241],{"title":195,"description":196,"link":197,"items":202},"Automation","CI/CD and automation to accelerate deployment",{"config":198},{"icon":199,"href":200,"dataGaName":201,"dataGaLocation":137},"AutomatedCodeAlt","/solutions/delivery-automation/","automated software delivery",[203,207,210,214],{"text":204,"config":205},"CI/CD",{"href":206,"dataGaLocation":137,"dataGaName":204},"/solutions/continuous-integration/",{"text":168,"config":208},{"href":173,"dataGaLocation":137,"dataGaName":209},"gitlab duo agent platform - product menu",{"text":211,"config":212},"Source Code Management",{"href":213,"dataGaLocation":137,"dataGaName":211},"/solutions/source-code-management/",{"text":215,"config":216},"Automated Software Delivery",{"href":200,"dataGaLocation":137,"dataGaName":217},"Automated software delivery",{"title":219,"description":220,"link":221,"items":226},"Security","Deliver code faster without compromising security",{"config":222},{"href":223,"dataGaName":224,"dataGaLocation":137,"icon":225},"/solutions/application-security-testing/","security and compliance","ShieldCheckLight",[227,231,236],{"text":228,"config":229},"Application Security Testing",{"href":223,"dataGaName":230,"dataGaLocation":137},"Application security testing",{"text":232,"config":233},"Software Supply Chain Security",{"href":234,"dataGaLocation":137,"dataGaName":235},"/solutions/supply-chain/","Software supply chain security",{"text":237,"config":238},"Software Compliance",{"href":239,"dataGaName":240,"dataGaLocation":137},"/solutions/software-compliance/","software compliance",{"title":242,"link":243,"items":248},"Measurement",{"config":244},{"icon":245,"href":246,"dataGaName":247,"dataGaLocation":137},"DigitalTransformation","/solutions/visibility-measurement/","visibility and measurement",[249,253,257],{"text":250,"config":251},"Visibility & Measurement",{"href":246,"dataGaLocation":137,"dataGaName":252},"Visibility and Measurement",{"text":254,"config":255},"Value Stream Management",{"href":256,"dataGaLocation":137,"dataGaName":254},"/solutions/value-stream-management/",{"text":258,"config":259},"Analytics & Insights",{"href":260,"dataGaLocation":137,"dataGaName":261},"/solutions/analytics-and-insights/","Analytics and insights",{"title":263,"type":188,"items":264},"GitLab for",[265,271,277],{"text":266,"config":267},"Enterprise",{"icon":268,"href":269,"dataGaLocation":137,"dataGaName":270},"Building","/enterprise/","enterprise",{"text":272,"config":273},"Small Business",{"icon":274,"href":275,"dataGaLocation":137,"dataGaName":276},"Work","/small-business/","small business",{"text":278,"config":279},"Public Sector",{"icon":280,"href":281,"dataGaLocation":137,"dataGaName":282},"Organization","/solutions/public-sector/","public sector",{"text":284,"config":285},"Pricing",{"href":286,"dataGaName":287,"dataGaLocation":137,"dataNavLevelOne":287},"/pricing/","pricing",{"text":289,"config":290,"menu":292},"Resources",{"dataNavLevelOne":291},"resources",{"type":188,"link":293,"columns":297,"feature":390},{"text":294,"config":295},"View all resources",{"href":296,"dataGaName":291,"dataGaLocation":137},"/resources/",[298,331,358],{"title":299,"items":300},"Getting started",[301,306,311,316,321,326],{"text":302,"config":303},"Install",{"href":304,"dataGaName":305,"dataGaLocation":137},"/install/","install",{"text":307,"config":308},"Quick start guides",{"href":309,"dataGaName":310,"dataGaLocation":137},"/get-started/","quick setup checklists",{"text":312,"config":313},"Learn",{"href":314,"dataGaLocation":137,"dataGaName":315},"https://university.gitlab.com/","learn",{"text":317,"config":318},"Product documentation",{"href":319,"dataGaName":320,"dataGaLocation":137},"https://docs.gitlab.com/","product documentation",{"text":322,"config":323},"Best practice videos",{"href":324,"dataGaName":325,"dataGaLocation":137},"/getting-started-videos/","best practice videos",{"text":327,"config":328},"Integrations",{"href":329,"dataGaName":330,"dataGaLocation":137},"/integrations/","integrations",{"title":332,"items":333},"Discover",[334,339,344,349,353],{"text":335,"config":336},"Customer success stories",{"href":337,"dataGaName":338,"dataGaLocation":137},"/customers/","customer success stories",{"text":340,"config":341},"Blog",{"href":342,"dataGaName":343,"dataGaLocation":137},"/blog/","blog",{"text":345,"config":346},"Demo Hub",{"href":347,"dataGaName":348,"dataGaLocation":137},"/demo-hub/","demo hub",{"text":350,"config":351},"The Source",{"href":352,"dataGaName":343,"dataGaLocation":137},"/the-source/",{"text":354,"config":355},"Remote",{"href":356,"dataGaName":357,"dataGaLocation":137},"https://handbook.gitlab.com/handbook/company/culture/all-remote/","remote",{"title":359,"items":360},"Connect",[361,366,371,375,380,385],{"text":362,"config":363},"GitLab Services",{"href":364,"dataGaName":365,"dataGaLocation":137},"/services/","services",{"text":367,"config":368},"Contribute",{"href":369,"dataGaName":370,"dataGaLocation":137},"https://contributors.gitlab.com","contribute",{"text":372,"config":373},"Community",{"href":101,"dataGaName":374,"dataGaLocation":137},"community",{"text":376,"config":377},"Forum",{"href":378,"dataGaName":379,"dataGaLocation":137},"https://forum.gitlab.com/","forum",{"text":381,"config":382},"Events",{"href":383,"dataGaName":384,"dataGaLocation":137},"/events/","events",{"text":386,"config":387},"Partners",{"href":388,"dataGaName":389,"dataGaLocation":137},"/partners/","partners",{"config":391,"title":394,"text":395,"link":396},{"background":392,"textColor":393},"url('https://res.cloudinary.com/about-gitlab-com/image/upload/v1777322348/qpq8yrgn8knii57omj0c.png')","#000","What’s new in GitLab","Stay updated with our latest features and improvements.",{"text":397,"config":398},"Read the latest",{"href":399,"dataGaName":400,"dataGaLocation":137},"/whats-new/","whats new",{"text":402,"config":403,"menu":405},"Company",{"dataNavLevelOne":404},"company",{"type":188,"columns":406},[407],{"items":408},[409,414,420,422,427,431,436,441,446,451],{"text":410,"config":411},"About",{"href":412,"dataGaName":413,"dataGaLocation":137},"/company/","about",{"text":415,"config":416,"footerGa":419},"Jobs",{"href":417,"dataGaName":418,"dataGaLocation":137},"/jobs/","jobs",{"dataGaName":418},{"text":381,"config":421},{"href":383,"dataGaName":384,"dataGaLocation":137},{"text":423,"config":424},"Leadership",{"href":425,"dataGaName":426,"dataGaLocation":137},"/company/team/e-group/","leadership",{"text":428,"config":429},"Handbook",{"href":430,"dataGaName":91,"dataGaLocation":137},"https://handbook.gitlab.com/",{"text":432,"config":433},"Investor relations",{"href":434,"dataGaName":435,"dataGaLocation":137},"https://ir.gitlab.com/overview/default.aspx","investor relations",{"text":437,"config":438},"Trust Center",{"href":439,"dataGaName":440,"dataGaLocation":137},"/security/","trust center",{"text":442,"config":443},"AI Transparency Center",{"href":444,"dataGaName":445,"dataGaLocation":137},"/ai-transparency-center/","ai transparency center",{"text":447,"config":448},"Newsletter",{"href":449,"dataGaName":450,"dataGaLocation":137},"/company/contact/#contact-forms","newsletter",{"text":452,"config":453},"Press",{"href":454,"dataGaName":455,"dataGaLocation":137},"/press/","press",{"text":457,"config":458,"menu":459},"Contact us",{"dataNavLevelOne":404},{"type":188,"columns":460},[461],{"items":462},[463,468,473],{"text":464,"config":465},"Talk to sales",{"href":466,"dataGaName":467,"dataGaLocation":137},"/sales/","talk to sales",{"text":469,"config":470},"Support portal",{"href":471,"dataGaName":472,"dataGaLocation":137},"https://support.gitlab.com/hc/en-us","support portal",{"text":474,"config":475},"Customer portal",{"href":476,"dataGaName":477,"dataGaLocation":137},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"close":479,"login":480,"suggestions":487},"Close",{"text":481,"link":482},"To search repositories and projects, login to",{"text":483,"config":484},"gitlab.com",{"href":151,"dataGaName":485,"dataGaLocation":486},"search login","search",{"text":488,"default":489},"Suggestions",[490,492,496,498,502,506],{"text":168,"config":491},{"href":173,"dataGaName":168,"dataGaLocation":486},{"text":493,"config":494},"Code Suggestions (AI)",{"href":495,"dataGaName":493,"dataGaLocation":486},"/solutions/code-suggestions/",{"text":204,"config":497},{"href":206,"dataGaName":204,"dataGaLocation":486},{"text":499,"config":500},"GitLab on AWS",{"href":501,"dataGaName":499,"dataGaLocation":486},"/partners/technology-partners/aws/",{"text":503,"config":504},"GitLab on Google Cloud",{"href":505,"dataGaName":503,"dataGaLocation":486},"/partners/technology-partners/google-cloud-platform/",{"text":507,"config":508},"Why GitLab?",{"href":181,"dataGaName":507,"dataGaLocation":486},{"freeTrial":510,"mobileIcon":515,"desktopIcon":520,"secondaryButton":523},{"text":511,"config":512},"Start free trial",{"href":513,"dataGaName":142,"dataGaLocation":514},"https://gitlab.com/-/trials/new/","nav",{"altText":516,"config":517},"Gitlab Icon",{"src":518,"dataGaName":519,"dataGaLocation":514},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203874/jypbw1jx72aexsoohd7x.svg","gitlab icon",{"altText":516,"config":521},{"src":522,"dataGaName":519,"dataGaLocation":514},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203875/gs4c8p8opsgvflgkswz9.svg",{"text":524,"config":525},"Get Started",{"href":526,"dataGaName":527,"dataGaLocation":514},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/get-started/","get started",{"freeTrial":529,"mobileIcon":533,"desktopIcon":535},{"text":530,"config":531},"Learn more about GitLab Duo",{"href":173,"dataGaName":532,"dataGaLocation":514},"gitlab duo",{"altText":516,"config":534},{"src":518,"dataGaName":519,"dataGaLocation":514},{"altText":516,"config":536},{"src":522,"dataGaName":519,"dataGaLocation":514},{"button":538,"mobileIcon":543,"desktopIcon":545},{"text":539,"config":540},"/switch",{"href":541,"dataGaName":542,"dataGaLocation":514},"#contact","switch",{"altText":516,"config":544},{"src":518,"dataGaName":519,"dataGaLocation":514},{"altText":516,"config":546},{"src":547,"dataGaName":519,"dataGaLocation":514},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1773335277/ohhpiuoxoldryzrnhfrh.png",{"freeTrial":549,"mobileIcon":554,"desktopIcon":556},{"text":550,"config":551},"Back to pricing",{"href":286,"dataGaName":552,"dataGaLocation":514,"icon":553},"back to pricing","GoBack",{"altText":516,"config":555},{"src":518,"dataGaName":519,"dataGaLocation":514},{"altText":516,"config":557},{"src":522,"dataGaName":519,"dataGaLocation":514},{"title":559,"titleMobile":560,"button":561,"config":566},"Duo Agent Platform delivers 400% ROI, per new Forrester Consulting study.","400% ROI: Forrester TEI for GitLab Duo",{"text":179,"config":562},{"href":563,"dataGaName":564,"dataGaLocation":565},"https://about.gitlab.com/blog/gitlab-duo-agent-platform-delivers-400-percent-roi/","forrester-tei-dap-banner","global-banner",{"layout":567,"disabled":117},"release",{"data":569},{"text":570,"source":571,"edit":577,"contribute":582,"config":587,"items":592,"minimal":802},"Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",{"text":572,"config":573},"View page source",{"href":574,"dataGaName":575,"dataGaLocation":576},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":578,"config":579},"Edit this page",{"href":580,"dataGaName":581,"dataGaLocation":576},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":583,"config":584},"Please contribute",{"href":585,"dataGaName":586,"dataGaLocation":576},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":588,"facebook":589,"youtube":590,"linkedin":591},"https://twitter.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[593,640,694,738,770],{"title":284,"links":594,"subMenu":609},[595,599,604],{"text":596,"config":597},"View plans",{"href":286,"dataGaName":598,"dataGaLocation":576},"view plans",{"text":600,"config":601},"Why Premium?",{"href":602,"dataGaName":603,"dataGaLocation":576},"/pricing/premium/","why premium",{"text":605,"config":606},"Why Ultimate?",{"href":607,"dataGaName":608,"dataGaLocation":576},"/pricing/ultimate/","why ultimate",[610],{"title":611,"links":612},"Contact Us",[613,616,618,620,625,630,635],{"text":614,"config":615},"Contact sales",{"href":466,"dataGaName":147,"dataGaLocation":576},{"text":469,"config":617},{"href":471,"dataGaName":472,"dataGaLocation":576},{"text":474,"config":619},{"href":476,"dataGaName":477,"dataGaLocation":576},{"text":621,"config":622},"Status",{"href":623,"dataGaName":624,"dataGaLocation":576},"https://status.gitlab.com/","status",{"text":626,"config":627},"Terms of use",{"href":628,"dataGaName":629,"dataGaLocation":576},"/terms/","terms of use",{"text":631,"config":632},"Privacy statement",{"href":633,"dataGaName":634,"dataGaLocation":576},"/privacy/","privacy statement",{"text":636,"config":637},"Cookie preferences",{"dataGaName":638,"dataGaLocation":576,"id":639,"isOneTrustButton":120},"cookie preferences","ot-sdk-btn",{"title":184,"links":641,"subMenu":650},[642,646],{"text":643,"config":644},"DevSecOps platform",{"href":166,"dataGaName":645,"dataGaLocation":576},"devsecops platform",{"text":647,"config":648},"AI-Assisted Development",{"href":173,"dataGaName":649,"dataGaLocation":576},"ai-assisted development",[651],{"title":652,"links":653},"Topics",[654,659,664,669,674,679,684,689],{"text":655,"config":656},"CICD",{"href":657,"dataGaName":658,"dataGaLocation":576},"/topics/ci-cd/","cicd",{"text":660,"config":661},"GitOps",{"href":662,"dataGaName":663,"dataGaLocation":576},"/topics/gitops/","gitops",{"text":665,"config":666},"DevOps",{"href":667,"dataGaName":668,"dataGaLocation":576},"/topics/devops/","devops",{"text":670,"config":671},"Version Control",{"href":672,"dataGaName":673,"dataGaLocation":576},"/topics/version-control/","version control",{"text":675,"config":676},"DevSecOps",{"href":677,"dataGaName":678,"dataGaLocation":576},"/topics/devsecops/","devsecops",{"text":680,"config":681},"Cloud Native",{"href":682,"dataGaName":683,"dataGaLocation":576},"/topics/cloud-native/","cloud native",{"text":685,"config":686},"AI for Coding",{"href":687,"dataGaName":688,"dataGaLocation":576},"/topics/devops/ai-for-coding/","ai for coding",{"text":690,"config":691},"Agentic AI",{"href":692,"dataGaName":693,"dataGaLocation":576},"/topics/agentic-ai/","agentic ai",{"title":695,"links":696},"Solutions",[697,699,701,706,710,713,717,720,722,725,728,733],{"text":228,"config":698},{"href":223,"dataGaName":228,"dataGaLocation":576},{"text":217,"config":700},{"href":200,"dataGaName":201,"dataGaLocation":576},{"text":702,"config":703},"Agile development",{"href":704,"dataGaName":705,"dataGaLocation":576},"/solutions/agile-delivery/","agile delivery",{"text":707,"config":708},"SCM",{"href":213,"dataGaName":709,"dataGaLocation":576},"source code management",{"text":655,"config":711},{"href":206,"dataGaName":712,"dataGaLocation":576},"continuous integration & delivery",{"text":714,"config":715},"Value stream management",{"href":256,"dataGaName":716,"dataGaLocation":576},"value stream management",{"text":660,"config":718},{"href":719,"dataGaName":663,"dataGaLocation":576},"/solutions/gitops/",{"text":266,"config":721},{"href":269,"dataGaName":270,"dataGaLocation":576},{"text":723,"config":724},"Small business",{"href":275,"dataGaName":276,"dataGaLocation":576},{"text":726,"config":727},"Public sector",{"href":281,"dataGaName":282,"dataGaLocation":576},{"text":729,"config":730},"Education",{"href":731,"dataGaName":732,"dataGaLocation":576},"/solutions/education/","education",{"text":734,"config":735},"Financial services",{"href":736,"dataGaName":737,"dataGaLocation":576},"/solutions/finance/","financial services",{"title":289,"links":739},[740,742,744,746,749,751,754,756,758,760,762,764,766,768],{"text":302,"config":741},{"href":304,"dataGaName":305,"dataGaLocation":576},{"text":307,"config":743},{"href":309,"dataGaName":310,"dataGaLocation":576},{"text":312,"config":745},{"href":314,"dataGaName":315,"dataGaLocation":576},{"text":317,"config":747},{"href":319,"dataGaName":748,"dataGaLocation":576},"docs",{"text":340,"config":750},{"href":342,"dataGaName":343,"dataGaLocation":576},{"text":752,"config":753},"What's new",{"href":399,"dataGaName":400,"dataGaLocation":576},{"text":335,"config":755},{"href":337,"dataGaName":338,"dataGaLocation":576},{"text":354,"config":757},{"href":356,"dataGaName":357,"dataGaLocation":576},{"text":362,"config":759},{"href":364,"dataGaName":365,"dataGaLocation":576},{"text":367,"config":761},{"href":369,"dataGaName":370,"dataGaLocation":576},{"text":372,"config":763},{"href":101,"dataGaName":374,"dataGaLocation":576},{"text":376,"config":765},{"href":378,"dataGaName":379,"dataGaLocation":576},{"text":381,"config":767},{"href":383,"dataGaName":384,"dataGaLocation":576},{"text":386,"config":769},{"href":388,"dataGaName":389,"dataGaLocation":576},{"title":402,"links":771},[772,774,776,778,780,782,786,791,793,795,797],{"text":410,"config":773},{"href":412,"dataGaName":404,"dataGaLocation":576},{"text":415,"config":775},{"href":417,"dataGaName":418,"dataGaLocation":576},{"text":423,"config":777},{"href":425,"dataGaName":426,"dataGaLocation":576},{"text":428,"config":779},{"href":430,"dataGaName":91,"dataGaLocation":576},{"text":432,"config":781},{"href":434,"dataGaName":435,"dataGaLocation":576},{"text":783,"config":784},"Sustainability",{"href":785,"dataGaName":783,"dataGaLocation":576},"/sustainability/",{"text":787,"config":788},"Diversity, inclusion and belonging (DIB)",{"href":789,"dataGaName":790,"dataGaLocation":576},"/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":437,"config":792},{"href":439,"dataGaName":440,"dataGaLocation":576},{"text":447,"config":794},{"href":449,"dataGaName":450,"dataGaLocation":576},{"text":452,"config":796},{"href":454,"dataGaName":455,"dataGaLocation":576},{"text":798,"config":799},"Modern Slavery Transparency Statement",{"href":800,"dataGaName":801,"dataGaLocation":576},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"items":803},[804,807,810],{"text":805,"config":806},"Terms",{"href":628,"dataGaName":629,"dataGaLocation":576},{"text":808,"config":809},"Cookies",{"dataGaName":638,"dataGaLocation":576,"id":639,"isOneTrustButton":120},{"text":811,"config":812},"Privacy",{"href":633,"dataGaName":634,"dataGaLocation":576},[814],{"id":815,"title":816,"body":116,"config":817,"content":819,"description":116,"extension":822,"meta":823,"navigation":120,"path":824,"seo":825,"stem":826,"__hash__":827},"blogAuthors/en-us/blog/authors/sarah-odonnell.yml","Sarah Odonnell",{"template":818},"BlogAuthor",{"name":7,"config":820},{"headshot":105,"ctfId":821},"sarahod","yml",{},"/en-us/blog/authors/sarah-odonnell",{},"en-us/blog/authors/sarah-odonnell","ROGF80cqscK8KpvXbOwj4Ohv1boYNRU2nglQLWaV8sc",[829,838,846],{"title":830,"description":831,"heroImage":832,"category":112,"date":833,"authors":834,"slug":837,"externalUrl":116},"Confidential AI for GitLab Self-Hosted","Give developers AI coding agents in GitLab Duo without source code leaving a hardware-encrypted boundary — no GPUs needed.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1773866173/vte9qh8rriznvyclhkes.png","2026-08-06",[835,836],"Mathias Ewald","Martin Paloncy, Edgeless Systems","confidential-ai-for-gitlab-self-hosted",{"title":839,"description":840,"heroImage":841,"category":112,"date":842,"authors":843,"slug":845,"externalUrl":116},"Green DevOps: Why carbon measurement belongs in your CI/CD pipeline","CI/CD pipelines have a hidden carbon cost. Here's why measuring it matters, and how you can get started with Eco CI and Carmen in GitLab.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1765809212/noh0mdfn9o94ry9ykura.png","2026-07-09",[844],"Lysanne Pinto","green-devops-carbon-measurement-cicd-pipeline",{"title":847,"description":848,"heroImage":849,"category":112,"date":850,"authors":851,"slug":853,"externalUrl":116},"How to build CI/CD observability at scale","This practical guide to GitLab pipeline analytics helps self-managed users gain operational insights using Prometheus and Grafana.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1774465167/n5hlvrsrheadeccyr1oz.png","2026-04-28",[852],"Paul Meresanu","how-to-build-ci-cd-observability-at-scale",{"promotions":855},[856,870,882,894],{"id":857,"categories":858,"header":860,"text":861,"button":862,"image":867},"ai-modernization",[859],"ai","Is AI achieving its promise at scale?","Quiz will take 5 minutes or less",{"text":863,"config":864},"Get your AI maturity score",{"href":865,"dataGaName":866,"dataGaLocation":343},"/assessments/ai-modernization-assessment/","modernization assessment",{"config":868},{"src":869},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772138786/qix0m7kwnd8x2fh1zq49.png",{"id":871,"categories":872,"header":874,"text":861,"button":875,"image":879},"devops-modernization",[873,678],"product","Are you just managing tools or shipping innovation?",{"text":876,"config":877},"Get your DevOps maturity score",{"href":878,"dataGaName":866,"dataGaLocation":343},"/assessments/devops-modernization-assessment/",{"config":880},{"src":881},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772138785/eg818fmakweyuznttgid.png",{"id":883,"categories":884,"header":886,"text":861,"button":887,"image":891},"security-modernization",[885],"security","Are you trading speed for security?",{"text":888,"config":889},"Get your security maturity score",{"href":890,"dataGaName":866,"dataGaLocation":343},"/assessments/security-modernization-assessment/",{"config":892},{"src":893},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772138786/p4pbqd9nnjejg5ds6mdk.png",{"id":895,"paths":896,"header":899,"text":900,"button":901,"image":906},"github-azure-migration",[897,898],"migration-from-azure-devops-to-gitlab","integrating-azure-devops-scm-and-gitlab","Is your team ready for GitHub's Azure move?","GitHub is already rebuilding around Azure. Find out what it means for you.",{"text":902,"config":903},"See how GitLab compares to GitHub",{"href":904,"dataGaName":905,"dataGaLocation":343},"/compare/gitlab-vs-github/github-azure-migration/","github azure migration",{"config":907},{"src":881},{"header":909,"blurb":910,"button":911,"secondaryButton":916},"Start building faster today","See what your team can do with the intelligent orchestration platform for DevSecOps.\n",{"text":912,"config":913},"Get your free trial",{"href":914,"dataGaName":142,"dataGaLocation":915},"https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&glm_source=about.gitlab.com/","feature",{"text":614,"config":917},{"href":466,"dataGaName":147,"dataGaLocation":915},1786803746651]