{"id":"2f52406f-5224-40dd-bc6b-26bc69dd5e47","timestamp":1759347626315,"matcher":{"static":{},"wildcard":{},"dynamic":{}},"prerendered":["/de-de/customers/airwallex","/de-de/customers/cube","/de-de/customers/nvidia","/de-de/customers/hilti","/de-de/pricing/feature-comparison","/de-de/solutions/jenkins","/de-de/blog/software-as-a-service-the-future-of-software-delivery","/de-de/blog/what-is-a-rest-api-guide-and-functions","/de-de/blog/agile-pairing-sessions","/de-de/blog/best-practices-to-set-up-organizational-hierarchies-that-scale","/de-de/blog/use-gitlab-duo-workflow-to-improve-application-quality-assurance","/de-de/blog/gitlab-and-accenture-announce-global-reseller-agreement","/de-de/blog/guide-to-fulfilling-soc-2-security-requirements-with-gitlab","/de-de/blog/enhance-application-quality-with-ai-powered-test-generation","/de-de/blog/gitlab-named-a-leader-in-the-2025-gartner-magic-quadrant-for-ai-code-assistants","/de-de/blog/getting-started-with-gitlab-how-to-import-your-projects-to-gitlab","/de-de/blog/how-indeed-transformed-its-ci-platform-with-gitlab","/de-de/blog/keep-git-history-clean-with-interactive-rebase","/de-de/blog/observability-vs-monitoring-in-devops","/de-de/blog/why-enterprise-independence-matters-more-than-ever-in-devsecops","/de-de/blog/gitlab-duo-self-hosted-enterprise-ai-built-for-data-privacy","/de-de/blog/the-ultimate-guide-to-token-management-at-gitlab","/de-de/blog/ci-deployment-and-environments","/de-de/blog/what-s-new-in-git-2-50-0","/de-de/blog/developing-gitlab-duo-blending-ai-and-root-cause-analysis-to-fix-ci-cd","/de-de/blog/how-we-decreased-gitlab-repo-backup-times-from-48-hours-to-41-minutes","/de-de/blog/3-best-practices-for-building-software-in-the-era-of-llms","/de-de/solutions/devops-platform","/de-de/get-started/enterprise","/de-de/faster-together","/de-de/developer-survey","/de-de/professional-services","/de-de/blog/categories/devsecops","/de-de/partners/technology-partners","/blog/7-git-personalities","/blog/a-beginners-guide-to-continuous-integration","/blog/a-developer-s-guide-to-building-secure-retail-apps-with-gitlab","/blog/3-best-practices-for-building-software-in-the-era-of-llms","/blog/4-ways-to-accelerate-embedded-development-with-gitlab","/blog/5-things-to-know-from-our-linkedin-live-security-deep-dive","/blog/16-ways-to-get-the-most-out-of-software-documentation","/blog/a-look-at-devops-salaries","/blog/achieving-23-cost-savings-and-36-performance-gain-using-gitlab-and-gitlab-runner-on-arm-neoverse-based-aws-graviton2-processor","/blog/a-year-of-iteration","/de-de/topics/version-control","/de-de/topics/devsecops/what-is-fuzz-testing","/de-de/topics/ci-cd/implement-continuous-integration","/de-de/topics/gitops/infrastructure-as-code","/de-de/topics/devops/what-is-developer-experience","/de-de/topics/ci-cd/choose-continuous-integration-tool","/de-de/topics/devops/ai-for-coding","/blog/advanced-devsecops-practices","/de-de","/de-de/topics/devops/reduce-devops-costs","/blog/ai-powered-growth-transform-every-stage-of-software-delivery","/blog/agile-mindset","/blog/amazon-linux-2-service-ready-partner","/blog/announcing-100m-series-d-funding","/blog/api-v3-removal-impending","/de-de/topics/version-control/what-is-git-workflow","/blog/are-you-ready-for-the-newest-era-of-devsecops","/de-de/solutions/aerospace","/blog/async-sketching","/de-de/solutions/public-sector","/de-de/solutions/visibility-measurement","/blog/authors/abdulkader-benchi","/blog/authors/allison-whilden","/blog/authors/anthony-davanzo","/blog/authors/andrea-borga","/blog/authors/alex-groleau","/blog/authors/bert-van-eyck","/blog/authors/ashley-mcalpin","/blog/authors/andrew-thomas","/blog/authors/balasankar-balu-c","/blog/authors/brian-glanz","/blog/authors/bradley-lee","/blog/authors/camellia-yang","/blog/authors/christian-nnachi","/blog/authors/cindy-blake","/blog/authors/charl-de-wit","/blog/authors/chris-micek","/blog/authors/costel-maxim","/blog/authors/darren-murph","/blog/authors/daniel-berman","/blog/authors/david-smith","/blog/authors/devin-sylva","/blog/authors/dmitriy-zaporozhets","/blog/authors/dylan-griffith","/blog/authors/emily-bauman","/blog/authors/eric-rubin","/blog/authors/gabriel-mazetto","/blog/authors/gitlab-germany-team","/blog/authors/ernst-van-nierop","/blog/authors/fabian-zimmer","/blog/authors/filipa-lacerda","/blog/authors/hannah-sutor","/blog/authors/guest-author-andr-miranda","/blog/authors/grant-hickman","/blog/authors/janis-altherr","/blog/authors/jake-stein","/blog/authors/hiroki-suezawa","/blog/authors/igor-wiedler","/blog/authors/jay-newman","/blog/authors/jensen-stava","/blog/authors/jim-riley","/blog/authors/jacki-bauer","/blog/authors/joey-salazar","/blog/authors/john-mcguire","/blog/authors/jos-ivn-vargas","/blog/authors/joshua-carroll","/blog/authors/julie-griffin","/blog/authors/karthik-nayak","/blog/authors/kevin-chu","/blog/authors/laura-montemayor","/blog/authors/kushal-koolwal","/blog/authors/marcel-van-remmerden","/blog/authors/madeline-lake","/blog/authors/mark-fletcher","/blog/authors/levente-polyak","/blog/authors/matt-baldwin","/blog/authors/meghan-maneval","/blog/authors/nicole-schwartz","/blog/authors/mike-gerwitz","/blog/authors/matthew-macfarlane","/blog/authors/ottilia-westerlund","/blog/authors/neha-khalwadekar","/blog/authors/patty-cheung","/blog/authors/nuritzi-sanchez","/blog/authors/michael-karampalas","/blog/authors/pedro-moreira-da-silva","/blog/authors/plapadoo","/blog/authors/raquel-campuzano","/blog/authors/ricardo-amarilla-villalba","/blog/authors/roger-woo","/beginners-guide-to-devops","/blog/authors/rupert-douglas","/blog/authors/saumya-upadhyaya","/blog/authors/samuel-alfageme","/blog/authors/sergey-nuzhdin","/blog/authors/sam-kerr","/blog/authors/sarah-matthies","/blog/authors/steven-zinck","/blog/authors/sid-sijbrandij","/blog/authors/stephanie-garza","/blog/authors/taylor-mccaslin","/blog/authors/tim-rizzi","/blog/authors/toon-claes","/blog/authors/ulrica-de-fort-menares","/blog/authors/victor-wu","/blog/authors/zeger-jan-van-de-weg","/blog/authors/wayne-haber","/blog/automated-debian-package-build-with-gitlab-ci","/blog/automating-with-gitlab-duo-part-2-complex-testing","/blog/avoiding-foreclosure-on-your-technical-debt","/blog/axosoft-launches-gitkraken-integration-with-gitlab","/blog/beginner-git-guide","/blog/benefits-of-transparency-in-compliance","/blog/best-practices-to-set-up-organizational-hierarchies-that-scale","/blog/boring-solutions-faster-iteration","/blog/build-a-new-website-in-a-few-easy-steps-with-gitlab-pages","/blog/building-gitlab-with-gitlab-expanding-our-security-certification-portfolio","/blog/cadence-is-everything-10x-engineering-organizations-for-10x-engineers","/blog/cd-unified-monitor-deploy","/blog/building-a-text-adventure-using-cplusplus-and-code-suggestions","/blog/checkmarx-integration","/blog/cicd-tunnel-impersonation","/blog/cern-contributor-post","/blog/ci-cd-github-extended-again","/blog/community-update-for-2019","/blog/collaboration-communication-best-practices","/blog/composition-analysis-group-deprecations","/blog/cobol-programmer-shortage","/blog/connecting-gitlab-and-pantheon-streamline-wordpress-drupal-workflows","/blog/continuous-integration-delivery-and-deployment-with-gitlab","/blog/contributions-to-git-2-42-release","/blog/creating-a-threat-model-that-works-for-gitlab","/blog/contributor-program-update","/blog/custom-actions-rasa-gitlab-devops","/blog/data-driven-decision-making-with-sourcewarp","/blog/deep-dive-investigation-of-gitlab-packages","/blog/deprecating-the-cert-based-kubernetes-integration","/blog/demystifying-ci-cd-variables","/blog/developing-gitlab-duo-ai-impact-analytics-dashboard-measures-the-roi-of-ai","/blog/devops-at-nova-scotia-province","/blog/devsecops-security-standardization","/blog/dont-hide-primary-actions","/blog/develop-c-unit-testing-with-catch2-junit-and-gitlab-ci","/blog/docker-hub-rate-limit-monitoring","/blog/devops-strategy","/blog/effective-ci-cd-pipelines","/blog/ensuring-compliance","/blog/empowering-modelops-and-hpc-workloads-with-gpu-enabled-runners","/blog/eks-fargate-runner","/blog/engineering-teams-collaborating-remotely","/blog/exact-code-search-find-code-faster-across-repositories","/blog/extending-code-suggestions","/blog/feature-highlight-set-dates-for-issues","/blog/feature-highlight-create-files-and-directories-from-files-page","/blog/fast-and-natural-continuous-integration-with-gitlab-ci","/blog/first-code-to-ci-cd-deployments-in-5-minutes","/blog/five-reasons-to-simplify-agile-planning-tool-configuration-gitlab","/blog/fluentd-using-gitlab-ci-cd","/blog/friends-dont-let-friends-add-options-to-code","/blog/future-direction-gitlab","/blog/gary-gruver-interview-post","/blog/getting-started-gitlab-and-shippable","/blog/get-started-ci-pipeline-templates","/blog/git-fetch-performance-2021-part-2","/blog/git-pull-vs-git-fetch-whats-the-difference","/blog/getting-started-with-gitlab-how-to-manage-users","/blog/gitlab-18-3-expanding-ai-orchestration-in-software-engineering","/blog/gitlab-achieves-pci-dss-attestation-of-compliance","/blog/github-enterprise-vs-gitlab-enterprise-edition","/blog/gitlab-and-reproducibility","/blog/gitlab-ai-cicd-customization-toolkit","/blog/gitlab-arm-aws-graviton2-solution","/blog/gitlab-changes-to-cloudflare","/blog/gitlab-com-container-registry-cdn-change","/blog/gitlab-dark-mode-is-getting-a-new-look","/blog/gitlab-ci-on-google-kubernetes-engine","/blog/gitlab-commit-speaker-announcement","/blog/gitlab-dot-com-outage-on-2015-05-29","/blog/gitlab-duo-chat-beta","/blog/gitlab-duo-self-hosted-enterprise-ai-built-for-data-privacy","/blog/gitlab-eks-integration-how-to","/blog/gitlab-first-esg-and-dib-reports","/de-de/the-source/authors/ncregan","/blog/gitlab-for-project-management-one","/blog/gitlab-iconography-where-mvc-meets-visual-design","/blog/gitlab-got-bit-mysql-fails-at-rails-migrations-that-work-in-postgresql","/blog/gitlab-incident-timelines","/blog/gitlab-is-now-available-as-an-aws-codestar-connections-provider","/blog/gitlab-issue-bash-june-2018","/blog/gitlab-joins-msft-tech-accord","/blog/gitlab-named-a-leader-in-the-2025-gartner-magic-quadrant-for-devops-platforms","/blog/gitlab-licensed-technology-to-new-independent-chinese-company","/blog/gitlab-now-supports-sha256-repositories","/blog/gitlab-mental-health-awareness-week-recap","/blog/gitlab-oracle-cloud-arm-based","/de-de/the-source/authors/haim-snir","/de-de/the-source/authors/dave-steer","/blog/gitlab-product-vision","/blog/gitlab-pages-update","/blog/gitlab-security-hardening-documentation","/blog/gitlab-summit-2015","/blog/gitlab-release-process","/blog/gitlab-survey-highlights-wins-challenges-as-orgs-adopt-devsecops","/blog/gitlab-to-deprecate-older-tls","/blog/gitlab-tutorial-its-all-connected","/blog/gitlab-ux-2020-year-in-review","/blog/gitlab-webhooks-get-smarter-with-self-healing-capabilities","/blog/gitops-with-gitlab-using-ci-cd","/blog/going-virtual-with-all-day-devops","/blog/gitops-as-the-evolution-of-operations","/blog/gitlabs-2024-bug-bounty-year-in-review","/blog/gke-webcast-recap-post","/blog/heres-how-new-programmers-can-learn-by-contributing-to-gitlab","/blog/how-all-remote-supports-inclusion-and-bolsters-communities","/blog/hiring-based-on-open-source-contributions-could-be-harmful","/blog/google-summer-of-code-2024-contribute-to-gitlab-and-git-to-prepare","/blog/guide-to-ci-cd-pipelines","/blog/how-do-you-contribute","/blog/how-gitlab-ci-compares-with-the-three-variants-of-jenkins","/blog/how-ten-steps-over-ten-years-led-to-the-devops-platform","/blog/how-gitlab-uses-third-party-security-ratings-to-build-customer-confidence","/blog/how-orange-uses-gitlab-ci-cd-for-modern-devops","/blog/how-gitlab-measures-red-team-impact-the-adoption-rate-metric","/blog/how-i-use-gitlab-to-help-my-hack","/blog/how-to-agentless-gitops-vars","/blog/how-to-avoid-broken-master-with-pipelines-for-merge-requests","/blog/how-to-build-reusable-ci-templates","/blog/how-to-deploy-a-php-app-using-gitlabs-cloud-run-integration","/blog/how-to-fuzz-rust-code","/blog/how-to-integrate-custom-security-scanners-into-gitlab","/blog/how-to-migrate-atlassians-bamboo-servers-ci-cd-infrastructure-to-gitlab-ci-part-two","/blog/how-to-protect-your-source-code-with-gitlab-and-jscrambler","/blog/how-to-use-gitlabs-custom-compliance-frameworks-in-your-devsecops","/blog/how-to-stream-logs-through-the-gitlab-dashboard-for-kubernetes","/blog/how-to-setup-a-gitlab-instance-on-microsoft-azure","/blog/how-we-diagnosed-and-resolved-redis-latency-spikes","/blog/how-we-release-software-patches","/blog/how-we-are-closing-the-gap-on-replicating-everything-in-gitlab-geo","/blog/how-we-supercharged-gitlab-ci-statuses-with-websockets","/blog/how-zoopla-uses-dora-metrics-and-your-team-can-too","/blog/how-we-utilize-user-stories-as-a-collaborative-design-tool","/blog/imposter-syndrome-and-remote-work","/blog/inside-the-gitlab-public-bug-bounty-program","/blog/improving-oauth-ropc-security-on-gitlab-com","/blog/integrating-gitlab-com-with-atlassian-jira-cloud","/blog/innersourcing-using-the-open-source-workflow-to-improve-collaboration-within-an-organization","/blog/introducing-gitlab-advanced-vulnerability-tracking","/blog/introducing-the-gitlab-ci-cd-catalog-beta","/blog/introducing-modelops-to-solve-data-science-challenges","/blog/introducing-accessibility-testing-in-gitlab","/blog/ios-cicd-with-gitlab","/blog/iterating-improving-frontend-culture","/blog/jenkins-to-gitlab-migration-made-easy","/blog/journey-in-native-unicode-emoji","/blog/keeping-git-commit-history-clean","/blog/kingfisher-transforming-the-developer-experience-with-gitlab","/blog/kubernetes-chat-with-kelsey-hightower","/blog/learn-advanced-rust-programming-with-a-little-help-from-ai-code-suggestions","/blog/learning-python-with-a-little-help-from-ai-code-suggestions","/blog/lessons-weet-learned-lokalise","/blog/lm-sre-shadow","/blog/make-tracking-agreements-simple-compliance-dashboard","/blog/manage-agile-teams-with-microservices","/blog/masked-variable-vulnerability-in-runner-ver-13-9-0-rc1","/blog/managing-multiple-environments-with-terraform-and-gitlab-ci","/blog/meet-gitlab-duo-the-suite-of-ai-capabilities","/blog/memory-safe-vs-unsafe","/blog/microsoft-acquires-github","/blog/moving-from-ops-to-infrastructure","/blog/monitor-web-attack-surface-with-gitlab","/blog/mobile-devops-with-gitlab-part-2","/blog/migrating-your-jira-issues-into-gitlab","/blog/multi-cloud-security","/blog/next-generation-container-registry","/blog/netlify-launches-gitlab-support","/blog/new-machine-types-for-gitlab-saas-runners","/blog/observability","/blog/open-source-security","/blog/one-devops-platform-can-help-you-achieve-devsecops","/blog/optimizing-the-value-exchange-reduce-waste-to-increase-flow","/de-de/the-source/ai/velocity-with-guardrails-ai-automation","/de-de/the-source/platform/why-your-development-team-should-plan-small-to-deliver-big","/de-de/the-source/security/security-its-more-than-culture-addressing-the-root-cause-of-common-security","/de-de/the-source/platform/devops-teams-want-to-shake-off-diy-toolchains-a-platform-is-the-answer","/blog/our-step-by-step-guide-to-evaluating-runtime-security-tools","/blog/parallels-between-all-remote-and-cloud-computing","/blog/path-to-decomposing-gitlab-database-part3","/blog/pick-your-brain-interview-kwan-lee","/blog/pre-commit-post-deploy-is-dead","/blog/protecting-manual-jobs","/blog/plundering-gcp-escalating-privileges-in-google-cloud-platform","/blog/price-changes","/blog/pull-based-kubernetes-deployments-coming-to-gitlab-free-tier","/blog/q2-hackathon-recap","/de-de/the-source/ai/as-ai-becomes-standard-watch-for-these-4-devsecops-trends","/blog/quayio","/blog/reducing-pager-fatigue-and-improving-on-call-life","/blog/redbox-on-demand-delivers-with-gitlab","/blog/rail-m-is-an-imperfectly-good-start-for-ai-model-licenses","/blog/removing-tags-from-small-saas-runner-on-linux","/blog/remote-future-how-remote-companies-stay-connected","/blog/risk-mapping","/blog/secure-stage-for-appsec","/blog/release-manager-the-invisible-hero","/blog/secure-composition-analysis-bug-not-updating-database","/blog/scaling-repository-maintenance","/blog/security-features-in-ultimate","/blog/set-up-infrastructure-for-cloud-development-environments","/blog/self-managed-support-for-code-suggestions","/blog/sharing-slis-across-departments","/blog/situational-leadership-strategy","/blog/soft-skills-are-the-key-to-your-devops-career-advancement","/blog/speed-up-your-monorepo-workflow-in-git","/blog/sourcegraph-code-intelligence-integration-for-gitlab","/blog/startup-covid-tracking","/blog/stackpoint-gitlab-integration","/blog/support-microsoft-exchange-google-groups-incoming-email","/blog/streamline-the-path-to-cmmc-level-2-compliance-with-gitlab","/blog/tasktop-gitlab-integration","/blog/test-all-the-things-gitlab-ci-docker-examples","/blog/the-future-of-the-gitlab-web-ide","/blog/the-journey-to-a-devops-platform","/blog/the-code-review-struggle-is-real-heres-what-you-need-to-know","/blog/the-single-application-to-accelerate-your-startup","/blog/the-ultimate-guide-to-least-privilege-access-with-gitlab","/blog/three-teams-left-jenkins-heres-why","/blog/this-sre-attempted-to-roll-out-an-haproxy-change","/blog/tips-for-mastering-video-calls","/blog/top-10-technical-articles-of-2022","/blog/top-reasons-for-software-release-delays","/blog/try-dependency-scanning","/blog/training-and-deploying-ai-models-with-gitlab-and-vertex-ai","/blog/understand-highly-technical-spaces","/blog/tutorial-migrate-from-google-cloud-source-repositories-to-gitlab","/blog/two-sizes-fit-most-postgresql-and-clickhouse","/blog/usage-ping-configuration-bug-for-self-managed-instances","/blog/unreview-a-year-later-how-gitlab-is-being-transformed-by-ml-powered-code-review","/blog/using-gitlab-pages-lets-encrypt","/blog/updates-regarding-rubygems-unauthorized-gem-takeover-for-some-gems-vulnerability","/blog/use-multiproject-pipelines-with-gitlab-cicd","/blog/value-stream-total-time-chart","/blog/vue-big-plan","/blog/watch-the-gitlab-summit-from-your-desk","/blog/vestiaire-collective-on-moving-to-a-devsecops-platform","/blog/what-are-the-benefits-of-a-microservices-architecture","/blog/what-is-gitflow","/blog/webcast","/blog/what-the-digital-operational-resilience-act-means-for-banks","/blog/what-will-devops-do-for-your-team-in-2022","/blog/whitesource-gitlab-security-integration","/blog/whats-new-in-git-2-49-0","/blog/why-choose-open-source","/blog/why-enterprise-independence-matters-more-than-ever-in-devsecops","/blog/why-gitops-should-be-workflow-of-choice","/blog/why-we-are-not-leaving-the-cloud","/blog/why-we-use-rails-to-build-gitlab","/blog/zero-trust-at-gitlab-problems-goals-challenges","/blog/why-move-to-gitlab","/blog/year-of-kubernetes","/blog/working-at-gitlab-30-days-later","/customers/nvidia","/blog/world-tour-amplify-your-code","/customers/knowbe4","/customers/sigma-defense","/customers/bgs","/customers/fujitsu","/customers/connect-i","/customers/drupalassociation","/customers/hotjar","/customers/thezebra","/customers/victoria-university","/faster-together","/get-started/continuous-integration","/community","/partners/technology-partners","/press/releases/2021-12-15-gitlab-inc-successfully-achieves-iso-iec-27001-2013-certification","/press/releases/2022-06-06-gitlab-reports-first-quarter-fiscal-year-2023-financial-results","/press/releases/2020-08-26-ubs-gitlab-collaborate-to-bring-software-development-to-next-level","/press/releases/2021-06-02-gitlab-acquires-unreview-machine-learning-capabilities","/press/releases/2020-05-11-gitlab-positioned-niche-players-quadrant-2020-gartner-magic-quadrant-application-security-testing","/press/releases/2021-02-04-soc2-and-3-certifications","/press/releases/2021-09-07-gitlab-appoints-sunny-bedi-to-bod","/press/releases/2016-11-09-gitlab-adds-almtoolbox-to-global-partnership-program","/press/releases/2017-09-27-forrester-press-release","/press/releases/2019-09-11-gitlab-named-leader-in-forbes-cloud-100-list","/press/releases/2018-04-16-telstra-invests-in-gitlab","/press/releases/2019-04-16-gitlab-unleashes-the-power-of-kubernetes-in-the-developer-workflow","/press/releases/2022-10-25-gitlab-security-governance-solution-secure-software-supply-chain","/press/releases/2020-01-14-gitlab-appoints-vp-global-channels-and-chief-legal-officer","/press/releases/2023-01-26-gitlab-expands-security-certification-report-portfolio","/press/releases/2023-05-22-gitlab-16-announces-ai-powered-devsecops-platform","/press/releases/2023-08-29-gitlab-wins-a-google-cloud-technology-partner-of-the-year-award","/press/releases/2024-04-18-gitlab-announces-gitlab-duo-chat-general-availability","/press/releases/2023-12-04-gitlab-reports-third-quarter-fiscal-year-2024-financial-results","/press/releases/2025-02-19-gitlab-to-present-at-the-morgan-stanley-technology-media-telecom-conference","/press/releases/2024-08-22-gitlab-announces-the-general-availability-of-gitlab-duo-enterprise","/press/releases/2025-06-10-gitlab-reports-first-quarter-fiscal-year-2026-financial-results","/enterprise","/press/releases/gitlab-to-announce-third-quarter-fiscal-2025-results","/press/releases/2025-09-03-gitlab-reports-second-quarter-fiscal-year-2026-financial-results","/solutions/aerospace","/solutions/nonprofit","/stages-devops-lifecycle","/support/definitions","/developer-survey/2024/security-compliance","/gitlab-technical-demo-series","/support/scheduling-upgrade-assistance","/solutions/continuous-software-security-assurance","/solutions/gitops","/security/open-source-resources","/solutions/public-sector","/pricing/ultimate","/compare/gitlab-vs-github","/move-to-gitlab-from-atlassian","/solutions/supply-chain","/topics/agentic-ai/ai-code-analysis","/customers/all","/topics/ci-cd/continuous-integration-server","/topics/ci-cd/benefits-continuous-integration","/topics/devops/ai-enhanced-security","/topics/devops/what-is-a-site-reliability-engineer","/topics/devsecops/what-is-developer-first-security","/topics/devops","/topics/gitops","/topics/version-control/benefits-distributed-version-control-system","/topics/version-control/what-is-code-review","/es/customers/deutsche-telekom","/releases/whats-new/versions/18.3","/es/customers/ally","/why-gitlab","/es/customers/remote","/the-source/authors/andre-michael-braun","/the-source/authors/ncregan","/the-source/authors/iganbaruch","/es/get-started/build-business-case","/the-source/authors/ddesanto","/es/privacy","/es/solutions/jenkins","/es/solutions/devops-platform","/es/solutions/aerospace","/es/solutions/public-sector","/es/solutions/visibility-measurement","/es/partners/technology-partners/ibm","/es/pricing/faq-premium-update","/the-source/ai/getting-started-with-ai-in-software-development-a-guide-for-leaders","/the-source/platform/financial-services-firms-innovation-starts-with-your-toolchain","/the-source/ai/transform-automotive-embedded-development-with-ai","/the-source/platform/measuring-success-in-software-development-a-guide-for-leaders","/es/eighteen","/the-source/ai","/es/topics/ci-cd/implement-continuous-integration","/pricing","/es/topics/ci-cd/choose-continuous-integration-tool","/es/topics/devops/ai-for-coding","/es/topics/devops/reduce-devops-costs","/es/topics/devops/what-is-developer-experience","/es/topics/devsecops/what-is-fuzz-testing","/es/topics/version-control","/es/topics/version-control/what-is-git-workflow","/es/topics/gitops/infrastructure-as-code","/fr-fr/blog/agentic-ai-guides-and-resources","/fr-fr/blog/automating-with-gitlab-duo-part-3-validating-testing","/fr-fr/blog/10-best-practices-for-using-ai-powered-gitlab-duo-chat","/the-source/ai/ai-trends-for-2025-agentic-ai-self-hosted-models-and-more","/the-source/platform/unlock-developer-potential-with-effective-platform-teams","/the-source/platform/3-steps-to-modernizing-software-delivery-in-financial-services","/the-source/ai/4-ways-ai-can-help-devops-teams-improve-security","/the-source/security/security-its-more-than-culture-addressing-the-root-cause-of-common-security","/the-source/security/beyond-shift-left-engineering-supply-chain-safety-at-scale","/fr-fr/blog/developing-gitlab-duo-a-roundup-of-recent-chat-enhancements","/the-source/security/gitlab-second-front-systems-speed-secure-development-on-dod-networks","/fr-fr/blog/embedded-views-the-future-of-work-tracking-in-gitlab","/fr-fr/blog/get-to-know-the-gitlab-wiki-for-effective-knowledge-management","/es/the-source/authors/dave-steer","/es/the-source/authors/ncregan","/es/the-source/authors/haim-snir","/fr-fr/blog/gitlab-duo-enterprise-is-now-available","/fr-fr/blog/gitlab-uncovers-bittensor-theft-campaign-via-pypi","/fr-fr/blog/gitlab-18-3-expanding-ai-orchestration-in-software-engineering","/fr-fr/blog/gitlab-named-a-leader-in-2024-gartner-magic-quadrant-for-ai-code-assistants","/fr-fr/blog/how-to-use-oci-images-as-the-source-of-truth-for-continuous-delivery","/fr-fr/blog/introduction-guide-to-linux-servers","/fr-fr/blog/how-indeed-transformed-its-ci-platform-with-gitlab","/fr-fr/blog/measuring-ai-roi-at-scale-a-practical-guide-to-gitlab-duo-analytics","/es/customers","/fr-fr/blog/refactor-code-into-modern-languages-with-ai-powered-gitlab-duo","/fr-fr/blog/structuring-the-gitlab-package-registry-for-enterprise-scale","/fr-fr/blog/tutorial-automated-release-and-release-notes-with-gitlab","/fr-fr/blog/using-ansible-and-gitlab-as-infrastructure-for-code","/fr-fr/blog/what-is-open-source","/fr-fr/customers/goldman-sachs","/fr-fr/customers/cern","/fr-fr/blog/whats-new-in-git-2-48-0","/es/gitlab-duo","/fr-fr/customers/moneyfarm","/fr-fr/ebook-ultimate-guide-ci-cd","/fr-fr/pricing/faq-jihu","/fr-fr/company/preference-center","/fr-fr/get-help","/fr-fr/partners/technology-partners/google-cloud-platform","/fr-fr/solutions/compliance","/fr-fr/solutions/telecommunications","/fr-fr/pricing/premium-promo","/es/the-source/platform/devops-teams-want-to-shake-off-diy-toolchains-a-platform-is-the-answer","/es/the-source/ai/as-ai-becomes-standard-watch-for-these-4-devsecops-trends","/es/the-source/ai/velocity-with-guardrails-ai-automation","/es/the-source/platform/why-your-development-team-should-plan-small-to-deliver-big","/es/the-source/security/security-its-more-than-culture-addressing-the-root-cause-of-common-security","/fr-fr/topics/agile-delivery","/fr-fr/services","/fr-fr/gitlab-duo/duo-amazon-q","/fr-fr/topics/ci-cd/continuous-integration-metrics","/fr-fr/topics/devops/how-and-why-to-create-devops-platform-team","/fr-fr/topics/devops/what-is-a-devops-platform-engineer","/fr-fr/topics/devops/ai-code-generation-guide","/fr-fr/topics/gitops/gitops-workflow","/fr-fr/solutions/open-source","/fr-fr/topics/devsecops/three-steps-to-better-devsecops","/fr-fr/topics/version-control/benefits-distributed-version-control-system","/fr-fr/topics/version-control/what-is-code-review","/it-it","/fr-fr/developer-experience","/it-it/enterprise","/it-it/get-started/continuous-integration","/it-it/customers/intuitive-machines","/it-it/customers/dunelm","/it-it/customers/siemens","/it-it/customers/bab","/it-it/partners/technology-partners","/it-it/pricing/feature-comparison","/it-it/ai-transparency-center","/fr-fr/the-source/authors/bryan-ross","/fr-fr/the-source/authors/gitlab","/it-it/solutions/slack","/it-it/solutions/agile-delivery","/it-it/solutions/jira","/fr-fr/the-source/authors/kristina-weis","/fr-fr/solutions/gitlab-duo-pro/sales","/fr-fr/the-source/authors/taylor-mccaslin","/it-it/solutions/education","/fr-fr/the-source/security","/fr-fr/the-source/ai","/it-it/topics/ci-cd/cicd-pipeline","/it-it/topics/devops/seven-tips-to-get-the-most-out-of-your-devops-platform","/it-it/topics/devops/beginner-devops-platform","/it-it/topics/ci-cd","/it-it/topics/devops-platform","/it-it/topics/digital-transformation","/it-it/topics/microservices","/it-it/topics/version-control/what-is-gitlab-flow","/it-it/topics/version-control/software-team-collaboration","/fr-fr/blog/categories/open-source","/ja-jp/blog/git-merge-command-overview","/fr-fr/blog/categories/ai-ml","/ja-jp/blog/gitlab-17-5-released","/ja-jp/blog/finserv-how-to-implement-gitlabs-separation-of-duties-features","/ja-jp/blog/automating-with-gitlab-duo-part-1-generating-tests","/ja-jp/blog/3-surprising-findings-from-our-2024-global-devsecops-survey","/ja-jp/blog/developing-gitlab-duo-how-we-validate-and-test-ai-models-at-scale","/ja-jp/blog/data-driven-devsecops-exploring-gitlab-insights-dashboards","/ja-jp/blog/event-report-gartner-application-innovation-2025","/fr-fr/the-source/ai/6-strategies-to-help-developers-accelerate-ai-adoption","/fr-fr/the-source/platform/optimize-value-stream-efficiency-to-do-more-with-less-faster","/ja-jp/blog/gitlab-duo-amazon-q-transform-ideas-into-code-in-minutes","/ja-jp/blog/gitlab-18-03-release","/ja-jp/blog/gitlab-for-agile-software-development","/ja-jp/blog/gitlab-ultimate-for-ibm-z-modern-devsecops-for-mainframes","/ja-jp/blog/online-retailer-bol-tackles-growing-compliance-needs-with-gitlab","/ja-jp/blog/integrating-azure-devops-scm-and-gitlab","/ja-jp/blog/meet-gitlab-duo-workflow-the-future-of-ai-driven-development","/ja-jp/blog/how-indeed-transformed-its-ci-platform-with-gitlab","/it-it/the-source/authors/iganbaruch","/it-it/the-source/authors/ddesanto","/ja-jp/blog/use-gitlab-duo-workflow-to-improve-application-quality-assurance","/it-it/the-source/authors/amanda-rueda","/ja-jp/blog/what-is-an-okr","/it-it/the-source/authors/rschulman","/ja-jp/blog/safe-without-silos-in-gitlab","/ja-jp/blog/what-is-local-llm","/ja-jp/blog/the-ultimate-guide-to-token-management-at-gitlab","/ja-jp/customers/bab","/it-it/teamops","/ja-jp/blog/what-s-new-in-git-2-50-0","/ja-jp/customers/deutsche-telekom","/ja-jp/customers/remote","/ja-jp/customers","/ja-jp/pricing/licensing-faq/cloud-licensing","/ja-jp/solutions/compliance","/ja-jp/solutions/gitlab-duo-pro/sales","/ja-jp/solutions/open-source","/ja-jp/solutions/telecommunications","/ja-jp/integrations","/ja-jp/small-business","/ja-jp/get-started","/ja-jp/releases/whats-new/versions/18.3","/ja-jp/forrester-wave-devops-platform","/it-it/resources","/ja-jp/topics/agile-delivery/agile-ppm","/ja-jp/topics/ci-cd/continuous-integration-continuous-delivery-work-together","/ja-jp/topics/continuous-delivery","/it-it/the-source/security/strengthen-your-cybersecurity-strategy-with-secure-by-design","/it-it/the-source/security/10-tips-to-prioritize-security-in-software-development","/it-it/the-source/platform/driving-business-results-with-platform-engineering","/it-it/the-source/ai/building-a-transparency-first-ai-strategy-7-questions-to-ask-your-devops","/ja-jp/topics/devops/devops-tools-explained","/ja-jp/topics/single-application","/ja-jp/topics/devops/what-is-a-devops-engineer","/ja-jp/topics/gitops/gitops-multicloud-deployments-gitlab","/ja-jp/topics/devsecops/sast-vs-dast","/ja-jp/why-gitlab","/ja-jp/topics/version-control/what-is-centralized-version-control-system","/ja-jp/calculator","/pt-br/customers/deutsche-telekom","/pt-br/eighteen","/pt-br/customers","/pt-br/gitlab-duo","/pt-br/get-started/build-business-case","/pt-br/customers/ally","/pt-br/pricing/faq-premium-update","/pt-br/customers/remote","/pt-br/partners/technology-partners/ibm","/pt-br/privacy","/ja-jp/platform","/ja-jp/devsecops","/pt-br/solutions/jenkins","/ja-jp/the-source/authors/stephen-walters","/pt-br/solutions/visibility-measurement","/pt-br/solutions/public-sector","/ja-jp/the-source/authors/george-kichukov","/pt-br/solutions/devops-platform","/ja-jp/the-source/authors/julie-griffin","/pt-br/solutions/aerospace","/ja-jp/the-source/authors/brian-wald","/pt-br/topics/version-control","/pt-br/topics/ci-cd/implement-continuous-integration","/pt-br/topics/devsecops/what-is-fuzz-testing","/pt-br/topics/gitops/infrastructure-as-code","/pt-br/topics/devops/ai-for-coding","/pt-br/topics/devops/reduce-devops-costs","/pt-br/topics/ci-cd/choose-continuous-integration-tool","/pt-br/topics/devops/what-is-developer-experience","/pt-br/topics/version-control/what-is-git-workflow","/ja-jp/the-source/platform","/de-de/blog/authors/beatriz-barbosa","/ja-jp/blog/categories/news","/de-de/blog/authors/alana-bellucci","/de-de/blog/authors/david-oregan","/de-de/blog/authors/chandler-gibbons","/de-de/blog/authors/gavin-peltz","/de-de/blog/authors/itzik-gan-baruch","/ja-jp/blog/categories/ai-ml","/ja-jp/the-source/ai/6-strategies-to-help-developers-accelerate-ai-adoption","/de-de/blog/authors/karthik-nayak","/ja-jp/the-source/security/how-to-strengthen-security-by-applying-devsecops-principles","/de-de/blog/authors/matt-delaney","/ja-jp/the-source/ai/how-to-put-generative-ai-to-work-in-your-devsecops-environment","/de-de/blog/authors/oleksandr-pysaryuk","/fr-fr/blog/authors/ashley-kramer","/fr-fr/blog/authors/darwin-sanoy","/fr-fr/blog/authors/elisabeth-burrows","/fr-fr/blog/authors/carl-myers","/fr-fr/blog/authors/gitlab-team","/fr-fr/blog/authors/matt-delaney","/fr-fr/blog/authors/james-wormwell","/fr-fr/blog/authors/oleksandr-pysaryuk","/fr-fr/blog/authors/kushal-pandya","/fr-fr/blog/authors/rutvik-shah","/pt-br/the-source/authors/haim-snir","/fr-fr/blog/authors/sarah-german","/fr-fr/blog/authors/tobias-gnther","/pt-br/the-source/authors/ncregan","/pt-br/the-source/authors/dave-steer","/de-de/blog/authors/sara-kassabian","/ja-jp/blog/authors/ben-ridley","/de-de/blog/authors/robin-schulman","/ja-jp/blog/authors/abubakar-siddiq-ango","/ja-jp/blog/authors/cherry-han","/ja-jp/blog/authors/gitlab-team","/ja-jp/blog/authors/dennis-van-rooijen","/de-de/blog/authors/victor-wu","/ja-jp/blog/authors/michael-friedrich","/de-de/blog/authors/tim-rizzi","/ja-jp/blog/authors/julie-griffin","/ja-jp/blog/authors/sharon-gaudin","/ja-jp/blog/authors/tsukasa-komatsubara","/ja-jp/blog/authors/ricardo-amarilla-villalba","/pt-br/the-source/ai/velocity-with-guardrails-ai-automation","/pt-br/the-source/security/security-its-more-than-culture-addressing-the-root-cause-of-common-security","/pt-br/the-source/platform/why-your-development-team-should-plan-small-to-deliver-big","/pt-br/the-source/platform/devops-teams-want-to-shake-off-diy-toolchains-a-platform-is-the-answer","/pt-br/the-source/ai/as-ai-becomes-standard-watch-for-these-4-devsecops-trends","/fr-fr/blog/tags/testing","/fr-fr/blog/tags/gitops","/fr-fr/blog/tags/devops-platform","/fr-fr/blog/tags/performance","/de-de/blog/tags/research","/de-de/blog/tags/zero-trust","/fr-fr/blog/tags/ci","/de-de/blog/tags/careers","/de-de/blog/tags/contributors","/de-de/blog/tags/education","/de-de/blog/tags/integrations","/ja-jp/blog/tags/community","/ja-jp/blog/tags/bug-bounty","/ja-jp/blog/tags/google","/ja-jp/blog/tags/testing","/ja-jp/blog/tags/performance","/ja-jp/blog/tags/devsecops","/blog/categories/ai-ml","/blog/categories/insights","/blog/tags/events","/blog/tags/user-stories","/blog/tags/patch-releases","/blog/tags/agile","/blog/tags/security-releases","/blog/tags/group-conversations","/blog/tags/ci","/blog/tags/design"]}