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class="resource-card-overlay-link" aria-label="Go to page: 5 DevOps tips to help teams deliver software at scale – GitHub Resources" href="/5-devops-tips-to-help-teams-deliver-software-at-scale/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/4gkY82QnTiseYeoiMuNYEt/693eef61e94993510f14763110d4414c/GitHub.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/4gkY82QnTiseYeoiMuNYEt/693eef61e94993510f14763110d4414c/GitHub.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/4gkY82QnTiseYeoiMuNYEt/693eef61e94993510f14763110d4414c/GitHub.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/4gkY82QnTiseYeoiMuNYEt/693eef61e94993510f14763110d4414c/GitHub.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/4gkY82QnTiseYeoiMuNYEt/693eef61e94993510f14763110d4414c/GitHub.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>5 DevOps tips to help teams deliver software at scale – GitHub Resources</span></h3><time class="text-mono mb-3 color-fg-muted">September 26, 2024</time><p class="f3-mktg color-fg-muted">There are real-world challenges for organizations seeking success in DevOps. In this info sheet, explore 5 DevOps tips to help teams deliver software at scale.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is GitHub Actions?" href="/actions/what-is-github-actions/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/25DHNMBzJob82tpGwVrtX2/ec6f5ac1bf05ba6094c7939acf23cf61/3c3c9c66-f594-4fbd-bbdf-af7d9ffc47ad-1200x630__1_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/25DHNMBzJob82tpGwVrtX2/ec6f5ac1bf05ba6094c7939acf23cf61/3c3c9c66-f594-4fbd-bbdf-af7d9ffc47ad-1200x630__1_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/25DHNMBzJob82tpGwVrtX2/ec6f5ac1bf05ba6094c7939acf23cf61/3c3c9c66-f594-4fbd-bbdf-af7d9ffc47ad-1200x630__1_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/25DHNMBzJob82tpGwVrtX2/ec6f5ac1bf05ba6094c7939acf23cf61/3c3c9c66-f594-4fbd-bbdf-af7d9ffc47ad-1200x630__1_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/25DHNMBzJob82tpGwVrtX2/ec6f5ac1bf05ba6094c7939acf23cf61/3c3c9c66-f594-4fbd-bbdf-af7d9ffc47ad-1200x630__1_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is GitHub Actions?</span></h3><time class="text-mono mb-3 color-fg-muted">March 1, 2023</time><p class="f3-mktg color-fg-muted">Join us as we explore GitHub Actions and implement a build, test, and deploy with powerful CI/CD capabilities right next to your code.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: AI Will Not Replace Software Engineers (and May, in Fact, Require More)" href="/artificial-intelligence/gartner-ai-will-not-replace-software-engineers/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-3.png?w=544&q=75 544w, /assets/images/defaults/default-3.png?w=768&q=75 768w, /assets/images/defaults/default-3.png?w=1012&q=75 1012w, /assets/images/defaults/default-3.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-3.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>AI Will Not Replace Software Engineers (and May, in Fact, Require More)</span></h3><time class="text-mono mb-3 color-fg-muted">September 26, 2024</time><p class="f3-mktg color-fg-muted">Explore the current and future impact of AI on developers and see why humans will always be essential to delivering innovative software in this report. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-advanced-security/">GitHub Advanced Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/integrations/">Integrations</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: How enterprise engineering teams can successfully adopt AI" href="/artificial-intelligence/how-enterprise-engineering-teams-can-successfully-adopt-ai/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-4.png?w=544&q=75 544w, /assets/images/defaults/default-4.png?w=768&q=75 768w, /assets/images/defaults/default-4.png?w=1012&q=75 1012w, /assets/images/defaults/default-4.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-4.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>How enterprise engineering teams can successfully adopt AI</span></h3><time class="text-mono mb-3 color-fg-muted">December 13, 2023</time><p class="f3-mktg color-fg-muted">Learn how to bring AI to your engineering teams and maximize the value that you get from it.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/tools/">Tools</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/integrations/">Integrations</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What AI Means for the Future of DevOps" href="/artificial-intelligence/what-ai-means-for-the-future-of-devops/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What AI Means for the Future of DevOps</span></h3><p class="f3-mktg color-fg-muted">Harnessing AI's full potential isn't just about boosting productivity in isolated phases—it's about driving real organizational value across the entire software development lifecycle.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-enterprise/">GitHub Enterprise</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/enterprise/">Enterprise</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is DevOps?" href="/devops/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6rE0TTULMSw2WdKAVBLMGy/2fa1b5d08c58865b6928ce79b556651e/hero__2_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6rE0TTULMSw2WdKAVBLMGy/2fa1b5d08c58865b6928ce79b556651e/hero__2_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6rE0TTULMSw2WdKAVBLMGy/2fa1b5d08c58865b6928ce79b556651e/hero__2_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6rE0TTULMSw2WdKAVBLMGy/2fa1b5d08c58865b6928ce79b556651e/hero__2_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6rE0TTULMSw2WdKAVBLMGy/2fa1b5d08c58865b6928ce79b556651e/hero__2_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is DevOps?</span></h3><p class="f3-mktg color-fg-muted">DevOps is a holistic business practice that combines people, technologies, cultural practices, and processes to bring previously siloed teams together to deliver better software faster. Successful DevOps implementations are viewed as an organizational change when it comes to software development. Learn about DevOps and how to optimize software delivery with DevOps throughout the software development lifecycle (SDLC). </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: At the forefront of DevOps innovation and excellence " href="/devops/2024-gartner-mq-for-devops-platforms/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>At the forefront of DevOps innovation and excellence </span></h3><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: 6 DevOps pitfalls and how to avoid them" href="/devops/6-devops-pitfalls/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>6 DevOps pitfalls and how to avoid them</span></h3><time class="text-mono mb-3 color-fg-muted">September 25, 2022</time><p class="f3-mktg color-fg-muted">DevOps is a transformative practice. Companies in almost every industry are increasingly adopting DevOps to give teams the time and freedom they need to tackle more challenging projects. But whenever you embrace a new strategy, there can be hiccups. Here are some common issues developers and organizations run into when adopting DevOps—and how to overcome them.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Defining DevOps: Build Your DevOps Practice on GitHub" href="/devops/build-your-devops-practice-on-github/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Defining DevOps: Build Your DevOps Practice on GitHub</span></h3><time class="text-mono mb-3 color-fg-muted">November 6, 2022</time><p class="f3-mktg color-fg-muted">GitHub is an integrated platform that takes companies from idea to planning to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Building Security into Enterprise CI/CD Pipelines" href="/devops/building-security-into-enterprise-cicd-pipelines-with-hashicorp-and-github/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-10.png?w=544&q=75 544w, /assets/images/defaults/default-10.png?w=768&q=75 768w, /assets/images/defaults/default-10.png?w=1012&q=75 1012w, /assets/images/defaults/default-10.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-10.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Building Security into Enterprise CI/CD Pipelines</span></h3><time class="text-mono mb-3 color-fg-muted">March 9, 2023</time><p class="f3-mktg color-fg-muted"> </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: CI/CD: The what, why, and how" href="/devops/ci-cd/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6VzlYnMTtXs8xQLjGYh9Xb/22e739f80e3b045273ad28edb92078b7/hero__1_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6VzlYnMTtXs8xQLjGYh9Xb/22e739f80e3b045273ad28edb92078b7/hero__1_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6VzlYnMTtXs8xQLjGYh9Xb/22e739f80e3b045273ad28edb92078b7/hero__1_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6VzlYnMTtXs8xQLjGYh9Xb/22e739f80e3b045273ad28edb92078b7/hero__1_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6VzlYnMTtXs8xQLjGYh9Xb/22e739f80e3b045273ad28edb92078b7/hero__1_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>CI/CD: The what, why, and how</span></h3><p class="f3-mktg color-fg-muted">Building automated workflows for faster releases</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: The enterprise guide to end-to-end CI/CD governance" href="/devops/ci-cd/governance/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>The enterprise guide to end-to-end CI/CD governance</span></h3><time class="text-mono mb-3 color-fg-muted">March 3, 2023</time><p class="f3-mktg color-fg-muted">A complete guide on how to build governance and security into enterprise CI/CD pipelines.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Accelerating DevOps with collaboration and GitHub Actions" href="/devops/collaboration-with-actions/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-13.png?w=544&q=75 544w, /assets/images/defaults/default-13.png?w=768&q=75 768w, /assets/images/defaults/default-13.png?w=1012&q=75 1012w, /assets/images/defaults/default-13.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-13.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Accelerating DevOps with collaboration and GitHub Actions</span></h3><time class="text-mono mb-3 color-fg-muted">April 30, 2020</time><p class="f3-mktg color-fg-muted">As high-performing software teams know, CI/CD is key for DevOps success. But CI/CD is only part of your software workflow—every step of your software development process is an opportunity to move faster, together.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is containerization?" href="/devops/containerization/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is containerization?</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">When it’s successfully implemented, DevOps can transform software reliability by making the software development lifecycle (SDLC) more predictable through a combination of automation and cultural practices that favor deep collaboration and incremental releases. With less chance for variation, fewer code-related issues make it to production.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: The fundamentals of continuous integration in DevOps" href="/devops/continuous-integration/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>The fundamentals of continuous integration in DevOps</span></h3><p class="f3-mktg color-fg-muted">What is continuous integration in DevOps? Continuous integration (CI) is a foundational DevOps practice where development teams integrate code changes from multiple contributors into a shared repository. Automation is used throughout this process to merge, build, and test code to facilitate a higher speed of software development. This process is often called a CI pipeline. When implemented properly, CI enables organizations to quickly identify defects and ship higher-quality software faster.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Controlling Feature Releases with GitHub Actions and LaunchDarkly" href="/devops/controlling-feature-releases-with-github-actions-and-launchdarkly/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-3.png?w=544&q=75 544w, /assets/images/defaults/default-3.png?w=768&q=75 768w, /assets/images/defaults/default-3.png?w=1012&q=75 1012w, /assets/images/defaults/default-3.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-3.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Controlling Feature Releases with GitHub Actions and LaunchDarkly</span></h3><time class="text-mono mb-3 color-fg-muted">March 9, 2023</time><p class="f3-mktg color-fg-muted"> </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Democratizing AI by reducing cloud costs and time to production" href="/devops/democratizing-ai-with-github-actions-and-octoml/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-4.png?w=544&q=75 544w, /assets/images/defaults/default-4.png?w=768&q=75 768w, /assets/images/defaults/default-4.png?w=1012&q=75 1012w, /assets/images/defaults/default-4.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-4.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Democratizing AI by reducing cloud costs and time to production</span></h3><time class="text-mono mb-3 color-fg-muted">March 9, 2023</time><p class="f3-mktg color-fg-muted"> </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: DevOps fundamentals: Defining DevOps principles" href="/devops/fundamentals/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/4h4pRGrs2KDTg0fBoUPTc3/82068b450fb4cd43ca4b5b217d6cfe2b/Productivity-DarkMode-3.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>DevOps fundamentals: Defining DevOps principles</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">From headlines to job descriptions, DevOps has emerged as an outsized buzzword over the past decade—and for good reason. Organizations that successfully adopt DevOps often see big gains in software development speeds, improved reliability, faster product iterations, and have an easier time scaling their services. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: The fundamentals of continuous deployment in DevOps" href="/devops/fundamentals/ci-cd/deployment/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/22ohfL7Trxi1L2hqgCZx3F/2f55ebd77a97e2b2081c61484f9ed1a6/Productivity-LightMode-2.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>The fundamentals of continuous deployment in DevOps</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">What is continuous deployment? Continuous deployment (CD) is an automated software release practice where code changes are deployed to different stages as they pass predefined tests. The goal of CD is to facilitate faster releases by using automation to help remove the need for human intervention as much as possible during the deployment process.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What's next for DevOps?" href="/devops/fundamentals/whats-next-for-devops/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-7.png?w=544&q=75 544w, /assets/images/defaults/default-7.png?w=768&q=75 768w, /assets/images/defaults/default-7.png?w=1012&q=75 1012w, /assets/images/defaults/default-7.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-7.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What's next for DevOps?</span></h3><time class="text-mono mb-3 color-fg-muted">February 4, 2021</time><p class="f3-mktg color-fg-muted">The goal of DevOps has stayed the same, but our tools, infrastructure, and operating models have changed. To support modern software delivery, it’s critical for organizations to know and prepare for what’s coming next.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/opensource/">Open Source</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/innersource/">Innersource</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Culture matters: How healthy teams build better software" href="/devops/how-healthy-teams-build-better-software/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-8.png?w=544&q=75 544w, /assets/images/defaults/default-8.png?w=768&q=75 768w, /assets/images/defaults/default-8.png?w=1012&q=75 1012w, /assets/images/defaults/default-8.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-8.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Culture matters: How healthy teams build better software</span></h3><time class="text-mono mb-3 color-fg-muted">April 30, 2019</time><p class="f3-mktg color-fg-muted">It’s more important than ever to build a healthy engineering culture. Healthy cultures rally developers around a common goal: shipping their best work. Your culture is key to recruiting and retaining the talent you need to ship exceptional customer experiences.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Should we think of DevOps as a methodology?" href="/devops/methodology/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Should we think of DevOps as a methodology?</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">There’s one word that perfectly describes successful DevOps: flow. As individuals, we experience a state of flow when everything in our work comes together naturally and at the right time. DevOps enables that kind of flow at the organizational level through a combination of tooling, culture, and process.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Collaborating in DevOps Culture" href="/devops/methodology/collaborating-devops-culture/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-10.png?w=544&q=75 544w, /assets/images/defaults/default-10.png?w=768&q=75 768w, /assets/images/defaults/default-10.png?w=1012&q=75 1012w, /assets/images/defaults/default-10.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-10.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Collaborating in DevOps Culture</span></h3><time class="text-mono mb-3 color-fg-muted">November 3, 2019</time><p class="f3-mktg color-fg-muted">Enterprises are learning that a large measure of success for adopting DevOps is the spirit of collaboration it instills among teams.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Collaboration is the key to DevOps success" href="/devops/methodology/collaboration-is-key-to-devops-success/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-11.png?w=544&q=75 544w, /assets/images/defaults/default-11.png?w=768&q=75 768w, /assets/images/defaults/default-11.png?w=1012&q=75 1012w, /assets/images/defaults/default-11.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-11.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Collaboration is the key to DevOps success</span></h3><time class="text-mono mb-3 color-fg-muted">April 9, 2019</time><p class="f3-mktg color-fg-muted">In a recent TechTarget study, 70 percent of organizations reported they had adopted DevOps.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Companies’ digital transformation with GitHub" href="/devops/methodology/develop-software-securely/leveraging-collaboration-and-quality/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-12.png?w=544&q=75 544w, /assets/images/defaults/default-12.png?w=768&q=75 768w, /assets/images/defaults/default-12.png?w=1012&q=75 1012w, /assets/images/defaults/default-12.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-12.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Companies’ digital transformation with GitHub</span></h3><time class="text-mono mb-3 color-fg-muted">July 14, 2020</time><p class="f3-mktg color-fg-muted">Almost everything we use today is based on code. To be successful in today's ever changing environment, companies need to meet their customers' expectations, to create the best possible experience and deliver excellence when it comes to software development.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Microsoft & GitHub DevOps Forum" href="/devops/methodology/microsoft-and-github-modernize-your-devops/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-13.png?w=544&q=75 544w, /assets/images/defaults/default-13.png?w=768&q=75 768w, /assets/images/defaults/default-13.png?w=1012&q=75 1012w, /assets/images/defaults/default-13.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-13.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Microsoft & GitHub DevOps Forum</span></h3><time class="text-mono mb-3 color-fg-muted">April 29, 2021</time><p class="f3-mktg color-fg-muted">Endless insights into resilient DevOps. Learn how to modernize your DevOps with Microsoft and GitHub</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/innersource/">Innersource</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is the DevOps Model? Exploring foundational practices in DevOps" href="/devops/model/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is the DevOps Model? Exploring foundational practices in DevOps</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">DevOps helps teams ship high-quality products faster by reducing the friction between writing, testing, and deploying code. GitHub offers a holistic platform designed to help organizations successfully adopt DevOps, making it easier to continuously ship and improve software. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is a DevOps pipeline? A complete guide" href="/devops/pipeline/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-2.png?w=544&q=75 544w, /assets/images/defaults/default-2.png?w=768&q=75 768w, /assets/images/defaults/default-2.png?w=1012&q=75 1012w, /assets/images/defaults/default-2.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-2.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is a DevOps pipeline? A complete guide</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">A DevOps pipeline combines processes, tooling, and automation to enable organizations and software teams to build, test, and deliver high-quality software quickly to end users.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Developer happiness and innovation in the enterprise" href="/devops/process/developing/developer-happiness-and-innovation/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-3.png?w=544&q=75 544w, /assets/images/defaults/default-3.png?w=768&q=75 768w, /assets/images/defaults/default-3.png?w=1012&q=75 1012w, /assets/images/defaults/default-3.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-3.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Developer happiness and innovation in the enterprise</span></h3><time class="text-mono mb-3 color-fg-muted">January 17, 2020</time><p class="f3-mktg color-fg-muted">Today’s leaders drive innovation by building better developer experiences</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Six DevOps pitfalls for engineering leaders to avoid" href="/devops/process/six-devops-pitfalls-for-engineering-leaders-to-avoid/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-4.png?w=544&q=75 544w, /assets/images/defaults/default-4.png?w=768&q=75 768w, /assets/images/defaults/default-4.png?w=1012&q=75 1012w, /assets/images/defaults/default-4.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-4.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Six DevOps pitfalls for engineering leaders to avoid</span></h3><time class="text-mono mb-3 color-fg-muted">December 12, 2018</time><p class="f3-mktg color-fg-muted">DevOps can be a transformative practice for businesses of all sizes and types. Companies in almost every industry are using DevOps to give teams the time and freedom to tackle more challenging projects. As with all software development strategies, there are some shared pitfalls to watch out for.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: SRE vs DevOps" href="/devops/sre-vs-devops/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>SRE vs DevOps</span></h3><p class="f3-mktg color-fg-muted">DevOps and site reliability engineering (SRE) are practices that work together to help development teams build , implement, and optimize products. Together they help people work toward a common goal by managing different development processes. Owning different parts of the process means there are differences in the way they operate, provide support, and utilize tools. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Streamline your GitHub workflows with Datadog CI Visibility" href="/devops/streamline-your-github-workflows-with-datadog-ci-visibility/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-6.png?w=544&q=75 544w, /assets/images/defaults/default-6.png?w=768&q=75 768w, /assets/images/defaults/default-6.png?w=1012&q=75 1012w, /assets/images/defaults/default-6.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-6.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Streamline your GitHub workflows with Datadog CI Visibility</span></h3><time class="text-mono mb-3 color-fg-muted">March 9, 2023</time><p class="f3-mktg color-fg-muted"> </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: A guide to DevOps tools and DevOps automation toolchains" href="/devops/tools/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7Rb5ZoUDOX41PpqAibLo9/344247765e0571d768e511fe686cea98/Productivity-DarkMode-1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>A guide to DevOps tools and DevOps automation toolchains</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">What are DevOps tools? As an umbrella term, DevOps tools include any number of applications that automate processes within the software development lifecycle (SDLC), improve organizational collaboration, and implement monitoring and alerts. Organizations will often invest in building out a "DevOps toolchain," or collection of tools to use in its DevOps practice, to address each stage of the SDLC.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Automating CI/CD pipelines with GitHub Actions and Google Cloud" href="/devops/tools/automation/automating-ci-cd-actions-google-cloud/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-8.png?w=544&q=75 544w, /assets/images/defaults/default-8.png?w=768&q=75 768w, /assets/images/defaults/default-8.png?w=1012&q=75 1012w, /assets/images/defaults/default-8.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-8.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Automating CI/CD pipelines with GitHub Actions and Google Cloud</span></h3><time class="text-mono mb-3 color-fg-muted">December 16, 2020</time><p class="f3-mktg color-fg-muted">Bring your DevOps pipeline to the cloud with hosted runners and private clusters.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/cloud/">Cloud</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Demo Day: Getting Traction with GitHub Actions" href="/devops/tools/automation/getting-traction-with-github-actions/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-9.png?w=544&q=75 544w, /assets/images/defaults/default-9.png?w=768&q=75 768w, /assets/images/defaults/default-9.png?w=1012&q=75 1012w, /assets/images/defaults/default-9.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-9.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Demo Day: Getting Traction with GitHub Actions</span></h3><time class="text-mono mb-3 color-fg-muted">March 16, 2021</time><p class="f3-mktg color-fg-muted">Get hands-on support for all things automation. Join us for a technical deep dive into GitHub Actions, starting with non-CI/CD examples to help your developers streamline every part of their workflow. From issue automation to performance monitoring, you’ll walk away with tricks on how to use Actions to build workflows your developers love.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Transform your business with developer productivity and automation" href="/devops/tools/automation/transform-your-business-with-developer-productivity-and-automation/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-10.png?w=544&q=75 544w, /assets/images/defaults/default-10.png?w=768&q=75 768w, /assets/images/defaults/default-10.png?w=1012&q=75 1012w, /assets/images/defaults/default-10.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-10.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Transform your business with developer productivity and automation</span></h3><time class="text-mono mb-3 color-fg-muted">March 19, 2020</time><p class="f3-mktg color-fg-muted">Today’s leaders drive innovation by building better developer experiences: empowering their developers to learn from each other, think bigger, and work more efficiently.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: DevOps monitoring tools: Automating your DevOps monitoring processes" href="/devops/tools/monitoring/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/5uny5oZv6MG9lNCZyzaASz/7ab3c23afb9a20af01a5b795c11d29e3/Productivity-LightMode-1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>DevOps monitoring tools: Automating your DevOps monitoring processes</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">At its core, DevOps is a fundamentally data-driven practice. The ability to continuously improve the code that drives a product comes from understanding how it performs, what risks it introduces, and where to find opportunities. Monitoring tools tap into each layer of a product’s technology stack to deliver the data to catch code errors early, improve operational efficiency, and respond rapidly to changes in usage.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is a DevOps engineer and what does a DevOps engineer do?" href="/devops/what-is-a-devops-engineer/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is a DevOps engineer and what does a DevOps engineer do?</span></h3><p class="f3-mktg color-fg-muted">A DevOps engineer optimizes an organization’s software delivery process to enable collaboration and innovation. Keep reading to learn more about what DevOps engineers do and what skills they rely on. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is agile methodology?" href="/devops/what-is-agile-methodology/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is agile methodology?</span></h3><p class="f3-mktg color-fg-muted">Learn what agile is, its benefits, why it’s so popular, and how you can apply it in software development and other kinds of work. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is DevOps automation?" href="/devops/what-is-devops-automation/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6z2nwPNKt4d23LDLfBNWES/84d4fa15451ef6b7a4b2263dbf129081/Productivity-DarkMode-2.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is DevOps automation?</span></h3><p class="f3-mktg color-fg-muted">DevOps automation is a modern approach to software development that uses tools and processes to automate tasks and streamline workflows. It brings together developers, IT operations, and security teams to help them collaborate effectively and deliver reliable software. With DevOps automation, organizations are able to handle repetitive tasks, optimize processes, and deploy applications to production faster. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: What is enterprise application development?" href="/enterprise/what-is-enterprise-application-development/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/703YjQ1Jhw1NOCZWYI9APM/deb49106f751e1e6cba602c995262460/Productivity-LightMode-3.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is enterprise application development?</span></h3><p class="f3-mktg color-fg-muted">Enterprise application development is the process of creating customized software that helps entire organizations automate tasks, streamline workflows, and increase productivity and efficiency. Learn how it enables developers to optimize an organization’s existing technology and adapt to changing business needs. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: GitHub Constellation South Africa 2024" href="/events/constellation-joburg/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6M6vRsGVY4Z5RR0zGayrDm/e6d975e106c97403d585ba4b9f15bca8/hero-constellation.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6M6vRsGVY4Z5RR0zGayrDm/e6d975e106c97403d585ba4b9f15bca8/hero-constellation.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6M6vRsGVY4Z5RR0zGayrDm/e6d975e106c97403d585ba4b9f15bca8/hero-constellation.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6M6vRsGVY4Z5RR0zGayrDm/e6d975e106c97403d585ba4b9f15bca8/hero-constellation.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6M6vRsGVY4Z5RR0zGayrDm/e6d975e106c97403d585ba4b9f15bca8/hero-constellation.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub Constellation South Africa 2024</span></h3><time class="text-mono mb-3 color-fg-muted">October 14, 2024</time><p class="f3-mktg color-fg-muted">Join GitHub’s Constellation 2024 in Johannesburg for a day of AI-focused learning, GitHub Copilot training, a hackathon, and a keynote by CEO Thomas Dohmke.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/cloud/">Cloud</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/opensource/">Open Source</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/web-development/">Web Development</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/startups/">Startups</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/software-development/">Software Development</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Devoxx Belgium 2024" href="/events/devoxx-belgium-2024/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/2PbLYsOL4kK0KdgXFWqaL3/8b51e965e9a86e09d6843b353d12bba6/devoxxBelgium2024.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/2PbLYsOL4kK0KdgXFWqaL3/8b51e965e9a86e09d6843b353d12bba6/devoxxBelgium2024.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/2PbLYsOL4kK0KdgXFWqaL3/8b51e965e9a86e09d6843b353d12bba6/devoxxBelgium2024.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/2PbLYsOL4kK0KdgXFWqaL3/8b51e965e9a86e09d6843b353d12bba6/devoxxBelgium2024.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/2PbLYsOL4kK0KdgXFWqaL3/8b51e965e9a86e09d6843b353d12bba6/devoxxBelgium2024.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Devoxx Belgium 2024</span></h3><time class="text-mono mb-3 color-fg-muted">September 6, 2024</time><p class="f3-mktg color-fg-muted">Devoxx Belgium 2024 (21st edition), a 5-day technology conference, is expected to draw over 3,500 attendees. With tickets selling out in just a few seconds last year, we anticipate the same level of excitement and rapid sell-out this year!</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/software-development/">Software Development</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-advanced-security/">GitHub Advanced Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/security-lab/">Security Lab</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: GitCommit 2024 " href="/events/gitcommit/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/5xZKL4IumcOuotdRUXPiGH/933c12eef982d54ff15f463c0036bec5/101.jpeg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/5xZKL4IumcOuotdRUXPiGH/933c12eef982d54ff15f463c0036bec5/101.jpeg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/5xZKL4IumcOuotdRUXPiGH/933c12eef982d54ff15f463c0036bec5/101.jpeg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/5xZKL4IumcOuotdRUXPiGH/933c12eef982d54ff15f463c0036bec5/101.jpeg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/5xZKL4IumcOuotdRUXPiGH/933c12eef982d54ff15f463c0036bec5/101.jpeg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitCommit 2024 </span></h3><time class="text-mono mb-3 color-fg-muted">July 29, 2024</time><p class="f3-mktg color-fg-muted">🌟 ¡Bienvenidos a Git Commit 101, una serie de eventos virtuales emocionantes diseñados para fortalecer tus habilidades en desarrollo de software! 🖥️ </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/web-development/">Web Development</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/opensource/">Open Source</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Nerdearla Argentina" href="/events/nerdearla/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/1ou23UEfpH2RnNMM8yrce0/a169f3a6af38d92202339f8ae970f02b/nerdearla-2.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/1ou23UEfpH2RnNMM8yrce0/a169f3a6af38d92202339f8ae970f02b/nerdearla-2.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/1ou23UEfpH2RnNMM8yrce0/a169f3a6af38d92202339f8ae970f02b/nerdearla-2.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/1ou23UEfpH2RnNMM8yrce0/a169f3a6af38d92202339f8ae970f02b/nerdearla-2.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/1ou23UEfpH2RnNMM8yrce0/a169f3a6af38d92202339f8ae970f02b/nerdearla-2.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Nerdearla Argentina</span></h3><time class="text-mono mb-3 color-fg-muted">June 26, 2024</time><p class="f3-mktg color-fg-muted">Since 2014, we have been dedicated to organizing a world-class conference, completely free, with cutting-edge content in science and technology.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: RailsWorld 2024" href="/events/rails-world/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/49gXxmmYcnKSj5cKTTZMc1/bd5088a1276bcef38c982351c131b038/world-toronto-save-the-date.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/49gXxmmYcnKSj5cKTTZMc1/bd5088a1276bcef38c982351c131b038/world-toronto-save-the-date.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/49gXxmmYcnKSj5cKTTZMc1/bd5088a1276bcef38c982351c131b038/world-toronto-save-the-date.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/49gXxmmYcnKSj5cKTTZMc1/bd5088a1276bcef38c982351c131b038/world-toronto-save-the-date.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/49gXxmmYcnKSj5cKTTZMc1/bd5088a1276bcef38c982351c131b038/world-toronto-save-the-date.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>RailsWorld 2024</span></h3><time class="text-mono mb-3 color-fg-muted">July 9, 2024</time><p class="f3-mktg color-fg-muted">Rails World is a two-day, two track community conference featuring technical talks, demos, networking, and keynotes about the latest features and best practices in Rails development.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: GitHub Universe 2024" href="/events/universe/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/2sX2KYqfnGuZTqWIDUUdEI/5e36aaaab860a3bd4e026fa52d597d87/og-image-24.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/2sX2KYqfnGuZTqWIDUUdEI/5e36aaaab860a3bd4e026fa52d597d87/og-image-24.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/2sX2KYqfnGuZTqWIDUUdEI/5e36aaaab860a3bd4e026fa52d597d87/og-image-24.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/2sX2KYqfnGuZTqWIDUUdEI/5e36aaaab860a3bd4e026fa52d597d87/og-image-24.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/2sX2KYqfnGuZTqWIDUUdEI/5e36aaaab860a3bd4e026fa52d597d87/og-image-24.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub Universe 2024</span></h3><time class="text-mono mb-3 color-fg-muted">July 29, 2024</time><p class="f3-mktg color-fg-muted">Join us for the 10th anniversary of GitHub Universe on October 29-30 in San Francisco, CA, or virtually, to experience the magic of the world’s fair of software. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: GitHub and RStudio" href="/github-and-rstudio/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-9.png?w=544&q=75 544w, /assets/images/defaults/default-9.png?w=768&q=75 768w, /assets/images/defaults/default-9.png?w=1012&q=75 1012w, /assets/images/defaults/default-9.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-9.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub and RStudio</span></h3><time class="text-mono mb-3 color-fg-muted">February 10, 2018</time><p class="f3-mktg color-fg-muted">This tutorial teaches you to create R Markdown documents with RStudio and publish them via GitHub, using GitHub Pages. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: DevOps Live Paris: GitHub Elevates DevOps with AI" href="/github-at-devops-paris/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/3NkTNrIOd8ooWqFnQKNOBl/362cc89b2b71fb0d13fcaed28b37afeb/_GitHub_at_DevOps_Live_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3NkTNrIOd8ooWqFnQKNOBl/362cc89b2b71fb0d13fcaed28b37afeb/_GitHub_at_DevOps_Live_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3NkTNrIOd8ooWqFnQKNOBl/362cc89b2b71fb0d13fcaed28b37afeb/_GitHub_at_DevOps_Live_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3NkTNrIOd8ooWqFnQKNOBl/362cc89b2b71fb0d13fcaed28b37afeb/_GitHub_at_DevOps_Live_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3NkTNrIOd8ooWqFnQKNOBl/362cc89b2b71fb0d13fcaed28b37afeb/_GitHub_at_DevOps_Live_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>DevOps Live Paris: GitHub Elevates DevOps with AI</span></h3><time class="text-mono mb-3 color-fg-muted">August 12, 2024</time><p class="f3-mktg color-fg-muted">Join Us at DevOps Live Paris 2024!</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: GitHub Roadmap Webinar Video" href="/github-roadmap-video/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/7IVi5ET5tN1gsxuzY0vkEr/fb6c962b0afee9950cf8e466efb14ef9/CopilotEnterprise_DesktopWallpaper_16-10.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7IVi5ET5tN1gsxuzY0vkEr/fb6c962b0afee9950cf8e466efb14ef9/CopilotEnterprise_DesktopWallpaper_16-10.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7IVi5ET5tN1gsxuzY0vkEr/fb6c962b0afee9950cf8e466efb14ef9/CopilotEnterprise_DesktopWallpaper_16-10.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7IVi5ET5tN1gsxuzY0vkEr/fb6c962b0afee9950cf8e466efb14ef9/CopilotEnterprise_DesktopWallpaper_16-10.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7IVi5ET5tN1gsxuzY0vkEr/fb6c962b0afee9950cf8e466efb14ef9/CopilotEnterprise_DesktopWallpaper_16-10.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub Roadmap Webinar Video</span></h3><time class="text-mono mb-3 color-fg-muted">April 2, 2024</time><p class="f3-mktg color-fg-muted">GitHub Roadmap Video series</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Creating an innersource culture at Booz Allen Hamilton" href="/innersource/creating-an-innersource-culture/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-13.png?w=544&q=75 544w, /assets/images/defaults/default-13.png?w=768&q=75 768w, /assets/images/defaults/default-13.png?w=1012&q=75 1012w, /assets/images/defaults/default-13.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-13.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Creating an innersource culture at Booz Allen Hamilton</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2017</time><p class="f3-mktg color-fg-muted">Effective collaboration within an enterprise is critical for InnerSource success. Hear from Ki Lee of Booz Allen Hamilton as he shares how his team improved collaboration and development practices while maintaining visibility and compliance with InnerSource.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/innersource/">Innersource</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Increasing collaborative development with AI" href="/innersource/increasing-collaborative-development-with-ai/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/4n17AJpP7M90MbqdocX3eU/809e032cb4e6c06f1af3fdf1a7a0ab6d/1000x700__2_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/4n17AJpP7M90MbqdocX3eU/809e032cb4e6c06f1af3fdf1a7a0ab6d/1000x700__2_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/4n17AJpP7M90MbqdocX3eU/809e032cb4e6c06f1af3fdf1a7a0ab6d/1000x700__2_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/4n17AJpP7M90MbqdocX3eU/809e032cb4e6c06f1af3fdf1a7a0ab6d/1000x700__2_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/4n17AJpP7M90MbqdocX3eU/809e032cb4e6c06f1af3fdf1a7a0ab6d/1000x700__2_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Increasing collaborative development with AI</span></h3><time class="text-mono mb-3 color-fg-muted">September 8, 2023</time><p class="f3-mktg color-fg-muted">Breaking down barriers to help internal development teams discover, understand, and reuse existing code—instead of building from scratch—is challenging. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/innersource/">Innersource</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Fireside Chat: Unleash the power of open source securely" href="/open-source/secure-devops/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-2.png?w=544&q=75 544w, /assets/images/defaults/default-2.png?w=768&q=75 768w, /assets/images/defaults/default-2.png?w=1012&q=75 1012w, /assets/images/defaults/default-2.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-2.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Fireside Chat: Unleash the power of open source securely</span></h3><time class="text-mono mb-3 color-fg-muted">April 22, 2021</time><p class="f3-mktg color-fg-muted">Open source software is the essential building block for any modern software project. Consuming open source securely and contributing back to the community have invaluable benefits at individual and organizational levels.<br><br>Join our fireside chat with IAG, Woolworths and GitHub experts as we discuss the pillars of a successful open source strategy including DevOps and security.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/opensource/">Open Source</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Managing your projects in GitHub" href="/process/planning/managing-your-projects-github/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-3.png?w=544&q=75 544w, /assets/images/defaults/default-3.png?w=768&q=75 768w, /assets/images/defaults/default-3.png?w=1012&q=75 1012w, /assets/images/defaults/default-3.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-3.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Managing your projects in GitHub</span></h3><time class="text-mono mb-3 color-fg-muted">February 15, 2018</time><p class="f3-mktg color-fg-muted">How to organise, manage and track the progress of your projects with GitHub, using features as milestones, labels, issues, and projects. We will also share an overview of tools from our GitHub Marketplace that build on top of issues and pull requests.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Video：Behind the Scenes at GitHub.com's upgrade to MySQL 8.0" href="/upgrading-github-com-to-mysql-8-0/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/4fHq0xDCR3eEPGp8y10R5O/06e9411aa4f8f6c8b30c45d98d69da09/MySQL80Upgrade.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/4fHq0xDCR3eEPGp8y10R5O/06e9411aa4f8f6c8b30c45d98d69da09/MySQL80Upgrade.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/4fHq0xDCR3eEPGp8y10R5O/06e9411aa4f8f6c8b30c45d98d69da09/MySQL80Upgrade.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/4fHq0xDCR3eEPGp8y10R5O/06e9411aa4f8f6c8b30c45d98d69da09/MySQL80Upgrade.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/4fHq0xDCR3eEPGp8y10R5O/06e9411aa4f8f6c8b30c45d98d69da09/MySQL80Upgrade.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Video：Behind the Scenes at GitHub.com's upgrade to MySQL 8.0</span></h3><time class="text-mono mb-3 color-fg-muted">April 2, 2024</time><p class="f3-mktg color-fg-muted">Upgrading to MySQL 8.0 without stopping GitHub.com: a video showing the entire project that took over a year.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Beyond comment driven development with GitHub Copilot X" href="/videos/beyond-comment-driven-development-with-github-copilot-x/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/6M1MhvAx4BIGwrSdO7RFsu/1686b1ec9e191b1d39efa546c02f8a0d/Enterprise-Desktop__6_.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6M1MhvAx4BIGwrSdO7RFsu/1686b1ec9e191b1d39efa546c02f8a0d/Enterprise-Desktop__6_.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6M1MhvAx4BIGwrSdO7RFsu/1686b1ec9e191b1d39efa546c02f8a0d/Enterprise-Desktop__6_.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6M1MhvAx4BIGwrSdO7RFsu/1686b1ec9e191b1d39efa546c02f8a0d/Enterprise-Desktop__6_.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6M1MhvAx4BIGwrSdO7RFsu/1686b1ec9e191b1d39efa546c02f8a0d/Enterprise-Desktop__6_.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Beyond comment driven development with GitHub Copilot X</span></h3><time class="text-mono mb-3 color-fg-muted">August 23, 2023</time><p class="f3-mktg color-fg-muted">GitHub Copilot, one of the most popular in the generative AI class, allows developers to write entire classes and functions with just a couple of comments. This allows developers to stay in the zone, focusing on solving the bigger problems.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Bringing quality into your workflow: From PR, to merge, to deploy" href="/videos/bringing-quality-into-your-workflow-from-pr-to-merge-to-deploy/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/2SvnQLfkuNBR5n93rY4fkw/f9a922657b9db2ac1286a6976a10b2d2/Enterprise-Desktop__4___1_.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/2SvnQLfkuNBR5n93rY4fkw/f9a922657b9db2ac1286a6976a10b2d2/Enterprise-Desktop__4___1_.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/2SvnQLfkuNBR5n93rY4fkw/f9a922657b9db2ac1286a6976a10b2d2/Enterprise-Desktop__4___1_.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/2SvnQLfkuNBR5n93rY4fkw/f9a922657b9db2ac1286a6976a10b2d2/Enterprise-Desktop__4___1_.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/2SvnQLfkuNBR5n93rY4fkw/f9a922657b9db2ac1286a6976a10b2d2/Enterprise-Desktop__4___1_.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Bringing quality into your workflow: From PR, to merge, to deploy</span></h3><time class="text-mono mb-3 color-fg-muted">August 23, 2023</time><p class="f3-mktg color-fg-muted">How do you automate more, deliver faster, and continuously improve? </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Contributing without the setup with Codespaces" href="/videos/contributing-without-the-setup-with-codespaces/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span> Contributing without the setup with Codespaces</span></h3><time class="text-mono mb-3 color-fg-muted">August 23, 2023</time><p class="f3-mktg color-fg-muted">Step zero to making a pull request to a project is getting your environment setup to actually write the code. As we all know, this can take hours or potentially days. Between libraries and frameworks to install, version issues to contend with, and tools to configure, the barrier is challenging even in the best of situations.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Reduce complexity and increase velocity with GitHub" href="/videos/reduce-complexity-and-increase-velocity-with-github/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/1czBAADJ1m243a4oB14OJp/a72a04a568aa4124e82c90aefdd3842e/Enterprise-Desktop__2___1_.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/1czBAADJ1m243a4oB14OJp/a72a04a568aa4124e82c90aefdd3842e/Enterprise-Desktop__2___1_.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/1czBAADJ1m243a4oB14OJp/a72a04a568aa4124e82c90aefdd3842e/Enterprise-Desktop__2___1_.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/1czBAADJ1m243a4oB14OJp/a72a04a568aa4124e82c90aefdd3842e/Enterprise-Desktop__2___1_.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/1czBAADJ1m243a4oB14OJp/a72a04a568aa4124e82c90aefdd3842e/Enterprise-Desktop__2___1_.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Reduce complexity and increase velocity with GitHub</span></h3><time class="text-mono mb-3 color-fg-muted">August 23, 2023</time><p class="f3-mktg color-fg-muted">If you're looking to start a new project, you know that getting up and running can be time-consuming and slow down your development cycles. But what if you could streamline the process and become productive right away?</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Using GitHub Actions in your day job " href="/videos/using-github-actions-in-your-day-job/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/wWfbve1Qgn4qH0p79pgEU/81da4cd98d5ab78ea696f210c61709ba/Enterprise-Desktop__5___1_.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Using GitHub Actions in your day job </span></h3><time class="text-mono mb-3 color-fg-muted">August 23, 2023</time><p class="f3-mktg color-fg-muted">Accelerating developer velocity and maintaining high-quality code are crucial goals for every software team. In today's fast-paced landscape, it's more critical than ever. But achieving this is no easy feat. It's a complex process that requires careful planning, coordination, and execution.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Write more code by writing less code with GitHub Copilot" href="/videos/write-more-code-by-writing-less-code-with-github-copilot/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/11maS7lWD1Ma9ljKjR961p/22a1fd558eab410c70530c0a18d02201/Enterprise-Desktop__3___1_.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/11maS7lWD1Ma9ljKjR961p/22a1fd558eab410c70530c0a18d02201/Enterprise-Desktop__3___1_.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/11maS7lWD1Ma9ljKjR961p/22a1fd558eab410c70530c0a18d02201/Enterprise-Desktop__3___1_.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/11maS7lWD1Ma9ljKjR961p/22a1fd558eab410c70530c0a18d02201/Enterprise-Desktop__3___1_.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/11maS7lWD1Ma9ljKjR961p/22a1fd558eab410c70530c0a18d02201/Enterprise-Desktop__3___1_.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Write more code by writing less code with GitHub Copilot</span></h3><time class="text-mono mb-3 color-fg-muted">August 23, 2023</time><p class="f3-mktg color-fg-muted">While we don’t always like to admit it, being a developer can sometimes be frustrating. There is boilerplate code to write, regular expression syntax to look up, and an ever-growing list of frameworks with sometimes confusing standards making it a challenge at best to keep pace. Fortunately, there’s tools available to us which can help!</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/developer-productivity/">Developer Productivity</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Continuous Deployment Fundamentals with GitHub Actions" href="/webcasts/continuous-deployment-fundamentals-with-github-actions/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/5ykIRLtvkz17EzqTQ2ok5F/a034814fce1e62ada83ed59bb27fd541/Landing_Page-1000x700_2x.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/5ykIRLtvkz17EzqTQ2ok5F/a034814fce1e62ada83ed59bb27fd541/Landing_Page-1000x700_2x.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/5ykIRLtvkz17EzqTQ2ok5F/a034814fce1e62ada83ed59bb27fd541/Landing_Page-1000x700_2x.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/5ykIRLtvkz17EzqTQ2ok5F/a034814fce1e62ada83ed59bb27fd541/Landing_Page-1000x700_2x.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/5ykIRLtvkz17EzqTQ2ok5F/a034814fce1e62ada83ed59bb27fd541/Landing_Page-1000x700_2x.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Continuous Deployment Fundamentals with GitHub Actions</span></h3><time class="text-mono mb-3 color-fg-muted">October 26, 2023</time><p class="f3-mktg color-fg-muted">Maintaining code quality and reliability in the release process is no easy task. That’s why we launched Deployment Protection Rules to help you deliver high quality, secure applications with every deployment. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Accelerate software development with GitHub and Azure DevOps" href="/webcasts/in-github-learning-series/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/30srFvFR3sqzSpCXtU9OCa/6e198a85f2b491919e41c9f702920e78/2022-01-28-IN-GitHub-Learning-Series.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/30srFvFR3sqzSpCXtU9OCa/6e198a85f2b491919e41c9f702920e78/2022-01-28-IN-GitHub-Learning-Series.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/30srFvFR3sqzSpCXtU9OCa/6e198a85f2b491919e41c9f702920e78/2022-01-28-IN-GitHub-Learning-Series.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/30srFvFR3sqzSpCXtU9OCa/6e198a85f2b491919e41c9f702920e78/2022-01-28-IN-GitHub-Learning-Series.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/30srFvFR3sqzSpCXtU9OCa/6e198a85f2b491919e41c9f702920e78/2022-01-28-IN-GitHub-Learning-Series.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Accelerate software development with GitHub and Azure DevOps</span></h3><time class="text-mono mb-3 color-fg-muted">January 28, 2022</time><p class="f3-mktg color-fg-muted">Deliver software faster and more securely by combining the practices and tools that have supported the growth of the largest developer community in the world with seamlessly integrated Azure products and services.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Partner Readiness: GitHub Actions" href="/webcasts/partner-readiness-github-actions/"></a><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="" loading="lazy" decoding="async" data-nimg="responsive" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-13.png?w=544&q=75 544w, /assets/images/defaults/default-13.png?w=768&q=75 768w, /assets/images/defaults/default-13.png?w=1012&q=75 1012w, /assets/images/defaults/default-13.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-13.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Partner Readiness: GitHub Actions</span></h3><time class="text-mono mb-3 color-fg-muted">October 20, 2021</time><p class="f3-mktg color-fg-muted">Join us for this month’s Partner Readiness Webinar on GitHub Actions.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/devops/">DevOps</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-actions/">GitHub Actions</a></div></div></div></div></div></div></section></main></div></div><script id="__NEXT_DATA__" 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Page for /devops/containerization","path":"/devops/containerization","title":"What is containerization?","description":"When it’s successfully implemented, DevOps can transform software reliability by making the software development lifecycle (SDLC) more predictable through a combination of automation and cultural practices that favor deep collaboration and incremental releases. With less chance for variation, fewer code-related issues make it to production.","body":"But it’s not only the code itself where problems can arise. What works on one person’s machine might behave differently on a colleague’s laptop—or worse, on a production server. Containerization is one type of technology that can be used in [DevOps](https://resources.github.com/devops/fundamentals/) practices to ensure that the software environment is consistent from one machine to another during development, testing, and on into production.\n\nAt GitHub, we provide tools that help companies adopt and manage containers in their DevOps practice. Through this experience we’ve identified key areas organizations need to consider to successfully integrate containers into their SDLC.\n\nIn this guide, we’ll answer the following questions:\n- What is containerization?\n- What are the benefits of containerization?\n- What role does containerization play in DevOps?\n- What are some common containerization tools?\n- How does GitHub incorporate containerization tools?\n\n# What is containerization?\n\n\u003cbr /\u003e\n\nContainerization packages software code with dependencies and an operating system in the form of a standalone application that can be run on top of another computer. These virtualized environments are lightweight by design and require comparatively little computing power. They can also be run on any underlying infrastructure and are portable, or are able to be consistently run on any platform. \n\n\u003cbr /\u003e\n\nBy bundling application code, configuration files, operating system (OS) libraries, and all dependencies together, containers help solve a common problem in software development: Code that is developed in one environment often exhibits bugs and errors messages when transferred to another environment. A developer may, for instance, build code in a Linux environment and then transfer it to a virtual machine (VM) or Windows computer and find their code no longer works as expected. In contrast, containers stand alone from the host infrastructure and provide consistent development environments. \n\nBut what makes containers particularly useful is that they are easy to share. By using container images—files that act as a snapshot of the container’s code, configuration, and other data—you can quickly spin up consistent environments across each stage of the SDLC. This helps organizations create reproducible environments that are fast and easy to work with from development through testing and on into production. \n\n## Application containerization\n\nOrdinarily, a container takes care of just one part of an application and organizations will leverage a number of containers to isolate application components and run them in concert. \n\nThat could be as simple as one container for the backend application server, another for the database system, and perhaps another running a [monitoring tool](https://resources.github.com/devops/tools/monitoring). But containers can also be used to build more complex systems. In a microservices architecture, for instance, there can be hundreds or even thousands of containers with each hosting a small part of a larger application. To manage that many containers, teams turn to container orchestration tools such as [Kubernetes](https://github.com/kubernetes/kubernetes) that enable organizations to more easily manage containers in production environments.\n\nIsolating applications in this way can make it easier to develop each part of the application, reduce the risk of programs accessing data without authorization, and scale to meet demand by quickly deploying more containers as needed. And because containers include only what they specifically need, there’s relatively little difference between adding a new container and running the application directly.\n\n## Virtualization vs. containerization: What’s the difference?\n\nContainers are commonly compared to virtual machines (VM) due to similarities in how they abstract operating systems away from the underlying infrastructure—and because they’re sometimes used for similar tasks. But there are fundamental differences in how containers and VMs work. \n\nVirtualization enables organizations to run different operating systems and applications at the same time while drawing on the same infrastructure, or computing resources. An organization might, for instance, use VMs to run Windows and Linux simultaneously on one server. Each VM on the server acts as a standalone, abstracted “computing” environment and draws on all the necessary resources of the underlying server, or computer. \n\nIn contrast to VMs, containerization more efficiently utilizes computing resources by bundling code, configuration files, libraries, and dependencies—and not the entire OS. Containerization instead leverages a runtime engine on the host computer which shares the underlying OS across all provisioned containers. \n\nWhen choosing whether to use containers or VMs, you should weigh up the consequences of those technical differences. For example, long-running monolithic applications might be best suited to a VM thanks to its long-term storage and stability. In contrast, lightweight containers are much better suited to a microservices architecture where the overhead of many VMs would be impractical.\n\n\u003cbr /\u003e\n\n| | Containerization | Virtualization |\n| --------------------- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n| Operating system (OS) | Containers use the host OS, meaning all containers must be compatible with that OS. | VMs are effectively separate computers that run their own OS. For example, a VM can run Windows even if the host OS is Ubuntu. |\n| Computing resources | Containers are lightweight, taking only the resources needed to run the application and the container manager. | VMs emulate a full computer, meaning that they replicate much of the host environment. That uses more memory, CPU cycles, and disk space. |\n| Shareability | Container images are relatively small in size, making them easy to share. | VM images are often much larger as they include a full OS. |\n| Security | Containers might be isolated only very lightly from each other. A process in one container could access memory used by another container, for example. | By running a separate OS, VMs running on the same hardware are more isolated from one another than containers. |\n| Orchestration | Tools such as Kubernetes make it relatively easy to run multiple containers together, specifying how and when containers interact. | Configuration management tools, such as Terraform or Ansible, automate VM deployment and integration. |\n| Storage | Containers are ephemeral, meaning they stay alive only for as long as the larger system needs them. Storage is usually handled outside the container. | VMs tend to have longer lives and include a full file system of their own. |\n\n\u003cbr /\u003e\n\n## The benefits of containerization in DevOps\n\nAt the heart of [DevOps](https://resources.github.com/devops/) are lightweight, repeatable processes that automate the software development process. However, modern applications are increasingly complex, particularly as they grow to include many different services.\n\nContainers help simplify that complexity through greater standardization and repeatability—and that translates to a faster, higher quality, more efficient SDLC.\n\nThe benefits of containerization include: \n\n- **Portability:** \nEven seemingly small differences in the underlying environment can impact how code runs. That’s why the saying “It works on my machine” is rarely meaningful—and is often somewhat of a joke. It’s also why the saying “write once, run anywhere” has been a recurring goal for people looking to improve software development practices. Containers help organizations accomplish this by bundling up everything an application needs into consistent and portable environments that make it easier to standardize application performance. \n\n- **Scalability:** \nContainers can be deployed and configured to work with one another in a larger system architecture through the use of orchestration management tools such as Kubernetes. These tools can also be used to automate the provisioning of new containerized environments to scale with real-time demand. That means properly configured containerized environments can be rapidly scaled up—or scaled down—with little-to-no human intervention.\n\n- **Cloud-agnostic:** \nWhen configured for portability, containers can run anywhere—whether that’s a laptop, bare metal server, or cloud provider platform. And because containers abstract away underlying platform differences, they mitigate the risk of platform lock in. You can also use containers to run applications across multiple cloud platforms and switch from one provider to another.\n\n- **Integration into the DevOps [pipeline](https://resources.github.com/devops/pipeline):**\nContainerization platforms are often designed to be inserted into larger automation workflows. That makes them ideally suited to DevOps where CI/CD tools can create and destroy containers automatically for tasks such as testing or even deployment into production.\n\n- **Efficient use of system resources:**\nUnlike virtual machines, containers are often more efficient and require less overhead. There’s typically no hypervisor or additional operating system that’s native to a container. Instead, container tools provide just enough structure to make each container a standalone environment that leverages the shared resources of the host system wherever possible—and that includes the underlying operating system, too.\n\n- **Facilitate faster software releases:**\nContainers can be used to simplify larger and more complex applications by dividing their underlying codebases into smaller run-time processes that work together. This helps organizations accelerate each step of the SDLC because it enables practitioners to narrow their focus to a specific part of an application rather than working with the entire, wider codebase.\n\n- **Flexibility:**\nContainers bring an inherent flexibility to the SDLC by enabling organizations to quickly provision more computing resources to meet real-time demand. They are also often used to create redundancies to support greater application reliability and uptime. \n\n- **Improved application reliability and security:**\nBy making the application environment part of the DevOps pipeline, containers face the same quality assurance as the rest of the application. And although containers work together, the isolated environment provided by a container makes it easier to isolate issues in one part of the application from impacting the wider system.\n\n### The role of containerization in DevOps\n\nFirst, a note: DevOps is an organizational transformation that changes the way teams build and deliver value and typically has a software component (although you can do DevOps with just hardware, too). Containers provide a more modern way to develop software more efficiently and at scale. \n\nIn short, containers aren’t a requirement for building a successful DevOps practice—but they can be a natural fit depending on your organizational needs and priorities. \n\nThat’s because containers can help amplify the benefits of DevOps, in part, by making tests more reliable, creating developer environments that are closer to production environments, and by simplifying the deployment process.\n\nThis role of containerization in DevOps often breaks down into the following benefits: \n\n- **Greater reliability:**\nRepeatable, automated processes ensure that tests and security checks run each and every time that code is committed, merged, and deployed. The cultural change of breaking the silos between teams makes quality everyone’s responsibility. Containers run the same everywhere, increasing the reliability of tests.\n\n- **Faster delivery:**\nContinuous improvement, microservices architectures, and the automated DevOps pipeline help make sure changes are easier to reason about, faster to develop, simpler to test, and have fewer unintended consequences. By separating parts of an application into individual containers, DevOps practitioners can focus on one aspect of the solution at a time with less concern about the knock-on consequences that changes in one area might have elsewhere. \n\n- **Improved collaboration:**\nDevOps does away with role-based teams and brings people together to work towards common product goals. The shareability of containers makes it easy for people to collaborate because they can work with the same application environment no matter what hardware they personally choose. Using a container registry—a centralized directory of containers—makes it easy to publish and find containers in an organization.\n\n### Building containers into the DevOps workflow\n\nOnce a container has been built, it should never change. Each time a specific version of a container is deployed, it will behave in the same way as every other time it was deployed. \n\nBut things do change—so how do containers incorporate new packages with security fixes and new features? Updating a container means building a new version and explicitly replacing the previous version wherever it’s in use. Even if the new package’s internals have changed, container maintainers work to avoid making changes to how the container interacts with the outside world.\n\nIn the context of a DevOps pipeline, that repeatability means that tests running on containers in the CI/CD pipeline will behave just the same as if that container were in production, for example. That makes tests more reliable and reduces the chance of code issues, bugs, and errors reaching end users.\n\nSo, how else do containers play a role in the DevOps workflow? \n\n- **Code:**\nEven before a line of code is written, containers bring a level of standardization to the development environment. By specifying the package versions required by an application, containers offer consistent environments from one developer’s laptop and another. That reduces the chance of bugs creeping in due to environmental differences.\n\n- **Build:**\nUnlike deploying directly to a VM or bare-metal server where the target must be live and ready to go, a container can be built once and then stored for deployment later. That decouples the build phase from the target environment and means that builds need to happen only when the container changes.\n\n- **Test:**\nContainers extend the idea of automated testing by enabling the full environment to be tested—and not just the code itself. This enables higher quality software delivery as the test environment matches the production environment.\n\n- **Release and deploy:**\nThe repeatability of containers means that to change code in production requires building and deploying a new container. The result is that containers are usually ephemeral, which impacts how organizations architect their applications and lends itself well to a microservices model.\n\n- **Operate:**\nContainers reduce the risk of deploying updated code or dependencies to a live application. A change made in one container is isolated there. For example, two microservices in separate containers can depend on different versions of the same JSON encoding/decoding library without the risk that changing one will impact the other.\n\n### How containers work in CI/CD\n\nA CI/CD pipeline can be thought of as the conveyor belt that drives the DevOps workflow. To be effective, a CI/CD pipeline must balance speed with thoroughness. Without speed, a CI/CD flow risks backlogs as commits occur faster than they can make it through the pipeline. Without thoroughness, people will lose faith in the CI/CD pipeline as problems slip into production.\n\nHere’s how containerization boosts both aspects of CI/CD at key stages:\n\n- **Integration:** \nBy using containers, you don’t have to start from scratch when integrating code changes to the larger codebase. You can create a base container that already holds the application’s dependencies and modify that during the integration phase.\n\n- **Test:**\nContainers can be quickly provisioned and retired as necessary. Rather than needing to manually maintain explicit test environments or wait for configuration scripts to build an environment, a container can be provisioned and deployed automatically at scale. That way, tests run faster and with less need for human intervention to build test environments.\n\n- **Release:** \nOnce all the tests pass, a CI/CD pipeline’s build phase results in a container image that is then stored in a container registry. Once that image exists, much of the work that would usually take place in the release and deploy phases is already complete. Orchestration tools such as Kubernetes then take care of managing where the containers are deployed and how they interact.\n\n## Microservices and containerization\n\nA microservices architecture splits an application into small units that are tasked with fulfilling a specific function. For example, an online banking application might have a microservice that fetches live currency exchange rates and exposes that data to other microservices through an internal API. Importantly, the inner workings of the microservice don’t need to be public, only the API. \n\nFor many organizations, DevOps, microservices, and containers go hand in hand. The DevOps philosophy of continuous improvement fits neatly with the focused scope of microservices. And it’s common for microservices to be stateless—meaning that they don’t store data within themselves and instead rely on specialized data services. This fits with the short-term nature of containers as they can be deployed or destroyed without worrying about how to persist the data they produce and rely on.\n\nIn a microservices architecture, there’s a one-to-one relationship between each instance of a microservice and a container. As demand grows, the orchestration tool can be configured to deploy more containers for a particular microservice and retire them when demand ebbs.\n\n## Common containerization tools\n\nThe first step to working with containers is to understand the landscape of container tooling. They fall into two broad categories:\n\n- **Container platforms:**\nThe tooling that takes care of building and running container images within a host operating system. Docker and LXD are well-known examples.\n\n- **Container orchestration:** \nTools for deploying, scaling, and managing containers that work together to power an application. Kubernetes is a popular container orchestration platform.\n\nLet’s look at them in more detail.\n\n### Container platforms\n\nThe container platform is the set of tools that build, run, and distribute the containers themselves. The best known of these is Docker, which provides an end-to-end platform for working with containers. And thanks to a growing suite of open standards, there are alternatives that enable you to pick and choose different tools for different parts of the process. Podman, for example, offers a different way to run containers and Kraken is an open source registry for distributing containers.\n\nWhether you choose an all-in-one solution or pick and choose from different tools, you’ll need:\n\n- **Process container manifests:**\nThese are the configuration files that specify the contents of the container, the ports that the container needs to use, and what resources it needs.\n\n- **Build images:** \nThese are containers at rest that are ready to be deployed.\n\n- **Store and distribute images:**\nOften called a container registry, this is a central repository that can be tied into your CI/CD system for automation purposes. It can also be used manually by DevOps practitioners.\n\n- **Run images:**\nCreate and run an isolated environment for the container. On Linux this is relatively simple. On Windows and macOS this might require a VM to provide a Linux environment from which you can create and run container images.\n\n### Container orchestration\n\nLarger microservices architectures can often have thousands of microservices with each running in one or more containers. Deploying, scaling, and managing the interactions between that many containers isn’t a manual job. Instead, DevOps practitioners set parameters—such as the resources a particular set of containers need, which containers need to communicate with each other, and so on—but it takes an orchestration platform to run all those containers in harmony.\n\nJust as with the containers themselves, several orchestration tools are available and each one takes a slightly different approach. The most common is Kubernetes, which is the closest that the industry has to a standard container orchestration tool. Kubernetes was originally built by Google to manage containers that powered its search engine. However, there are alternatives. On the open source side is Red Hat’s Openshift Container Platform, while on the SaaS side are offerings such as Azure’s Kubernetes Service.\n\n## Build your DevOps practice on GitHub\n\nGitHub is an integrated platform that takes companies from idea to planning to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure. \n\n[Compare pricing plans \u003e](https://github.com/pricing)\n\n[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)\n\n\u003cbr /\u003e\n\n\u003e GitHub helps the company’s long-standing efforts to accelerate development by breaking down communication barriers, shortening feedback loops, and automating tasks wherever possible.” \n\nMike Artis, Director of System Engineering at [ViacomCBS](https://github.com/customer-stories/viacomcbs-streaming) \n\n\u003cbr /\u003e\n\n| Go from planning to building | Increase developer velocity |\n| ---------- | ---------- |\n| Build roadmap plans right next to your codebase and quickly assign tasks to team members with powerful project boards and tables that are fully integrated into your project.\u003cbr /\u003e\u003cbr /\u003e [Learn about GitHub Issues \u003e](https://github.com/features/issues)| Reduce the time to commit. Eliminate environment management and context switching for your developers. Simplify IT procurement and maintenance with a secure, managed space in the cloud. \u003cbr /\u003e\u003cbr /\u003e [Explore Codespaces \u003e](https://github.com/features/codespaces)|\n\u003cbr /\u003e\u003cbr /\u003e\n| Automate everything | Secure your code as you write it |\n| ---------- | ---------- |\n| Automate all your software development workflows with GitHub Actions. Scale reliably and securely with powerful development, test, and automation infrastructure, fully managed by GitHub.\u003cbr /\u003e\u003cbr /\u003e [Learn more about GitHub Actions \u003e](https://github.com/features/actions) | Secure your code, dependencies, tokens, and sensitive data through the entire software development lifecycle and automatically resolve vulnerabilities.\u003cbr /\u003e\u003cbr /\u003e\u003cbr /\u003e [See how we help you stay secure \u003e](https://github.com/features/security/)|","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"1ZQA0tw14ebQGcyf9YZkaz","type":"Entry","createdAt":"2022-05-25T01:55:24.081Z","updatedAt":"2022-05-25T01:55:24.081Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":3,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"locale":"en-US"},"fields":{}},"gated":false,"sfCampaignID":"7015c000001SNN7AAO","campaign":"Resources_Contact_Us","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3qHQ6eSp20iGQrFIfaBJnn","type":"Entry","createdAt":"2022-09-29T19:33:25.277Z","updatedAt":"2024-11-21T18:47:33.914Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":240,"revision":109,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}},"locale":"en-US"},"fields":{"name":"Form_Ungated_Contact","title":"Wondering 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By introducing automation and monitoring to these first three stages, CI speeds up the SDLC and helps organizations deploy more reliable software.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Of course, it is possible to ","nodeType":"text"},{"data":{},"marks":[{"type":"italic"}],"value":"manually","nodeType":"text"},{"data":{},"marks":[],"value":" build, test, and release software. The true advantage of CI, however, is that it applies automation to each of these steps.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Stages of a CI pipeline","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"1. Build","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"This is the stage at which an application is compiled. In a CI pipeline, automation is used to trigger a build cycle once a developer commits code changes to the main repository. From here, a CI tool will query a project’s build tools to begin compiling the application in a clean staging environment. Containers are a popular and lightweight way organizations often use to spin up fresh build environments at this stage.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"2. Test","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"After an application is compiled, a series of tests are run to ensure the code works and there are no bugs or critical issues. Organizations will configure their CI tool to automate these tests to begin once the application compiles. Unit tests, which are a way of testing small units of code, are a popular type of test at this stage due to the ease it takes to write them and their low cost to run and maintain. The goal at this stage of the CI pipeline is to ensure that the codebase passes inspection.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"3. Package","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Next, an organization will begin packaging its code. In a CI pipeline, these steps are automated and triggered once unit testing is complete. The way each organization will package its code will depend on the programming language and production environment. An organization that is using JavaScript and Docker containers, for instance, might use npm and Docker images to package its code.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"}}}}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5UANl0INfqPqQwDXoSse0c","type":"Entry","createdAt":"2024-04-03T19:25:19.487Z","updatedAt":"2024-04-03T19:25:19.487Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"sectionProse"}},"locale":"en-US"},"fields":{"internalTitle":"/devops/fundamentals/ci-cd/integration Prose - how-to-start","sectionId":"how-to-start","prose":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"4ADV1bCJFv1pwmaRRUiQ5R","type":"Entry","createdAt":"2024-04-03T19:25:19.536Z","updatedAt":"2024-10-09T18:33:49.350Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":27,"revision":10,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"primerComponentProse"}},"locale":"en-US"},"fields":{"internalTitle":"/devops/fundamentals/ci-cd/integration Prose - how-to-start","text":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"How to start building a successful continuous integration pipeline","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"First, a truism: No two CI models are alike. Every organization will implement CI according to its unique needs and team requirements.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"There are, however, some common steps every organization needs to take to implement CI successfully. These break down into seven practices:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"1. Create a testing strategy","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Every CI practice starts with a cogent and clear testing strategy. You’ll need to consider what types of tests you’re running, what triggers you use to build your automated testing sequences, and which tests you apply to each coding branch your development teams will work on.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"For reference, there are three types of tests that are commonly used in a CI pipeline:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Unit tests","nodeType":"text"},{"data":{},"marks":[],"value":" are simple tests that validate whether individual functions work within a piece of code.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Integration tests","nodeType":"text"},{"data":{},"marks":[],"value":" ensure that code changes integrate cleanly with the larger codebase.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Acceptance tests","nodeType":"text"},{"data":{},"marks":[],"value":" verify that an application meets functional requirements. Some of these tests are more narrowly called UI tests, which validate expected UI functionalities a user will encounter.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"unordered-list"},{"data":{},"content":[{"data":{},"marks":[],"value":"You don’t need to start with all three types of tests. Most organizations will start with unit and integration testing and build up to writing acceptance tests.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"2. Choose a CI tool","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Choosing a CI platform is a critical part of building a CI model in any organization. This is the tool that will trigger your automated builds, tests, packages, and releases.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"You’ll want to ask several questions when selecting a CI platform. These include:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"How well does it integrate with your current technology stack?","nodeType":"text"},{"data":{},"marks":[],"value":" From your programming languages to your version control system to your third-party tools, a CI platform should easily integrate with everything in your stack. It’s also worth considering any future technologies you might adopt and look for a platform that can grow with you.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Does it offer native support for containers?","nodeType":"text"},{"data":{},"marks":[],"value":" Containers are a critical part of a DevOps and CI practice, and making sure your CI platform has native support for ","nodeType":"text"},{"data":{"uri":"https://resources.github.com/devops/fundamentals/containerization"},"content":[{"data":{},"marks":[],"value":"container","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" applications such as Docker is critical. You might not leverage containers today, but as you grow your DevOps practice there’s a good chance you will end up using containers in some capacity.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Does it enable matrix build testing capabilities?","nodeType":"text"},{"data":{},"marks":[],"value":" Matrix builds enable you to simultaneously test builds across multiple operating systems and runtime versions. Look for a CI tool that has native support for matrix builds, which help streamline your testing and ensure your application will work for all of your end users.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Does it offer built-in code coverage and testing visualization?","nodeType":"text"},{"data":{},"marks":[],"value":" Code coverage and testing visualization give you a simple way to see how much of your codebase is currently being tested and how existing tests are running in real time and have run historically.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"How does it map to your security requirements?","nodeType":"text"},{"data":{},"marks":[],"value":" Security is a critical consideration with any technology investment—especially if that investment will end up deeply integrated with your codebase and core services.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"unordered-list"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"3. Integrate code as soon as possible","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Successfully adopting CI starts with making sure your developers are integrating their code as soon as possible to a shared repository.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"There are two benefits to this:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"You avoid larger integration conflicts that can arise when merging older branches back to the main repository.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"You end up regularly integrating smaller code changes, which helps with knowledge transfer between your teams and simplifies your testing regimen.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"ordered-list"},{"data":{},"content":[{"data":{},"marks":[],"value":"You should also consider what your existing SDLC looks like today, and what changes you might want to make procedurally moving forward as you implement a CI pipeline. This isn’t a conversation about whether feature branching or trunk-based development is better either. Instead, it’s about making sure you have an organized development workflow that facilitates a steady stream of coding, testing, merging, and reviewing.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"2sNb0XxIWKFnCOmO4hqPrk","type":"Asset","createdAt":"2024-04-03T19:25:18.287Z","updatedAt":"2024-04-03T19:25:18.287Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":3,"revision":1,"locale":"en-US"},"fields":{"title":"SDLC","description":"","file":{"url":"//images.ctfassets.net/wfutmusr1t3h/2sNb0XxIWKFnCOmO4hqPrk/d848f43087a99736dfd0220f3811a24d/SDLC.png","details":{"size":687111,"image":{"width":1246,"height":1180}},"fileName":"SDLC.png","contentType":"image/png"}}}},"content":[],"nodeType":"embedded-asset-block"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"4. Fix your main branch as soon as it breaks","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Here’s a good rule of thumb: You should fix your main branch as soon as it breaks.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"In a CI model, your developers should be integrating code changes as soon as possible. That’s a good thing. But if a code change breaks your main branch and your developers keep adding more changes, it becomes difficult to identify what caused the initial failure.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"To do this, write tests that immediately notify developers when one of their code changes breaks the main branch. 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However, most machine learning (ML) models are still too expensive to get into production.","openGraphTitle":"Democratizing AI by reducing cloud costs and time to production","openGraphDescription":"The Generative AI revolution is inspiring an increasing number of developers and enterprises to leverage AI. However, most machine learning (ML) models are still too expensive to get into production."}},"topics":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"2rym8Y8A56ngjMrr6oSlmh","type":"Entry","createdAt":"2024-01-11T21:00:35.775Z","updatedAt":"2024-11-21T18:57:56.722Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":186,"revision":94,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"devops","label":"DevOps"}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"7wXHiRnPRdKceDxtr3CQRj","type":"Entry","createdAt":"2024-01-11T21:00:26.704Z","updatedAt":"2024-11-21T18:57:48.990Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":111,"revision":56,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"github-actions","label":"GitHub Actions"}}]}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"oMzUV9adlmqpoesrKsMDA","type":"Entry","createdAt":"2023-08-24T13:16:22.362Z","updatedAt":"2024-02-21T16:26:15.889Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":3,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"page"}},"locale":"en-US"},"fields":{"path":"/devops/fundamentals","content":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5dYhGBl8o4etMgSmZi3EGB","type":"Entry","createdAt":"2022-05-25T16:50:13.787Z","updatedAt":"2024-10-21T18:55:18.806Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":230,"revision":31,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"resourceContainer"}},"locale":"en-US"},"fields":{"internalTitle":"Resource Page for /devops/fundamentals","path":"/devops/fundamentals","title":"DevOps fundamentals: Defining DevOps principles","description":"From headlines to job descriptions, DevOps has emerged as an outsized buzzword over the past decade—and for good reason. Organizations that successfully adopt DevOps often see big gains in software development speeds, improved reliability, faster product iterations, and have an easier time scaling their services. ","body":"From headlines to job descriptions, DevOps has emerged as an outsized buzzword over the past decade-and for good reason. Organizations that successfully adopt DevOps often see big gains in software development speeds, improved reliability, faster product iterations, and have an easier time scaling their services. \n\nBut despite its roots in software development, DevOps is a holistic business practice that combines people, processes, cultural practices, and technologies to bring previously siloed teams together to deliver speed, value, and quality across the software development lifecycle. \n\nThat means there’s often no one-size-fits-all approach. But there are a common set of practices and principles in any successful DevOps implementation. \n\nIn the following guide, we’ll explore those practices and principles and answer the following questions: \n\n- What is the main goal of DevOps?\n- What are the core DevOps principles? \n- What are key stages in a DevOps workflow? \n- What role does everyone play in DevOps? \n- What does security look like in DevOps?\n- What are DevOps best practices? \n- How is DevOps different from agile? \n\n## What is the main goal of DevOps?\n\nThe main goal of DevOps is to deliver value to produce better software faster that people can use immediately without any problems—and do so in a way that links the underlying infrastructure, the software architecture, and engineering code releases with minimal friction. \n\nIn the software industry, there has been a belief that organizations can either move fast or build reliable products. DevOps makes it possible to do both and accomplishes this in two big ways: By bringing the traditionally siloed development and operations teams together and building automation into every stage of the software development lifecycle (SDLC). \n\n## What are core DevOps principles?\n\nInitially coined by Patrick Debois in 2009, the term DevOps is a combination of “development” and “operations,” which explained the initial idea behind it: to bring development and operations teams into a closer working relationship. \nHistorically these two teams worked in silos. Developers coded and built the software, while operations ran quality assurance tests and worked on underlying infrastructure to ensure successful code deployments. This frequently led to difficulties deploying code as development and operations teams would come into conflict. \n\nWhere Debois and other early DevOps leaders such as Gene Kim and John Willis often broadly characterized DevOps as the integration of development and operations to streamline the software development and release processes, DevOps today has evolved into a holistic business practice that goes beyond individual teams. \n\nAt GitHub, we approach DevOps as a philosophy and set of practices that bring development, IT operations, and security teams together to build, test, iterate, and provide regular feedback throughout the SDLC.\n\nImplementing DevOps will look different in every organization. But every successful DevOps environment abides by the following core principles: \n\n### Collaboration\n\nTo succeed, DevOps requires a close-knit working relationship between operations and development—two teams that historically were siloed from one another. By having all three teams collaborate closely under a DevOps model, you seek to encourage communication and partnership between all three teams to improve your ability to develop, test, operate, deploy, monitor, and iterate upon your application and software stack. \n\n### Version control\n\nVersion control is an integral part of DevOps—and most software development these days, too. A version control system is designed to automatically record file changes and preserve records of previous file versions. \n\n### Automation\n\nAutomation in DevOps commonly means leveraging technology and scripts to create feedback loops between those responsible for maintaining and scaling the underlying infrastructure and those responsible for building the core software. From helping to scale environments to creating software builds and orchestrating tests, automation in DevOps can take on a variety of different forms.\n\n\u003e The mindset we carry within our team is that we always want to automate ourselves into a better job.\n\nAndrew Mulholland, Director of Engineering at [Buzzfeed](https://github.com/customer-stories/buzzfeed)\n\n### Incremental releases\n\nIncremental releases are a mainstay in successful DevOps practices and are defined by rapidly shipping small changes and updates based on the previous functionality. Instead of updating a whole application across the board, incremental releases mean development teams can quickly integrate smaller changes into the main branch, test them for quality and security, and then ship them to end users. \n\n### Orchestration\n\nOrchestration refers to a set of automated tasks that are built into a single workflow to solve a group of functions such as managing [containers](https://resources.github.com/devops/fundamentals/containerization), launching a new web server, changing a database entry, and integrating a web application. More simply, orchestration helps configure, manage, and coordinate the infrastructure requirements an application needs to run effectively. \n\n### Pipeline\n\nIn any conversation about DevOps, you’re apt to hear the term [pipeline](https://resources.github.com/devops/pipeline) thrown around fairly regularly. In the simplest terms, a DevOps pipeline is a process that leverages automation and a number of [tools](https://resources.github.com/devops/tools/) to enable developers to quickly ship their code to a testing environment. The operations and development teams will then test that code to detect any security issues, bugs, or issues before deploying it to production. \n\n### Continuous integration\n\nContinuous integration, or CI for short, is a practice where a team of developers frequently commit code to a shared central repository via an automated build and test process. By committing small code changes continuously to the main codebase, developers can detect bugs and errors faster. This practice also makes it easier to merge changes from different members of a software development team. \n\n### Continuous delivery\n\nContinuous delivery is the practice of using automation to release software updates to end users. Continuous delivery always follows CI so that software can be automatically built and tested before it is released for general use. Taken together, CI and continuous delivery comprise two-thirds of a typical DevOps pipeline. Critically, a continuous delivery model automates everything up to the deployment stage. At this point, human intervention is required to ship software to end users. \n\n### Continuous deployment\n\nContinuous deployment, or CD, is the final piece of a complete DevOps pipeline and automates the deployment of code releases. That means if code passes all automated tests throughout the production pipeline, it’s immediately released to end users. CD critically removes the need for human intervention to orchestrate a software release, which results in faster release timelines. This also gives developers more immediate real-world feedback. \n\n### Continuous monitoring\n\nContinuous [monitoring](https://resources.github.com/devops/tools/monitoring) is a set of automated processes and tooling used to troubleshoot issues and development teams can use to inform future development cycles, fix bugs, and patch issues. \n\nA well established continuous monitoring system will typically contain four components:\n\n1. **Logging** offers a continuous stream of raw data about business-critical components. \n\n2. **Monitoring** provides intelligence about the raw data provided in logs and metrics.\n\n3. **Alerting** provides proactive notifications when something has gone wrong and critical debugging information.\n\n4. **Tracing** takes logging a step further, providing a deeper level of application performance and behavioral insights that can greatly impact the stability and scalability of applications in production environments.\n\n## Feedback sharing (or feedback loops)\nFeedback sharing—or feedback loops—is a common DevOps term first defined in the seminal book [The Phoenix Project by Gene Kim](https://www.amazon.com/Phoenix-Project-DevOps-Helping-Business/dp/0988262592). Kim explains it this way: “The goal of almost any process improvement initiative is to shorten and amplify feedback loops so necessary corrections can be continually made.” In simple terms, a feedback loop is a process for monitoring application and infrastructure performance for potential issues or bugs and tracking end-user activity within the application itself. \n\n## What are the key stages in a DevOps workflow?\nThe DevOps lifecycle is rooted in finding collaborative ways to plan ahead, define application and infrastructure requirements, identify areas in the SDLC that can be automated, and make sure everyone is on the same page. \nThis all comes back to the goal of DevOps: to deliver value and produce quality software that reaches end users as quickly as possible. \n![The eight stages of a successful DevOps workflow](//images.ctfassets.net/wfutmusr1t3h/4ez2WNMQR71INMMV61qY45/c051e8c0717eea08136f110dc32c82e6/The_eight_stages_of_a_successful_DevOps_workflow.png)\n\n### The eight stages of a successful DevOps workflow\n\n#### 1. Planning\nTypically a product manager and an engineering lead will work in tandem to plan roadmaps and sprints. Teams will leverage project management tools such as kanban boards to build out development schedules. \u003cbr /\u003e\u003cbr /\u003eLearn how to use GitHub for project planning with [GitHub Issues \u003e\u003e](https://github.com/features/issues) \n\n#### 2. Coding\nAfter planning is complete, developers will begin building code and engage in subsequent tasks such as code review, code merges, and code management in a shared repository. \u003cbr /\u003e\u003cbr /\u003eFind out how [developers code on GitHub \u003e\u003e](https://github.com/features) \n\n#### 3. Building\nAs code is developed and reviewed, engineers will engage in merging—or continuously integrating—that code with their source code in a shared and centralized code repository. This is typically done with continuous integration to test code changes and version control tools to track new code commits. \u003cbr /\u003e\u003cbr /\u003eSee how GitHub enables [CI/CD for code integration and application building \u003e\u003e](https://github.com/features/actions) \n\n#### 4. Testing\nDuring the build process, continuous testing helps ensure new code additions don’t introduce bugs, performance dips, or security flaws to the source code. This is accomplished through a series of automated tests that are applied to each new code commit. \u003cbr /\u003e\u003cbr /\u003eLearn how to use GitHub to [build a continuous testing pipeline \u003e\u003e](https://github.com/features/actions)\n\n#### 5. Packaging\nBefore launching a new iteration of an application, a team will package its code in a structure that can be deployed. This can sometimes include sharing reusable components for sharing via package ecosystems such as npm, Maven, or Nuget. This can also involve packaging code into artifacts, which are created throughout the software development lifecycle, and deploying them to a staging environment to do final checks and store any artifacts.\u003cbr /\u003e\u003cbr /\u003eExplore [GitHub’s integrated packaging solution \u003e\u003e](https://github.com/features/packages) \n\n#### 6. Releasing\nThe team will release a new iterative version of an application to end users. This typically includes release automation tooling or scripts and change management tools which can be used in the event a change doesn’t work in deployment and needs to be rolled back. \u003cbr /\u003e\u003cbr /\u003eSee how companies [release software on GitHub \u003e\u003e](https://github.com/features/actions) \n\n#### 7. Operating\nThroughout all stages of the SDLC, DevOps practitioners ensure the core infrastructure the application needs to run on works—this includes setting up testing environments, staging or pre-deployment environments, and deployment environments. \u003cbr /\u003eOnce an application is being used by end users, there is also a need to ensure that the underlying infrastructure such as containers and cloud-based servers can scale to meet demand. \u003cbr /\u003ePractitioners will typically leverage infrastructure-as-code tools to make sure the underlying systems meet real-time demand as it scales up and down. They will also engage in ongoing security checks, data backups, and database management, among other things. \u003cbr /\u003e\u003cbr /\u003eLearn how [GitHub enables software operations \u003e\u003e](https://github.com/enterprise)\n\n#### 8. Monitoring\nDevOps practitioners implement a mixture of tooling and automation to engage in continuous monitoring across the software development lifecycle—especially after that software is shipped to end users. This includes service performance monitoring, security monitoring, end user experience monitoring, and incident management. \u003cbr /\u003e\u003cbr /\u003eFind out how GitHub gives organizations [advanced monitoring capabilities \u003e\u003e](https://github.com/features/actions)\n\n\u003cbr /\u003e\n\n*One of the essential parts of a successful DevOps workflow is making sure it’s “continuous,” or always on.* This means setting up a process to ensure the workflow takes on a continuous recurring frequency—or, more simply, making sure you’re putting your DevOps workflow into practice. \n\n\u003cbr /\u003e\n\n## How is a DevOps team structured?\n\n\u003cbr /\u003e\u003cbr /\u003e\n\n*The organizations that are most successful at DevOps don’t focus on building “DevOps teams,” but instead focus on practicing DevOps. In doing so, those organizations prioritize building DevOps environments that are collaborative with an all-in approach that extends across teams and focuses on an end-to-end product instead of siloed, incremental projects.*\n\n\u003cbr /\u003e\u003cbr /\u003e\nEveryone from operations and IT to engineering, product management, user experience, and design plays a role in a successful DevOps environment. \nThe best DevOps practices focus on what role each person serves in the larger organizational mission instead of dividing out teams based on individual responsibilities.\n\n![Graphic to represent roles](//images.ctfassets.net/wfutmusr1t3h/1zz0LVGkr9JD3wsNC5a1pw/7322592df1a779bd3126bae602abda0d/Graphic_to_represent_roles.png)\n\nDevOps roles generally fall into four key areas: \n\n- __Planning:__ Planning is integral to any well-functioning DevOps team. Team members who typically play this role include project managers, SCRUM leaders, product managers, operation leads, and engineering leads. People in these roles help coordinate resources, encourage communication, set development schedules, and make sure everyone is working toward a common goal. \n\n- __Development:__ Any DevOps team will also always have a strong core development function that includes titles ranging from junior developers to senior developers to staff engineers to directors of engineering and beyond. The goal here is both to develop, commit, review, merge, and ship code. \n\n- __Delivery:__ Another component of a successful DevOps team is delivering application iterations through a functioning CI/CD pipeline where code is integrated, tested, staged, and deployed. This will typically be handled by an engineering lead or team that is responsible for building, maintaining, monitoring, and improving the central CI/CD pipeline. They will also typically make sure that development and operations is aware of upcoming releases, existing issues, and bottlenecks to deployment. \n\n- __Operations:__ Perhaps the most important role of any DevOps team outside the development arm is operations. These practitioners are responsible for orchestrating server space, managing containers, monitoring application performance, dealing with incidents, and more. Common job titles include system administrators, operations lead, system architect, and system engineer, among other things. \n\n#### The key takeaway\nDevOps is an organizational transformation rooted in breaking down silos—and that requires everyone's buy-in. While there are specific roles within any successful DevOps practice, the most successful companies avoid building a \"DevOps team\" that sits apart from the rest of their organization in a new silo.\n\u003cbr /\u003e\u003cbr /\u003e\n\n## What role does security play in DevOps?\n[Security is important in the entire DevOps lifecycle](https://resources.github.com/appsec/)—in terms of the code developers write, the core infrastructure operations team build, orchestrate, scale, and monitor, the automated security tests, and more. \nDevOps practitioners often leverage tools or create a number of scripts and workflow automations to continuously test their applications and infrastructure for security vulnerabilities. \n[This practice is commonly called DevSecOps](https://resources.github.com/devops/fundamentals/devsecops) and is a derivative function of DevOps where security is prioritized as strongly as development and operations.\n\n## What are DevOps best practices?\n\n__TL;DR:__ Standard DevOps best practices include cultural changes to break down silos between teams and technology investments in automation, continuous integration, continuous deployment, continuous monitoring, and continuous feedback. \n\n[According to Microsoft’s Enterprise DevOps Report](https://azure.microsoft.com/en-us/resources/enterprise-devops-report-20202021/), organizations that successfully transition to a [DevOps model](https://resources.github.com/devops/model/) ship code faster and outperform other companies by 4-5x. \nThe number of organizations that meet this bar is climbing fast, too. Between 2018 and 2019, there was a 185% increase in the number of elite DevOps organizations, [according to the 2019 State of DevOps report from DORA](https://services.google.com/fh/files/misc/state-of-devops-2019.pdf).\nBut becoming an elite DevOps organization requires a seismic cultural shift and the right tools and technologies. \nHow can organizations find success when adapting to and adopting a DevOps practice?\n\nAt GitHub, we have identified eight common best practices: \n\n1. __Be prepared to change the culture__: DevOps involves tools, processes, and people—but it also involves a cultural shift to encourage traditionally siloed engineering, IT, and operations teams to come together and work collaboratively. This is a seismic shift from traditional technology practices where specialists such as developers, system administrators, and reliability engineers worked in independent silos. In bringing these once-siloed teams together, DevOps helps organizations bring ideas to market faster while improving production system reliability and security. \n\n2. __Encourage a collaborative environment__: This cultural change should be aimed at building a collaborative environment that removes “us vs. them” between different roles in a DevOps practice. From planning to developing to building to deploying, every step of the DevOps lifecycle should be collaborative and cross-functional—both in terms of communication and execution. Organizations should also strive to orient themselves around the product instead of projects, taking on a mission-first focus to build end-to-end business solutions. \n\n3. __Shift left to adopt [continuous integration](https://resources.github.com/devops/fundamentals/ci-cd/integration) and [deployment](https://resources.github.com/devops/fundamentals/ci-cd/deployment) (CI/CD)__: CI/CD is a fundamental DevOps practice—and the best CI/CD pipelines incorporate a variety of automated tests through the software development lifecycle to improve code quality, identify bugs, deploy code, and optimize and manage the underlying application infrastructure. They also bake security directly into every step of the SDLC—or “shift left,” in industry parlance. This entails automating tests that check code—and the underlying infrastructure—at all stages from when it’s first committed to when it’s built and shipped. \n\n4. __Monitor the DevOps pipeline and applications with the right metrics__: The best DevOps practitioners continuously monitor their pipelines and applications and identify key performance and security metrics to track. These can include run-time, speed, failure rates, user experience, and security flaws in the underlying code and infrastructure (like database protection). Practitioners will often leverage a combination of tools, automated tests, always-on logs, and alert systems to monitor deployment frequency, application stability, system security, and time to detection, among other things.\n\n5. __Use the right tools for the job__: From version control to CI/CD to infrastructure as code to container management and more, tooling is vital in DevOps. The right tools for the job depend on an organization’s specific needs and preferences. It also depends on how the core software hosting platforms ability to integrate with an ecosystem of tools.\n\n6. __Switch from monolithic to microservices architecture__: Over the past 15 years, there has been a move towards microservices to support increasingly complex web-based and cloud-based applications. \u003cbr /\u003e\u003cbr /\u003eThis stands in contrast to monolithic application architecture where the underlying infrastructure is organized in a single service—ie, if demand on one part of the application spiked, the entire infrastructure needed to scale to meet that demand. Monolithic architectures are also more difficult to iterate upon because when one part of the application is updated, it requires a full redeployment of the full codebase.\u003cbr /\u003e\u003cbr /\u003eMicroservice architectures solve these issues by leveraging individual infrastructure components that run individual application processes. This makes it easier to iterate upon individual components of an application without redeploying the entire codebase; it also makes it easier to scale individual parts of an application to meet real-time demand. \n\n7. __Collect continuous feedback__: Continuous feedback gives DevOps practitioners key information they need to build, merge, test, iterate, and ship reliable software. Different roles in a given DevOps practice will benefit from receiving different information. While developers should get real-time alerts about code testing reports, production failures, and security vulnerabilities, operations should get information on system stability, service demands, and points of failure, among other things. The goal is to identify key metrics that matter to your organization and teams and track those metrics to improve your SDLC. \n\n\u003cbr /\u003e\u003cbr /\u003e\n\n![DevOps vs Agile](//images.ctfassets.net/wfutmusr1t3h/6ODbVQhYMew5p4zQphTbru/c354b012ab6710173f69793e67141da6/DevOps_vs_Agile.png)\n\n### How is DevOps different from agile? \n\nHere’s a fun fact: In the early 2010s, DevOps was called the second decade of agile development with many seeing it as a natural successor to agile methodology. \n\nDespite this, DevOps and agile development aren’t the same thing—but DevOps does build upon and leverage agile methodology, which often leads people to conflate the two practices. \n\nAt its simplest, agile development methodology seeks to break large software development projects into smaller chunks of work that teams can quickly build, test, get feedback on, and create the next iteration. \n\nBy contrast, [DevOps methodology](https://resources.github.com/devops/methodology/) fundamentally seeks to bring large, historically siloed teams (developers and operations) together to enable faster software development and release cadences. \n\nBut the biggest difference is that DevOps is a whole-business strategy focused on building end-to-end software solutions fast. Agile is by contrast often focused purely on functional software releases.\n\n\u003cbr /\u003e\u003cbr /\u003e\n\n### Build your DevOps practice on GitHub\n\nGitHub is an integrated platform that takes companies from idea to planning to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure. \n\n[Compare pricing plans \u003e](https://github.com/pricing)\n\n[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)\n\n\u003cbr /\u003e\u003cbr /\u003e\n\n\u003e GitHub helps the company’s long-standing efforts to accelerate development by breaking down communication barriers, shortening feedback loops, and automating tasks wherever possible. \n\nMike Artis, Director of System Engineering at [ViacomCBS](https://github.com/customer-stories/viacomcbs-streaming) 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The goal of CD is to facilitate faster releases by using automation to help remove the need for human intervention as much as possible during the deployment process.","body":"When it comes to software development, businesses today often face two big challenges: shipping software fast and innovating at scale. DevOps seeks to help solve these problems by applying automation throughout the software development lifecycle (SDLC) to facilitate the quick delivery of more reliable and secure software. \n\nContinuous deployment, or CD, is one of the more advanced examples of automation in a DevOps practice. It requires a mixture of rigorous testing, deep cross-team collaboration, advanced tooling, and workflow processes across the application design and development process. \n\nAnd when it’s successfully implemented, it works. DevOps organizations that adopt CD have been found to [ship code faster and outperform other companies by 4-5x](https://azure.microsoft.com/en-us/resources/enterprise-devops-report-20202021/). \n\nIn this guide, we’ll explore: \n* The benefits of continuous deployment\n* The continuous deployment process \n* The difference between continuous delivery and continuous deployment\n* Continuous deployment pipelines explained \n* A continuous deployment pipeline model \n* How to make continuous deployment work in your organization\n\n## The benefits of continuous deployment\n\nWhen successfully implemented, continuous deployment makes it easier for businesses to quickly respond to customer demands and ship software updates at a rapid clip—often within minutes committing code changes. \n\nStill, implementing CD can be a radical shift from spending days, or even weeks preparing for a software release. But businesses that make the investment in time, resources, and tooling see concrete advantages. \n\nSome common benefits include: \n\n- **Fully automated deployment cycles.**\nThis enables organizations to spend more time building software instead of pausing development work in preparation for “release day.” \n\n- **More regular, incremental deployments.**\nThis leads to faster product development work and helps facilitate a continuous improvement model. \n\n- **Fast feedback loops on new features.**\nOrganizations can quickly get real-time feedback on new features, updates, and code changes. \n\n## What is the continuous deployment process? \n\n\u003cbr /\u003e\n\n #### Pro tip: This guide assumes you understand continuous integration and the concept of automated [pipelines](https://resources.github.com/devops/pipeline). If you're unclear on these DevOps practices, try reading our guide. \n\n\u003cbr /\u003e\n\nDevOps seeks to increase the speed of innovation and value delivery by applying automation to every stage of the SDLC. With that view, continuous deployment stands as the ultimate goal of DevOps: A completely automated SDLC where every code change is pushed to production if it passes a predefined set of tests. \n\nIn some ways, building an automated pipeline is one of the easiest parts of adopting a continuous deployment model. But very few organizations start their DevOps journey by building a continuous deployment practice due to the cultural change it signifies, and the maturity of the testing suite it requires. \n\n\u003cbr /\u003e\n\n\u003e The availability of out-of-the-box integrations with our existing tooling is a big part of GitHub’s appeal. GitHub really helps bring DevOps to life.\n\nDanilo Suntal, Agile \u0026 DevOps lead at [P\u0026G](https://github.com/customer-stories/pg)\n\n\u003cbr /\u003e\n\nIn that light, it’s best to understand the process and journey it takes to achieve a fully functioning continuous deployment practice. \n\nThe graphic below shows a high-level journey map for how organizations typically start thinking about automating the SDLC. \n\n![Continuous Deployment Flow Graphic](//images.ctfassets.net/wfutmusr1t3h/gN80GCBifPRxOdjlZs4M4/0185e21a5e9fbf26aa2a8af83b147958/Continuous_Deployment_Flow_Graphic.png)\n\nTo start, organizations need to build a [continuous integration (CI)](https://resources.github.com/devops/fundamentals/ci-cd/integration) practice. The foundational elements of a strong CI practice—regular code commits, a testing strategy, version control tooling, and a CI platform—set the stage for organizations to begin developing a continuous deployment practice. \n\n*[Learn how to start building a CI practice in your organization ](https://resources.github.com/devops/fundamentals/ci-cd/integration)\u003e*\n\nAt its most basic, continuous deployment brings automated builds, tests, and deployments together in a single release workflow. The goal is to automate the deployment of software builds into production. Each company needs to identify the right combination of unit, functional, and stress tests that comprise its testing suite. It’s also critical to mirror production environment pressures in a pre-production environment to effectively stage and test builds and release candidates. \n\nGetting all of this right leads to a significant payoff: faster and more stable releases. It also positions organizations to achieve continuous deployment with a fully automated CI/CD pipeline. \n\nIdeally, a DevOps practice becomes so fine-tuned across its testing regimen, automation triggers, workflow composition, and CI/CD platforms that it naturally leads to continuous deployment. In effect, the need for human intervention to orchestrate a software release dissipates over time. \n\nIn practice, however, achieving a durable and scalable continuous deployment model takes significant investments in engineering resources and tooling. And while CI/CD platforms and associated tooling go a long way to standing up a continuous deployment practice, a cultural change that emphasizes cross-team collaboration and regular code commits is critical. \n\n\u003cbr /\u003e\n\n### What is the difference between continuous delivery and continuous deployment? \nContinuous delivery and continuous deployment are two DevOps automation practices that are often confused with one another—which isn't helped by the fact they're both often abbreviated as CD and handle similar responsibilities.\n\nBut where continuous deployment applies automation to the entire release process, continuous delivery automates everything up to the deployment, or release, itself. At this point, human intervention is required to stage the deployment. \n\nPut more simply, delivery comes before deployment. \n\nA helpful way to think about the difference between continuous delivery and continuous deployment is what each does. In a continuous delivery practice, software is built in a way where it can be manually released at any time. Automation is used to ensure code changes are reviewed, merged, tested, packaged, and moved to a production environment so the software is ready to be shipped to customers. \n\nIn contrast, continuous deployment automates the entire process including the release of the software itself. If code changes are successfully merged and pass all predefined, automated tests, it is immediately shipped to customers. \n\nIn many ways, continuous deployment is a natural evolution of continuous delivery. If a continuous delivery pipeline is set up correctly and designed to test all elements of a software build before release, the need for someone to manually release the software to customers lessens over time.\n\n## Continuous deployment pipelines explained\n\n![Continuous deployment pipelines explained](//images.ctfassets.net/wfutmusr1t3h/33UbA3H7hBmm0HdS7dio5R/a56e9c822a178badd16f113e5938405d/Continuous_deployment_pipelines_explained.png)\n\nA continuous deployment pipeline is an automated workflow that brings together builds, tests, and deployments to push code changes to production. Each step in the workflow produces an output that provides an input for the next step. Automated testing and monitoring take place throughout a continuous deployment pipeline to catch any potential errors, functional problems, and bugs. This provides real-time alerts and prevents any potential issues from making it into the main software branch, or into production. \n\nThe end result? Engineering teams can push code changes to the main branch and quickly see it being used in production, often within minutes. This approach to software development underscores the primary goal of DevOps: continuous value delivery to end users. It’s also a central reason why many of the applications and web-based services we use regularly get new features and system changes. \n\nLet’s explore what a continuous deployment pipeline looks like in practice. \n\n## A continuous deployment pipeline model\n\n![A continuous deployment pipeline model](//images.ctfassets.net/wfutmusr1t3h/4iVTSHXr8EdEQ7IxrU1VJx/f795d66d7d3855bd9e831e8602627d7a/A_continuous_deployment_pipeline_model.png)\n\nFirst, a note: There is no singular “model” for continuous deployment. Every organization will build a continuous deployment pipeline unique to their needs, software development practices, and customer demands. \n\nDespite this, there are four commonly accepted stages in any continuous deployment pipeline that every organization should build into their engineering plans. These include: \n\n### Verification\n\nContinuous deployment builds upon continuous integration—and it’s at this stage that CI stops, and CD begins. After a new piece of code is committed and integrated into the codebase, this triggers the automated verification process that runs a series of tests on a release candidate build. This can include functional, integration, security, and production-level testing to ensure a release candidate will work following deployment. \n\n\u003cbr /\u003e\n\n#### Common verification practices\n\n- **Automated testing:** \nA series of predefined tests that range from functional testing to integration and acceptance testing. \n\n- **Non-functional requirement testing:** \nSecurity and performance testing, among other things as required by an organization's needs, are often run prior to deployment. \n\n\u003cbr /\u003e\n\n### Deployment\n\nOnce code is verified via testing, the automated deployment process begins. More advanced implementations will typically create automation workflows that move code to deployment immediately after it is committed (of course, this assumes it passes all predefined tests in the CI stage). \n\n\u003cbr /\u003e\n\n#### Common deployment practices\n\n- **Automated deployments:** \nAutomating code deployments after a build passes also predefined tests.\n\n- **Version control:** Tracks the history of changes as people and teams collaborate on software projects together. \n\n- **Blue/green deployments:** \nAllows for a deployment where the system gradually moves user traffic from an old version of an application to a new one. \n\n- **Production testing:** \nAutomated quality and functional tests are applied to a build after deployment to ensure production stability.\n\n- **Dark launch:** \nReleasing code changes to a small set of users to see real-time usage and system demands before orchestrating a large-scale release. \n\n\u003cbr /\u003e\n\n### Monitoring\n\nContinuous monitoring is a critical element organizations need to invest in to support continuous deployment. Monitoring should take place across the SDLC. But the ability to see what is and is not working and receive real-time alerts before, during, and after deployments is key. Tooling that helps teams visualize performance metrics and show system strains are one helpful investment. \n\n\u003cbr /\u003e\n\n ### Common monitoring practices \n\n- **Application monitoring:** \nMonitor application health with key focus areas including uptime, API responses, and stability of the front- and back-ends.\n\n- **Infrastructure monitoring:** \nMonitor real-time system demands and how the core infrastructure is supporting those demands.\n\n- **User-behavior monitoring:** \nTrack user behavior within an application to track possible production-level system errors or elements that disrupt the user experience. This monitoring can also be used to inform future application development.\n\n- **Security monitoring:** \nTracking activity from malicious actors as well as any security vulnerabilities that appear in production code.\n\n\u003cbr /\u003e\n\n### Response\n\nWhether it’s addressing a production-level system error or identifying a security incident or potential new feature for development, being able to respond to events is a critical element of a continuous deployment pipeline. A benefit of continuous deployment is that code is immediately released into production. This also means that organizations need to be prepared to respond to and address any issues that emerge after deployment. Common metrics used to evaluate response times include MTTR (mean time to resolution), which organizations will track to evaluate improvement over time. \n\n\u003cbr /\u003e\n\n ### Common response practices \n\n- **Deployment rollbacks:** \nRoll back an application to a previous build to solve any issues that appear in a new release. \n\n- **Infrastructure checks:** \nPutting controls in place to keep any production-level configuration or environment changes from happening after a deployment.\n\n- **Activity logs:** \nMaintain activity logs to help recreate user behaviors and process executions to help teams isolate potential problems. \n\n\u003cbr /\u003e\n\n## Continuous deployment stages and environments \n\nIn order to build a scalable CI/CD pipeline, most organizations will invest resources in developing a build server to facilitate CI to compile and test code. This will typically be paired with continuous deployment pre-production and production environments.\n\nThe purpose of pre-production and production environments is to facilitate the testing and deployment of release candidates via an automated workflow. As releases make it to pre-production environments, different automated tests are applied to the codebase to identify any issues or reasons to pause a deployment. \n\nThis process typically happens in four steps: \n\n1. **Code changes are committed to a shared repository.** \nThis triggers an automated build on a CI server where dependencies are resolved, units tests are applied, and the code is packaged and compiled. \n\n2. **A release is deployed to a pre-production environment.** \nIf the code passes all tests in the CI server, it triggers an automated workflow that sends a release candidate to a continuous deployment server. \n\n3. **More automated tests are performed.** \nWith the release in a pre-production environment, additional tests will then be performed that include functional testing, security testing, performance testing, and more before a deployment is released to production. \n\n4. **A software update is released to users.** \nOnce a release candidate passes all automated tests in the developer and testing environments, it is released to end users. \n\nThe best CD environments combine rigorous testing with continuous monitoring and alerts to help teams resolve any issues quickly. While every CD environment and testing regimen are unique to the organization that develops them, they’re all united by a simple goal: continuous and fast value delivery to end users. \n\n## How to make continuous deployment work in your organization\n\nAs one of the more advanced examples of DevOps automation, continuous deployment requires time, engineering resources, and tooling to successfully adopt. It also requires a strong DevOps culture that emphasizes strong collaboration across all stages of the SDLC. \n\nAt GitHub, we know there is no singular model for continuous deployment. Every organization needs to build a practice that meets its needs and serves its business priorities. Even still, we see common best practices among all elite DevOps organizations that successfully adopt continuous deployment. These include: \n\n- **Focus on continuous integration first.** \nA strong CI practice is foundational to building a successful continuous deployment practice and pipeline. This includes embracing a CI culture where every developer commits code changes multiple times a day. It also involves building out a strong automated testing strategy that ensures all code commits are screened before making it to production. Organizations should focus on automating as much of the SDLC as possible and keeping the main code branch green, or free from any potential issues. At GitHub, for instance, we have invested in [building out our own CI/CD capabilities with GitHub Actions](https://github.com/features/actions) to have both a rich managed or self-hosted experience for organizations. \n\n- **Build a strong testing strategy.** \nA continuous deployment practice means you’ll be releasing code changes as you make them—and any issues that aren’t caught by a test will make it into production. This makes it critical to develop a strong automated testing strategy that covers a large portion of your codebase. Most organizations aim to have at least 75% testing coverage. \u003cbr /\u003e\u003cbr /\u003eYou’ll also want to spend time making sure your tests—be they unit, functional, performance, application, or security tests—are effective. It’s one thing to have large test coverage. It’s another thing to have good tests that make your codebase stronger, and ensure that you have confidence in your production code. \n\n- **Invest in a continuous monitoring practice.**\nA strong testing suite and good testing coverage are critical in a continuous deployment practice. But without real-time monitoring in your testing and production environments, you’re at risk of missing the mark. \nA code change or new feature may introduce unintended issues your tests uncover before a deployment. And even if your tests show your codebase is stable, infrastructure issues may crop up in production when user activity introduces unexpected variables. \u003cbr /\u003e\u003cbr /\u003eThis is why it’s critical to invest in continuous monitoring tooling to track real-time demands, system performance, and application behaviors. The best tools will help you track application and system performance as well as security issues and any irregularities in your systems. They’ll also provide you with real-time alerts and activity logs, so your engineering teams can work on potential fixes. \n\n- **Develop new tests as you develop new code.**\nWith every code change moving to production, a continuous deployment practice means you have less time to write new tests to verify them. This is a departure from other development methodologies, which typically leave more time for QA teams to work after developers have written new code and introduced new features. \nTo solve this, it’s a good practice to develop tests as you develop new code. It’s even better if you can start thinking about your testing strategy as your product teams plan out new features. \u003cbr /\u003e\u003cbr /\u003eBuilding testing requirements into the planning and development stage is a good practice with continuous deployment. It will also have long-term benefits, as you increase your testing coverage in parallel with your product development work. \n\n- **Shift left and emphasize security across the SDLC.**\nSecurity is a critical component in software today—and that’s especially true for organizations that embrace a continuous deployment practice where every code commit that passes all tests immediately makes it into production. \n[DevSecOps](https://resources.github.com/devops/fundamentals/devsecops) is an evolution, or natural progression, of DevOps, and seeks to build security into every part of the SDLC. 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Scale reliably and securely with powerful development, test, and automation infrastructure, fully managed by GitHub.\u003cbr /\u003e\u003cbr /\u003e [Learn more about GitHub Actions \u003e](https://github.com/features/actions) | Secure your code, dependencies, tokens, and sensitive data through the entire software development lifecycle and automatically resolve vulnerabilities.\u003cbr /\u003e\u003cbr /\u003e\u003cbr /\u003e [See how we help you stay secure 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As individuals, we experience a state of flow when everything in our work comes together naturally and at the right time. DevOps enables that kind of flow at the organizational level through a combination of tooling, culture, and process.","body":"While DevOps is sometimes referred to as a methodology, it’s better understood as a set of practices, ideas, and methodologies that share a common philosophy: continuous value delivery. Put simply, there’s no one-size-fits-all approach to DevOps—and successful examples of [DevOps](https://resources.github.com/devops/) can look very different from one organization to another. \n\nAt GitHub, we design [tools for DevOps](https://resources.github.com/devops/tools/) organizations and work with leading teams and companies. In doing so, we’ve identified a number of common pain points people experience when adopting DevOps. \n\nIn this guide, we’ll answer the following questions:\n\n- Is DevOps a methodology or a process?\n- What is the goal of DevOps?\n- Why are organizations adopting DevOps?\n- How do you successfully transition to DevOps?\n- Why are some businesses also adopting DevSecOps?\n\n## Is DevOps a methodology or a process?\n\nIf you ask 10 people to define DevOps, you’re likely to get at least five different answers. Some people might focus on the practical implementation of DevOps—CI/CD, test automation, and so on—and they’ll call it a process. Others might call DevOps a methodology with a set of processes that work together under a coherent philosophy.\n\n_[Find out how we define DevOps at GitHub \u003e](https://github.blog/2020-10-07-devops-definition/)_\n\nBut both of these definition miss the larger point: DevOps consists of a set of practices that are adaptable to each business that adopts them. \n\nAt GitHub, we believe it’s better to understand DevOps as a framework for thinking about how to deliver value through software. It’s more than a single methodology or collection of processes. It’s fundamentally a set of practices—both cultural and technological. Let’s break that down. \n\n![DevOps framework](//images.ctfassets.net/wfutmusr1t3h/iHQnsVY46qCNxPFsY3d2t/8adfb822348cb20ce0a1deeffa7e7abf/DevOps_framework.png)\n\n## Understanding DevOps as a framework\n\nFor decades, people have promoted neatly defined ideas of how each step of the software development lifecycle should work. But what seems like genius in a whitepaper often falls apart in practice because each organization is different.\n\nDevOps acknowledges that. Rather than prescribe every detail, DevOps brings together a set of practices, cultural ideas, and tooling that work under a framework that's malleable for the needs of a given team and organization.\n\nAt its core, DevOps seeks to get higher-quality software into the hands of end users as fast as possible. This commitment to continuously delivering value is foundational to any successful DevOps organization—and it’s accomplish in three ways: \n\n- **Continuous improvement:** \nSmall changes are easier to manage and deliver value to users faster than large releases, which can and often do take longer to ship. In a DevOps practice, continuous improvement means shipping iterative changes fast. It also means looking for ways to improve the underlying software with future changes and the SDLC itself to facilitate faster value delivery. \n\n- **Shared ownership:** \nEveryone working on a product shares accountability for the product and its quality—not just their personal area of expertise. This means that every shares accountability and ownership for the end product they ship to end users. \n\n- **Automation:** \nAnything that can be automated should be automated across the SDLC in a DevOps practice to deliver value to end users faster through new releases. Automation also helps organizations maximize the time spent building the product, while minimizing the chance for human error. \n\n### How DevOps differs from agile and friends\n\nAgile, extreme programming, and other similar development methodologies were reactions to the conflict between traditional programming and software distribution through the web. \n\nBefore those ideas became popular, one of the most popular development methodologies was the highly sequential waterfall methodology. In that system, each step had to be complete before the next could start. That often meant lots of paperwork and planning needed to happen before a single line of code could be written. \n\n\u003cbr /\u003e\n\n\u003e In 16 months, we've gone from over 30 siloed software engineering groups to a largely cohesive team across McKesson.\n\nVP, Developer Services and Technology Labs Denis Canty at McKesson\n\n\u003cbr /\u003e\n\nThe creators of agile software development principles recognized that over-planning stifled the creativity of software developers—and without working code no one could know if the plans even worked. [The Agile Manifesto](https://agilemanifesto.org/), for example, said that working software was more important than excessive documentation. Being responsive to change was more valuable than sticking to a plan.\n\nIn practice, the concepts behind the Agile Manifesto were revolutionary. It recognized that working code was the best way to understand and serve customer needs. But that focus on code also meant it had less to say about the rest of the SDLC.\n\nIf agile was a reaction against the old ways, DevOps builds upon agile’s core ideas and applies it to the entire software development life cycle. In fact, some people in the early 2010s [called DevOps the second decade of agile](https://vslive.com/events/austin-2022/tracks/devops-and-beyond.aspx#:~:text=DevOps%20has%20been%20called%20the,can%20make%20all%20the%20difference.). \n\nTo understand the difference between DevOps and Agile, it helps to compare their core tenets:\n\n- **Fail fast vs. continuous improvement:** \nAgile centers on small, fast iterations where failure is embraced because it shows the process is working. In DevOps, the emphasis is on iteration, automation, and deep collaboration across the entire SDLC to improve delivery speeds and software quality. \n\n- **Developer-centric vs. team-centric:** \nAgile looks at how software developers can best serve customers, but has little to say about how code is tested, deployed, or maintained. In contrast, DevOps brings everyone in the SDLC together under a shared responsibility for delivering value to end users. \n\n- **Features vs. systems thinking:**\nAgile focuses on the here and now of a particular feature, whereas DevOps looks holistically at software as a system. \n\n- **Project-centric vs. product-centric:**\nAgile takes a more project-centric approach to software development by breaking large releases into small pieces of executable work. In contrast, DevOps takes a more product-centric view of software and resets the focus from individual projects to holistic products where every decision comes back to how it affects the long-term system as a whole.\n\n## What is the goal of DevOps?\n\nThe goal of DevOps is to match how we *make software with the way the cloud enables us to use it*. The cloud took us from an era of barriers—individual servers, software release dates, role-based silos—to an open world where software is ubiquitous. \n\nIn the past, software development had distinct stages and a final product that might be compared to a production line. This was understandable—in the era of physical media, software development was a far more regimented and linear process. After all, a final release actually was final in a sense since distributing updates meant restarting the linear production process from scratch.\n\nBut the modern SDLC isn’t a production line. Software as a service and other innovations in cloud-based technologies and platforms have made distinct releases as relevant today as punch cards and room-sized calculators.\n\nSo, how does DevOps bring the SDLC closer to the always-on, always-up–to-date expectations of the cloud?\n\n- **Collaboration throughout the SDLC:** \nRather than thinking in terms of one-off projects, DevOps takes the holistic product-centric view across the SDLC. In practice, that means removing the rigid role-based division of traditional software development and instead prioritizing multidisciplinary teams that take ongoing responsibility for a product’s success. Everyone is accountable for the quality, and other aspects such as security, of that software, regardless of their own particular specialism. \n\n- **Improved software quality:**\nEach aspect of DevOps is intended to produce better quality software. Automated testing and security checks help prevent issues from ever reaching production. Continuous improvement and practices such as CI/CD ensure bug fixes and other updates get to end users fast. And the architectural choices such as microservices makes it easier to create distributed systems that can respond rapidly to real-time demand, while also minimizing the impact of issues in a particular service. \n\n- **Faster software releases:** \nDevOps encourages small, iterative changes that are faster to build, easier to code, present a smaller target area for testing, diverge less from production, and have fewer unintended consequences when deployed. This can also impact architectural choices with some organizations opting to leverage microservice architecture to limit the risk of updates to one part of the system.\n\n### Why we needed DevOps\n\nThere was a time when publishing software meant distributing physical media. Whether it was in a shrink-wrapped box via stores or through a system administrator who’d update each workstation in an office, software releases required advanced planning.\n\nIn an era where software development was governed by manufacturing and distribution deadlines, sequential methods like waterfall were a natural fit. But that rigidity came at a cost. Release dates were fixed and missing a deadline could mean losing factory time, trucks sitting empty, and retailers giving shelf space to competitors. Software producers had a choice: they could ship high-quality software slowly at a higher cost or they could sacrifice quality to meet the deadline. \n\n\u003cbr /\u003e\n\n\u003e Since adopting GitHub, it's like night and day. It's the collaboration, it's the sharing, it's the community—it's all because of GitHub.\" \n\nSenior Director of the Build Platform George Swan at Autodesk\n\n\u003cbr /\u003e\n\nThe shift to web-based distribution should have freed teams of that dilemma. But many companies and technology teams were organized around fixed release dates with tooling, processes, and team structures to support that software development and delivery model. There was a missed opportunity to improve quality and get value to users faster. \n\nBut that wasn’t the only change the web brought. Suddenly, security mattered in a way it rarely had before. Quality was no longer just about catching bugs but also protecting data from any and every bad actor with an internet connection.\n\nSoftware development had to change. The road that led to DevOps was a reaction to the friction between distributing software through the web and how that software was made.\n\nDevOps provides a framework for software development that fits with the grain of modern cloud applications, meaning practitioners no longer need to sacrifice quality for speed or cost.\n\n## Why organizations adopt DevOps\n\nOrganizations around the world are adopting DevOps because it helps them ship more reliable software faster. Much of its success is due to its flexibility. Rather than demand radical change, DevOps offers a number of cultural and technological practices that can and should be tailored to the individual circumstances of each organization. \n\nYet even if the individual implementation changes from one business to another, organizations that successfully adopt DevOps share a number of common benefits. These include:\n\n- **Collaboration improves quality:** \nEveryone who works in a DevOps environment has a shared stake in the success of a product. An individual’s job is not done when they’ve finished their specific task but when their code is in production—and even then, there’s room to think about how to improve it. That means everyone is continuously collaborating across the SDLC and thinking about how to continuously improve quality and deliver value faster to end users. \n\n- **Automation reduces uncertainty:** \nDevOps encourages automation wherever possible. This allows people to spend more time focusing on building and improving the software and infrastructure it runs on. It also facilitates a faster delivery pipeline via core practices such as CI/CD, which enable DevOps practitioners to automate the integration and delivery of code changes. \n\n- **Continuous measurement drives continuous improvement:**\nIn a DevOps environment, tools are often used to measure and monitor each stage of the SDLC to provide rapid feedback on system health, real-time demand, and the impact of individual changes. DevOps practitioners use that insight to improve process and make changes based on data. \n\n- **Improved quality:**\nDevOps practitioners continuously seek to improve the quality of the software they ship. This is partially accomplished through automation, which helps to improve the consistency of testing and security checks. It’s also accomplished through iterative releases and code changes that are easier to build, deliver, and manage while reducing the chance of unforeseen consequences. Collaboration across the SDLC between previously siloed teams such as development and operations is also a key component to improve software quality in a DevOps practice. \n\n- **Faster release cycles:** \nDevOps helps organizations get value into production faster at a higher quality by prioritizing smaller code changes, which are faster to write, test, and deploy. DevOps also champions the use of automation across the SDLC to create a CI/CD pipeline that shepherds value from planning through coding on to testing and into production.\n\n![Culture Pyramid](//images.ctfassets.net/wfutmusr1t3h/fD4IuxPXZJQA2e4mBs98B/3857204fedb642bfe453832286cb7d23/Culture_Pyramid.png)\n\n## How your organization can adopt DevOps \n\nSuccessfully adopting DevOps can require some big changes. But rather than reworking all of your processes and tooling overnight, you can take relatively small steps to get started. This might entail making cultural changes to how often your development team integrates their code or automating small pieces of the SDLC in your organization. \n\nNo matter where you are on your DevOps journey, there are six key steps you should take to successfully adopt DevOps: \n\n1. **Change the culture:** Success in DevOps starts with deep collaboration between everyone responsible for building, testing, operating, and shipping a product. And that starts with making sure everyone is unified and working together across all stages of the SDLC. This can be a big change for organizations that have role-based siloes between different teams. In a DevOps practice, everyone comes together to deliver higher-quality software faster to customers—and that requires deep collaboration between different people to ensure code is optimized to operate in production environments and production environments are optimized to run the software. \n\n2. **Focus on incremental builds:** DevOps favors small changes that can be quickly delivered to customers and that means breaking features into small chunks that are easier to test, minimize the impact of bugs, and can be shipped to production as fast as possible. There are no hard-and-fast rules in DevOps about how many times a day developers should be integrating new code changes—but the most successful DevOps practices integrate and ship multiple code changes a day. \n\n3. **Adopt the right tools:** In DevOps, there’s no one-size-fits-all approach to tooling. In fact, “DevOps tools” is a bit of an umbrella term with plenty of products and platforms that fall into this category. Picking the right tools and building the right DevOps toolchain starts with identifying what problems you’re trying to solve and what DevOps capabilities you need to invest in. But there are a number of common areas where you’ll need tooling. Speaking of which … \n\n4. **Automate everything you can:** The best DevOps environments think critically about their SDLC and look for places where automation can be applied to remove the need for human intervention—like repetitive tasks such as integrating, testing, and packaging code. By automating repetitive tasks, DevOps helps people make better use of their time and reduces the risk of human error (or people forgetting to run tests, import the right libraries, and so on). As a general rule of thumb, anything that can be automated should be automated in a DevOps practice. \n\n\u003cbr /\u003e\n\n\u003e We have a slogan on our team: don't let a human do a machine's job. GitHub helps us achieve that.\n\n Principal Software Engineer Gabriel Kohen at Blue Yonder\n\n\u003cbr /\u003e\n\n5. **Build a CI/CD pipeline:** One of the most common examples of DevOps automation, CI/CD applies automation to each step of the SDLC to facilitate a faster delivery of higher-quality software to end users. For example, a developer making a pull request might trigger a series of automated tests to avoid introducing problems into the main branch. And if the pull request is merged, a CI/CD pipeline might leverage automation to initiative the build process of the new software version. Every CI/CD pipeline will look different depending on the needs of the organization in question. But the goal is to apply as much automation as possible to the SDLC to improve software quality and increase the time to [deployment](https://resources.github.com/devops/fundamentals/ci-cd/deployment). \n\n6. **Measure and adjust:** A successful DevOps culture seeks out opportunities for improvement. Monitoring both application and system performance as well as the speed of SDLC is crucial to find inefficient processes. Good metrics help everyone working on a product get a view of their work as part of a larger whole, making it easier to visualize how the changes they make impact elsewhere. \n\n### Common challenges organizations experience when adopting DevOps \n\nBefore beginning your move to DevOps, you should take note of some of the common challenges that organizations face when making the change. These include:\n\n- **Tools without the culture:** \nTooling is often the most visible aspect of DevOps. But tools can have a limited impact without adopting a culture that emphasizes collaboration, shared accountability, and continuous improvement.\n\n- **Replace old siloes with new siloes:** \nThe most successful DevOps environments replace role-based teams with deep, multidisciplinary collaboration. A common misstep is to create a dedicated DevOps team that acts as custodian of DevOps tools, practices, and processes. This approach risks replacing old barriers with new barriers.\n\n- **Legacy systems resist DevOps [models](https://resources.github.com/devops/model/):** \nIntegrating older systems and architectures with newer tooling can be costly. The build time for a legacy monolith system, for example, could make it impractical for a CI/CD system where it will be built many times a day.\n\nAdopting DevOps begins with a few small changes, growing until each stage of your SDLC follows the DevOps framework. Even then, there are always opportunities to improve. \n\n## The move towards DevSecOps\n\nAs a set of practices, DevOps is always evolving—and one of the most apparent evolutions today is through the move to [DevSecOps](https://resources.github.com/devops/fundamentals/devsecops). While DevOps was originally about sharing accountability for how code performs in production, DevSecOps builds on that and seeks to make everyone responsible for that code’s security.\n\nIn our connected world, software security is fundamental—and DevSecOps establishes robust processes to build security into every step of the SDLC. Adapting the DevOps idea of continuous improvement, DevSecOps makes improving security an ongoing process and one that begins as early in the SDLC as possible.\n\n![SDLC](//images.ctfassets.net/wfutmusr1t3h/16yly4F2X1KFGlzRNjmBNU/713ad530d087f386bbb9a56b8371739d/SDLC.png)\n\nDevSecOps pushes security as far to the start of the SDLC––or as far left––as possible. Security begins at the design stage with tools such as static application security testing automatically checking for vulnerabilities before code ever gets to production. Often, that move to consider security early in the SDLC is called *shifting left*. \n\n*[Learn more in our guide to DevSecOps, shifting left, and GitOps \u003e](https://github.blog/2020-08-13-secure-at-every-step-a-guide-to-devsecops-shifting-left-and-gitops/)*\n\n## Build your DevOps practice on GitHub\n\nGitHub is an integrated platform that takes companies from idea to planning to building to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure. \n\n[Compare pricing plans \u003e](https://github.com/pricing)\n\n[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)\n\n\u003cbr /\u003e\n\n\u003e The availability of out-of-the-box integrations with our existing tooling is a big part of GitHub's appeal. GitHub really helps bring DevOps to life\n\nAgile \u0026 DevOps Lead Danilo Suntal at P\u0026G\n\n\u003cbr /\u003e\n\n| Go from planning to building | Increase developer velocity |\n| ---------- | ---------- |\n| Build roadmap plans right next to your codebase and quickly assign tasks to team members with powerful project boards and tables that are fully integrated into your project.\u003cbr /\u003e\u003cbr /\u003e [Learn about GitHub Issues \u003e](https://github.com/features/issues)| Reduce the time to commit. Eliminate environment management and context switching for your developers. Simplify IT procurement and maintenance with a secure, managed space in the cloud. \u003cbr /\u003e\u003cbr /\u003e [Explore Codespaces \u003e](https://github.com/features/codespaces)|\n\u003cbr /\u003e\u003cbr /\u003e\n| Automate everything | Secure your code as you write it |\n| ---------- | ---------- |\n| Automate all your software development workflows with GitHub Actions. Scale reliably and securely with powerful development, test, and automation infrastructure, fully managed by GitHub.\u003cbr /\u003e\u003cbr /\u003e [Learn more about GitHub Actions \u003e](https://github.com/features/actions) | Secure your code, dependencies, tokens, and sensitive data through the entire software development lifecycle and automatically resolve vulnerabilities.\u003cbr /\u003e\u003cbr /\u003e\u003cbr /\u003e [See how we help you stay secure \u003e](https://github.com/features/security/)|","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"7KR8S3rao99Rc8VL5kGTdX","type":"Entry","createdAt":"2022-05-25T01:11:31.925Z","updatedAt":"2022-05-25T01:11:31.925Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"locale":"en-US"},"fields":{}},"gated":false,"sfCampaignID":"7015c000001SNN7AAO","campaign":"Resources_Contact_Us","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3qHQ6eSp20iGQrFIfaBJnn","type":"Entry","createdAt":"2022-09-29T19:33:25.277Z","updatedAt":"2024-11-21T18:47:33.914Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":240,"revision":109,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}},"locale":"en-US"},"fields":{"name":"Form_Ungated_Contact","title":"Wondering 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Page for /devops/methodology/collaboration-is-key-to-devops-success","path":"/devops/methodology/collaboration-is-key-to-devops-success","title":"Collaboration is the key to DevOps success","description":"In a recent TechTarget study, 70 percent of organizations reported they had adopted DevOps.","body":"As one of the world’s largest business software companies, SAP has more than 20,000 developers on teams scattered across the globe. In today’s DevOps environment, SAP leadership knows that the success of this enormous operation hinges on easy collaboration among far-flung teams and individual developers. That has meant finding an effective way for everyone to communicate and work together, while at the same time driving greater efficiency and creativity.\n\nDominik Tornow, SAP’s director of engineering with the Labs, Processes, and Tools group, believes that centralized processes don’t lead to innovation. Developers, architects, and product managers all want to deliver exceptional and continuous functionality. To do this, they need to be able to collaborate on their own terms.\n\n### The question is, “how?”\nBecause \u003ca href=\"https://resources.github.com/devops\"\u003eDevOps\u003c/a\u003e has been so widely accepted, companies and organizations are looking for ways to optimize efficiency from this software development methodology. A central aim is to increase efficiency across the entire systems development lifecycle. And, as research shows, DevOps continues growing rapidly.\n\n## DevOps efficiency is about people collaborating, not technology\n\nIn a recent global study of IT leaders across 10 major industries, TechTarget reported a 17% year-over-year growth in organizations that have adopted DevOps, leaving only 30% with no DevOps initiatives as of yet. Respondents ranked “eliminating process bottlenecks to speed app release” as the top DevOps challenge, followed closely by “streamlining collaboration among cross-functional DevOps teams.” While other challenges further down the list relate to things like software infrastructure, cloud integration, and tools selection, the top two challenges relate to people, not technology.[^1]\n\nIn the 2018 version of another major annual study, the percentage of respondents working in a “department called DevOps” grew by a brisk 20%, with the biggest leap occurring in the last year. This global study additionally found that 36% of respondents are currently developing from one-quarter to 100% of their applications by DevOps processes.[^2]\n\nAlanna Brown, who launched the annual study above in 2012, doubled down on the “people not technology” challenge of boosting DevOps efficiency. She wrote in a recent blog, “The most important themes for us have always been empowering teams to do their best work, overcoming the cultural divide between development and operations teams and making IT better for everyone.”[^3]\n\nIn fact, the 2018 report itself notes that best practices in DevOps start “by improving collaboration.” The report explains further that, “Cross-team sharing is key to scaling DevOps success. The practices with the most significant impact across the entire DevOps evolutionary journey are dependent on sharing. Organizations that have small pockets of DevOps success, yet never manage to spread that success further, are stalled and cannot progress to higher levels of automation and self-service.”[^4]\n\n[^1]: 1 “Informing the path to enterprise DevOps deployments,” TechTarget, October 2018.\n[^2]: “2018 State of DevOps Report,” Puppet, 2018.\n[^3]: “2018 State of DevOps Report: Practical guidance for your DevOps evolution,” Puppet Blog, September 2018.\n[^4]: Ibid(2).\n\n## Open source, DevOps, and collaboration\n\nAs DevOps adoption has grown in recent years, open source has grown right along with it. One projection of the tremendous interest in open source globally shows revenues doubling in just three years to $26 billion.[^5] Collaboration is intertwined with open source, whereby software is often developed in a highly collaborative public process. In fact, global organizations across every industry have been rapidly incorporating open source best practices into how they build and deploy software.\n\nMany organizations are embracing “innersource”— essentially open source behind a firewall. Innersource is a highly collaborative development methodology using best practices from large-scale open source projects. Such projects, like Kubernetes or Microsoft’s Visual Studio Code, require coordination across literally thousands of developers and other contributors. Experiences with innersource have resulted in a [list of best practices](https://resources.github.com/whitepapers/introduction-to-innersource/) for uniting innersource, open source, and DevOps to drive collaboration and efficiency.\n\nInnersource addresses DevOps challenges by focusing not only on the collaboration of development and operations, but also on the collaboration of all teams in the software process.\n\n“Once you embrace [innersource] and see how new teams come on, you show examples of places where people can contribute and unlock bottlenecks,” says Jeremy King, Executive Vice President and Chief Technology Officer for global e-commerce at Walmart. And Jeff Jagoda, Senior Software Engineer at IBM, says that, “We see innersource as a way to improve efficiency through code reuse. But even beyond that, it’s an amazing conduit for learning and exchanging ideas and facilitating innovation within IBM.\n\n[^5]: “Projected revenue of open source services from 2017 to 2022 (in billions U.S. dollars),” Statista, 2018.\n\n## Team efforts to boost collaboration in DevOps\n\n### SAP taps into the “wisdom of the crowds”\n\nSome user organizations are frustratingly jogging in place when it comes to efforts to overcome DevOps challenges. [At SAP](https://github.com/business/customers/sap), with a single group within its huge internal development complex approached management about leveraging an innovative development platform, [GitHub](https://github.com/enterprise), to optimize collaboration among team members spread around the globe.\n\nInitial successes with GitHub spread by word of mouth. Soon, developers on other projects were sharing code and ideas for creating practical workflows, according to SAP’s Tornow. As he reported, the collaborative nature of the platform’s “commits, comments, and issues” became core ingredients for efficiency and innovation. In one case, Tornow’s group initialized a project containing just a few files on the platform. Within 24 hours, a team 12 time zones away contacted them, asking if they could contribute.\n\n### C.H. Robinson replaces siloes with collaboration–and superior software\n\nFacing rapid growth, third-party logistics leader [C.H. Robinson](https://github.com/case-studies/ch-robinson) needed to ensure its 800-person IT and developer staff worked as a team, despite being spread across numerous offices on three continents. This meant making the team’s workflows as collaborative and transparent as possible.\n\nThe relative autonomy given to developer teams also gave them freedom to choose their own tools, which caused problems in standardizing code and providing project visibility and documentation. Developers had no good way of working on someone else’s code, even if they could locate it. In an effort to empower local development teams, the company had inadvertently created a divided IT organization.\n\nTo deal with this situation, C.H. Robinson turned to GitHub. The result to date has been an organization-wide change “towards openness that surfaces the best solutions,” according to Tyler Patterson, engineering craft manager. “We’re actually doing things internally to advertise code. [The tools] let us be an open and collaborative department and team, and deliver on better products. [...] We’re harnessing the power of other developers across the world. This is what makes our IT world great.\n\n\u003e We’re harnessing the power of other developers across the world. This is what makes our IT world great.\n\n### University of Minnesota taps the power of collaboration from 230 departments and administrative units\n\nThe right collaboration platform also proved to be the engine of efficiency and [innovation at the University of Minnesota](https://github.com/case-studies/uminn), where developers are spread across the state in 230 different development departments. As with SAP, a small developer group saw a need for what it called “a social network for collaborating on code.” After this group adopted GitHub, the same platform was quickly made available across the entire 60,000-student university.\n\nAccording to Peter Walz, a system engineer at the university, the platform has resulted in expedited code pushes and more pull requests, the use of which has resulted in significant workflow improvements. “You can easily see what changes are about to made before they are merged in,” he says. Walz also reported a reduced impact on IT administration as the platform allowed users to set permissions and self-service on support. Overall, Walz said, GitHub has “simplified cross-departmental collaboration.”\n\n## GitHub is the secret sauce for collaboration\n\nAs shown, the one thing these three organizations had in common when it came to a selecting a platform to drive collaboration and efficiency to new heights is [GitHub](https://github.com/enterprise). SAP, C.H. Robinson, and the University of Minnesota join millions of organizations and developers worldwide currently using GitHub. Together, these organizations and developers make up the world’s largest open source community— sharing code, working securely together, and building better software, faster. Beyond being home to largest open source community, [GitHub is also easy to use](https://github.com/buildingthefuture). As stated by Amir Jaballah, global head of continuous delivery platform at [banking giant Societe Generale](https://github.com/case-studies/societe-generale), “I’ve rarely seen such enthusiasm for the deployment and adoption of a new solution.”\n\nAs a highly versatile platform, GitHub can be deployed as on-premises, SaaS, or a hybrid of both with GitHub Connect. Its advanced auditing and monitoring tools let development teams work together and collaborate while meeting critical requirements within the confines of the secure, internal environment.\n\nWhether it is used on-premises with existing servers or in a private cloud, GitHub can help DevOps teams boost overall development efficiency with flexible deployment options, centralized permissions, hundreds of integrations, and technical support.\n\nKey elements of GitHub include:\n\n#### Collaboration\n\nWith pull requests and issues, collaboration and code review are built into the development process. Internal and external teams can share work, discuss changes, and get feedback all in one place. This helps organizations share expertise internally and avoid reinventing field-tested solutions developed for other projects.\n\n#### Security\n\nPowered by machine learning, security alerts send notifications when vulnerable dependencies are used in a project. Since the launch of security alerts in 2017, over five million alerts have been sent to help the GitHub community keep their projects safe. Token scanning detects and invalidates secrets pushed to GitHub. This enhanced security allows companies to ship when they want to, creating an environment where companies can test and experiment refactored legacy apps and optimize outcomes. Branch protections also ensure changes are reviewed and have gone through CI, GPG verifications, and audit logs.\n\n#### Integration\n\nGitHub supports custom tools and hundreds of third party apps and services. Using services like Jenkins, CircleCI, Travis CI, or BuildKite, GitHub helps automate workflows according to a team’s production environment. The growing number of tools and integrations are accessible at the [GitHub Marketplace](https://github.com/marketplace/). They include Sentry for real-time, cross-platform crash reporting and error logging; as well as issue.sh for agile project management inside GitHub, without access to code.\n\n#### Community\n\nAs the largest open source community in the world, GitHub brings the power of [open source](https://github.com/open-source) to teams at work. Teams can tap into new projects, find solutions, and build better software with support from developers around the world.\n\n---\n\n#### GitHub is how people build software. Trusted by millions of developers and half of the Fortune 500, GitHub helps DevOps teams of every size collaborate securely—and deliver better customer experiences, faster. To start your free trial or learn more about GitHub’s solutions, visit 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Exploring foundational practices in DevOps","description":"DevOps helps teams ship high-quality products faster by reducing the friction between writing, testing, and deploying code. GitHub offers a holistic platform designed to help organizations successfully adopt DevOps, making it easier to continuously ship and improve software. ","body":"## What is a DevOps model?\n\nPeople often ask what a DevOps model is—but this misses the point of [DevOps](https://resources.github.com/devops/fundamentals/). DevOps is an approach to building software that touches the entire development lifecycle. It’s a mix of practices, culture, and technology intended to continuously deliver value to end users. \n\nIn short, there is no one-size-fits-all approach to DevOps. Its implementation varies from organization to organization. Despite this, DevOps does have a framework of practices that all organizations leverage in varying forms. \n\u003cbr /\u003e\n\n#### See how Proctor \u0026 Gamble found success with DevOps\nEvery DevOps implementation is unique and driven by a company's business needs. Find out how Proctor \u0026 Gamble made DevOps work for its business. \n\n[Learn more \u003e ](https://github.com/customer-stories/pg)\n\n\u003cbr /\u003e\n\nAt the core of DevOps is the idea that everyone responsible for a product should collaborate as a unified team. Rather than work in separate development, quality assurance (QA), security, and operations silos, DevOps brings people together to take end-to-end responsibility for planning, building, delivering, and improving software. \n\nHow DevOps works varies from one company to the next. But there are three core themes you’ll find in every organization that successfully adopts DevOps. \n\n### Everyone is responsible for quality\n\nDevOps reduces the barriers between the disciplines found in software development teams. Practitioners tend to focus on building end-to-end products instead of completing siloed, incremental projects. This means the same individual will collaborate across the full software development lifecycle from planning to building to testing and deploying a product. \n\n### Code ships when it’s ready\n\nTraditional software development practices often bundle many changes into large releases. This means customers typically wait longer for software updates. It also makes it harder to predict the knock-on effect big code changes will have, putting greater pressure on development and operations teams. \nIn contrast, DevOps favors incremental code changes that are easier to build and test—and to ship as soon as they are ready. Once a developer commits code changes to a project, [continuous integration](https://resources.github.com/devops/fundamentals/ci-cd/integration) and [deployment](https://resources.github.com/devops/fundamentals/ci-cd/deployment) (CI/CD) tools facilitate automated tests, application builds, and code integration or issue reporting. Many DevOps practitioners extend the concept of continuous improvement to their own work, measuring and adjusting their processes over time.\n\n### Automation improves quality and predictability\n\nIn a successful DevOps practice, anything that can be automated should be automated. This reduces the risk of human error and makes products easier to scale. Tools are used to automate the configuration and deployment of infrastructure, while static analysis tools find and highlight security vulnerabilities. DevOps practitioners strive to automate repetitive tasks at every stage.\n\n![DevOps operating model](//images.ctfassets.net/wfutmusr1t3h/3spcTy2ZB4VshIx4WKkGs1/526eca5198719165ff779b09036be494/DevOps_operating_model.png)\n\n## What is a DevOps operating model? \n\nCompared to traditional development methods where programming teams write code, testing teams find bugs, and operations teams take care of the infrastructure, DevOps can seem like a radical change. As a practice, DevOps fundamentally seeks to transform organizations by bringing traditionally siloed teams together across every part of the SDLC. \n\nWhile that may seem daunting, it’s possible to begin your DevOps journey with relatively small changes. To know where to start, let’s look at some of the operational implications of DevOps.\n\n\u003cbr /\u003e\n\n\u003e Our philosophy is to build automation and great DevOps for the company you will be tomorrow.\n\nSenior SCM Engineer Todd O'Connor at [Adobe](https://github.com/customer-stories/adobe)\n\n\u003cbr /\u003e\n\n### Culture\n\nTooling is often the most visible aspect of DevOps. However, DevOps starts with a cultural change intended to shift how we think about expertise and responsibility.\n\nConsider traditional software development roles such as development, testing, and operations. They encourage people to think in terms of narrowly defined responsibilities and projects rather than looking at the product as a whole. \n\nIf writing code is distinct from running it, for example, then the person writing that code is less inclined to think about how to make their work easier to deploy or more resilient in the face of increased demand. In larger organizations, separate programming, QA, and operations teams might not even know each other.\n\nA DevOps culture puts the emphasis on people and product. Distinct roles give way to individuals who share equal responsibility for delivering the product and nobody’s job is done until that software is solving problems in production.\n\nFor a DevOps culture to thrive, there are three principles an organization should adhere to:\n\n- **Autonomy:** \nEveryone has what they need to perform their role without blocking their colleagues.\n\n- **Transparency:** \nInformation flow is the currency of DevOps. Both through automated communication––such as monitoring and instrumentation––and a bias towards raising issues, DevOps culture builds feedback loops that surface and help resolve inefficiencies. \n\n- **Continuous improvement and learning:** \nIn a DevOps culture, each fix or feature is an opportunity to find better ways of working and a chance for individuals to grow. A culture of sharing means the broader organization becomes more effective over time. \n\nBy placing people above process, DevOps creates a culture where the system serves the individuals in helping them make the best possible product. And with hands-on understanding of each part of the development lifecycle rather than only a narrow area of expertise, those individuals can see how each element impacts the next. That insight leads to more thoughtful work that reduces friction across the software development lifecycle.\n\n### Team structure\n\nIn non-DevOps organizations, strict role silos separate architects from developers and developers from testers and operations professionals. From one week to the next, an individual might work on several projects without ever engaging in what happens when their job is done.\n\nDevOps shifts the focus from projects and roles to products and people. The same individual or group of people take care of a product from planning through development and on into production. The goal is to remove the barriers between developers and operations professionals and replace that with “engineers” who have an end-to-end perspective with possible specialization. Job titles may vary from one organization to the next, but the central idea is that the reality of building a software product rarely matches up with neatly demarcated job roles.\n\nBy taking a product-centric view, DevOps puts practitioners closer to customer needs, saves costly context switching, and provides the agility to solve issues faster.\n\n### Process\n\nIn DevOps, the carefully crafted plans, bureaucracy, and wide-reaching releases of traditional software development make way for practices that enable ongoing, collaborative improvement.\n\nIn particular, DevOps organizations follow processes and practices that favor:\n\n- **Incremental change:** \nRather than make large, combined releases, DevOps teams work with smaller, frequent changes that push incremental value into production sooner and are easier to plan, develop, test, and deploy. \n\n- **Continuous improvement:** \nThose incremental changes are integrated, built, and deployed via automation as soon as the tests pass, rather than relying on manual processes.\n\n### Tooling\n\nTooling is a practical manifestation of DevOps culture and process, and touches every part of the software development lifecycle. In DevOps, tools are often used to apply automation wherever possible, create feedback loops, and free up organizational resources. \n\nDevOps tools often broadly fall into four categories:\n\n- **Version control:** \nMost development teams use some form of source code management but in DevOps version control tools such as Git are a foundational tool.\n\n- **Continuous integration and deployment:** \nCI/CD tools such as GitHub Actions are used to automate the building, testing, and deployment of code changes, and are usually triggered by a Git commit.\n\n- **Infrastructure as code:** \nTools such as Azure ARM are used to manage and scale virtual machines, [containers](https://resources.github.com/devops/fundamentals/containerization), and serverless code programmatically to meet real-time demand.\n\n- **Observability:** \nTesting, monitoring, and reporting tools are used to understand system performance and uptime and create feedback loops to improve services.\n\n![DevOps framework](//images.ctfassets.net/wfutmusr1t3h/iHQnsVY46qCNxPFsY3d2t/8adfb822348cb20ce0a1deeffa7e7abf/DevOps_framework.png)\n\n## DevOps model advantages and disadvantages\n\nDevOps has proven its value in thousands of software development organizations across the world. [According to Microsoft’s Enterprise DevOps Report](https://azure.microsoft.com/en-us/resources/enterprise-devops-report-20202021/), elite DevOps organizations ship code 4-5x faster than other organizations. \n\nHowever, before you adopt DevOps in your organization you should be sure that you understand both its advantages and disadvantages. \n\nSpecifically, you should consider the following in relation to your products, people, and strategic goals:\n\n- The tradeoff between the work to adopt DevOps and the benefits you’ll reap\n\n- How your technology teams are structured and culturally interact with one another\n\n- The adaptability of the software that you build; for example, some architectures and tech stacks will adapt to DevOps more easily than others\n\nLet’s look at some of the advantages and disadvantages of the DevOps model in a little more detail.\n\n### DevOps model advantages\n\nDevOps can offer measurable improvements across each part of the software development lifecycle. To realize those gains takes a concerted, organization-wide effort to change culture, process, and tooling. In practice, organizations that successfully adopt DevOps typically report the following benefits:\n\n- **Faster delivery:**\nDevOps helps get value to users faster by breaking work into incremental improvements, rather than large releases, and pushing code changes to production as soon as it is ready. Depending on their velocity, some organizations ship multiple code releases every day.\n\n- **More automation:** \nDevOps practices apply automation to much of the software development lifecycle to improve and standardize the testing, building, integration, and deployment of code. That reduces organizational costs by reducing the number of repetitive tasks team members work on. It’s also good for the developer experience—developers spend less time doing repetitive tasks and have more time to focus on creative and complicated work.\n\n- **Increased quality:** \nSimilarly, automation of processes such as testing and security analysis reduce the risk of bugs and vulnerabilities making it into production.\n\n- **Improved process scalability:** \nData-driven process and iterative change improve the organization’s ability to grow. Along with automation, explicitly defined culture, and continuous improvement, they enable smaller teams to deliver more value while making it easier to onboard new team members.\n\n- **More scalable products:** \nAt the product level, DevOps’ preference for incremental releases makes it easier to scale a product to meet real-time system demand from end users.\n\n- **Greater resilience:** \nBy encouraging feedback loops through automated monitoring and reporting tools, DevOps helps teams to build more resilient software. And where problems arise, DevOps automation and [tooling](https://resources.github.com/devops/tools/) help get fixes into production faster than traditional software development practices.\n\n### DevOps model disadvantages\n\nMost organizations start slow and build their DevOps culture over time. However, there are those that only partially adopt DevOps and consequently realize only limited benefits. Others implement DevOps processes without adapting them to the specific needs of their people, strategy, and products. \n\nSo, what are the possible disadvantages of a poorly designed DevOps strategy? \n\n- **DevOps is an ongoing process, not a one-time change:** \nIn successful DevOps organizations, DevOps is the natural way of working. People default to thinking in terms of products, collaboration happens without intervention, and everyone looks for ways to improve the process. Without ongoing reinforcement, it becomes harder to maintain that momentum.\n\n- **Misaligned tooling:** \nAs the most visible aspect of a DevOps practice, it’s tempting to mistakenly confuse the adoption of DevOps tools as the adoption of DevOps. However, without the right culture and practices, DevOps tooling will grate against existing processes.\n\n- **Implementations are not maintained:** \nEven when you have the right tools and the broader context to support them, integrating them into a single [DevOps pipeline](https://resources.github.com/devops/pipeline) requires an ongoing commitment. Without that, a gap can form between process and tooling, requiring manual interventions.\n\n![DevOps Maturity Model](//images.ctfassets.net/wfutmusr1t3h/1TRT1zYAmqKqedIUGMg7Nj/8c423d4b46c744e8bdb80949fb2262bc/DevOps_Maturity_Model.png)\n\n## What about a DevOps maturity model?\n\nIntroducing DevOps to your organization is an ongoing journey with different levels of adoption across the many different stages of product delivery. DevOps is as dynamic as a business needs it to be, and its implementation varies from organization to organization. \n\nThis means there isn’t one defined DevOps maturity model. At GitHub, we shy away from talking about DevOps maturity models because it implies there’s a checklist any organization can use to achieve “DevOps.” This isn’t true. At its core, DevOps is an ongoing practice. However, there are common steps and markers of success businesses can work towards. \n\n\u003cbr /\u003e\n\n\u003e Our philosophy is to build automation and great DevOps for the company you will be tomorrow.\n\nSenior SCM Engineer Todd O'Connor at [Adobe](https://github.com/customer-stories/adobe)\n\n\u003cbr /\u003e\n\nTake, for example, a company that is considering moving towards adopting a DevOps practice. At their starting point, the development and operations teams may be siloed and focused on their individual roles. That means that as the development team builds code, the operations team is forced to react to support that code. A good first step for this organization might involve bringing both teams together to begin planning, building, and shipping code collaboratively. \n\nAt the other end of the spectrum are organizations whose entire SDLC is automated and feature deep collaboration. Product-focused teams work together to deliver continual improvements, using automation and specialized DevOps tooling at each stage.\n\nSo even though every organization’s DevOps adoption journey is unique, these are key principles that indicate success. Here’s If you do these things you're doing DevOps well—but depending on your industry, you'll have things that are particular and necessary to your DevOps practice.\n\n**Key stages in the DevOps adoption journey**\n\n| Experimental DevOps | Learned DevOps | Proactive DevOps | Native DevOps |\n| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |\n| One or two teams are exploring DevOps Role-based silos still largely in place Some experimentation with automation but manual intervention needed for each step No formal process | Some parts of the organization have adopted collaborative product teams Those teams are using DevOps tooling to good effect but each team has their own approach Process is forming and largely learned from what other organizations are doing | All new products start out under the DevOps model Measurements are in place to monitor process effectiveness and feed into improvements Process is starting to become adapted to the needs of the organization Most of the organization is using DevOps tooling | DevOps is adopted across the organization The DevOps process is tuned precisely to the organization’s needs, with regular updates as circumstances change Test, build, deployment are automated using DevOps tooling All teams are product-focused, with an easy flow of communication and collaboration across the full organization |\n\n\u003cbr /\u003e\u003cbr /\u003e\n\n## Build your DevOps practice on GitHub\n\nGitHub is an integrated platform that takes companies from idea to planning to building to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure. \n\n[Compare pricing plans \u003e ](https://github.com/pricing)\n\n\u003cbr /\u003e\n\n| Go from planning to building | Increase developer velocity | Automate everything | Secure your code as you write it |\n| :----------------- | :------------------- | :------------------- | :------------------- |\n| Build roadmap plans right next to your codebase and quickly assign tasks to team members with powerful project boards and tables that are fully integrated into your project. \u003cbr /\u003e\u003cbr /\u003e [Learn about GitHub Issues](https://github.com/features/issues)\u003cbr /\u003e \u003cbr /\u003e| Reduce the time to commit. Eliminate environment management and context switching for your developers. Simplify IT procurement and maintenance with a secure, managed space in the cloud.\u003cbr /\u003e\u003cbr /\u003e[Explore Codespaces](https://github.com/features/codespaces) \u003cbr /\u003e\u003cbr /\u003e| Automate all your software development workflows. Scale reliably and securely with powerful development, test, and automation infrastructure, fully managed by GitHub\u003cbr /\u003e\u003cbr /\u003e[Learn more about GitHub Actions](https://github.com/features/actions)\u003cbr /\u003e\u003cbr /\u003e | Secure your code, dependencies, tokens, and sensitive data through the entire software development lifecycle and automatically resolve vulnerabilities. \u003cbr /\u003e\u003cbr /\u003e[See how we help you stay secure](https://github.com/features/security/)\u003cbr /\u003e\u003cbr /\u003e|\n\n[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"4nxPUpCYne0oZ5X02DWzNE","type":"Entry","createdAt":"2022-05-25T00:55:42.696Z","updatedAt":"2022-05-25T00:55:42.696Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"locale":"en-US"},"fields":{}},"gated":false,"sfCampaignID":"7015c000001SNN7AAO","campaign":"Resources_Contact_Us","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3qHQ6eSp20iGQrFIfaBJnn","type":"Entry","createdAt":"2022-09-29T19:33:25.277Z","updatedAt":"2024-11-21T18:47:33.914Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":240,"revision":109,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}},"locale":"en-US"},"fields":{"name":"Form_Ungated_Contact","title":"Wondering 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Discover the DevOps model that separates successful DevOps teams from those that fail."}},"topics":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"2rym8Y8A56ngjMrr6oSlmh","type":"Entry","createdAt":"2024-01-11T21:00:35.775Z","updatedAt":"2024-11-21T18:57:56.722Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":186,"revision":94,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"devops","label":"DevOps"}}]}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"1ixQDISHNhPFChkIlToY4V","type":"Entry","createdAt":"2023-08-24T13:16:42.376Z","updatedAt":"2024-02-21T16:26:24.109Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":3,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"page"}},"locale":"en-US"},"fields":{"path":"/devops/pipeline","content":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6287cW2v0IOgk3D8lwWCcs","type":"Entry","createdAt":"2022-05-26T15:57:13.210Z","updatedAt":"2024-10-17T17:50:20.088Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":137,"revision":48,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"resourceContainer"}},"locale":"en-US"},"fields":{"internalTitle":"Resource Page for /devops/pipeline","path":"/devops/pipeline","title":"What is a DevOps pipeline? A complete guide","description":"A DevOps pipeline combines processes, tooling, and automation to enable organizations and software teams to build, test, and deliver high-quality software quickly to end users.","body":"\u003cscript type=\"application/ld+json\"\u003e{\"@context\":\"https://schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"What is a DevOps pipeline? A complete guide\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"A DevOps pipeline combines processes, tooling, and automation to enable organizations and software teams to build, test, and deliver high-quality software quickly to end users.\"}}]}\u003c/script\u003e\nDevOps has reshaped how organizations build and deploy software through a combination of people, processes, and products that impacts every stage of the software development lifecycle (SDLC). Its primary goal: to deliver value through better, high quality software solutions, faster, to end users. \n\nFor many organizations, achieving this involves applying automation to key stages within the SDLC to improve software quality through testing and increase the speed of delivery. When combined with tooling and the right processes, this automation is typically referred to as a DevOps pipeline. \n\nIn this guide, we’ll look at the role a DevOps pipeline plays in the implementation of a successful DevOps practice and answer the following questions:\n\n* What is a DevOps pipeline?\n* What are the benefits of a DevOps pipeline?\n* What are the stages of a DevOps pipeline? \n* How do you create a DevOps pipeline?\n\n## What is a DevOps pipeline?\n\nA DevOps pipeline is a combination of automation, tools, and practices across the SDLC to facilitate the development and deployment of software into the hands of end users. Critically, there is no one-size-fits-all approach to building a DevOps pipeline and they often vary in design and implementation from one organization to another. Most DevOps pipelines, however, involve automation, continuous integration and continuous deployment (CI/CD), automated testing, reporting, and monitoring. \n\nImportant concepts in any successful DevOps pipeline are that it's repeatable, continuous, and always on. Nothing in a DevOps pipeline should be an isolated event, but instead comprise a larger system where each step is defined by its repeatability. \n\nImportantly, building a DevOps pipeline is often one of the most tangible elements for organizations looking to adopt [DevOps](https://resources.github.com/devops/fundamentals/), which is defined as much by its cultural dimension that favors deep collaboration as it is by automation and specific tooling. \n\nWith the right technology and investments in people and processes, any organization can build an always-on DevOps pipeline—even if it’s a simple one to start. But without fully adopting a DevOps culture that prioritizes incremental development work and deep, cross-functional collaboration across the SDLC, organizations are unlikely to realize the full value of a DevOps pipeline. \n\n## What are the benefits of a DevOps pipeline?\n\nAt its most basic, a DevOps pipeline utilizes automated processes and tooling to enable organizations to quickly build, test, and deliver software to end users—and that means the primary benefit of a DevOps pipeline is speed to deployment. \n\nBut the best DevOps pipelines also include automated testing suites to balance the speed to deployment with ensuring organizations are shipping high-quality, secure software. This highlights the primary goal of any DevOps practice: to deliver better software faster to end users. \n\nIn practice, organizations that successfully design and implement a DevOps pipeline will also commonly experience the following benefits: \n\n### Faster software delivery\n\nA DevOps pipeline is designed to facilitate the faster delivery of value (typically software) to end users through a set of automated processes. through the SDLC, tools that enable organizations to build, test, and ship software at speed, and practices that favor high-pace, incremental code changes. The most common example of this comes via [CI/CD](https://resources.github.com/ci-cd/), which automates the builds, testing, and delivery of software in a DevOps pipeline to enable faster software delivery. \n\n### More reliable and higher-quality software\n\nDevOps pipelines typically apply automated tests throughout the SDLC both for functionality and security—particularly in the case of organizations that embrace [DevSecOps](https://resources.github.com/devsecops/fundamentals/guide/), which builds upon DevOps by prioritizing security. While the end result depends on the level of testing an organization automates and applies to their pipeline, the common benefit you can expect to see after standing up a DevOps pipeline is more reliable and higher-quality software that has been subjected to a consistent set of tests before deployment. **\n\n### Reduced risk\n\nBy prioritizing consistently applied, automated testing throughout the SDLC, a DevOps pipeline enables organizations to reduce the risk of issues and bugs making their way into production software. Automation also is often applied to repetitive tasks, which can reduce the risk of human error. This benefit is primarily driven by practices such as CI/CD, which leverage automation to expedite the delivery of software and automated tests to detect potential issues as soon as code changes have been committed to the codebase. \n\n### Automation reduces the need for manual efforts\n\nA core element of any DevOps pipeline is automating tedious tasks that can be better handled by computers. This introduces greater efficiency by reducing the need for manual effort on otherwise time-consuming and repetitive tasks. It also enables organizations to direct resources towards building and shipping software by freeing up one of the most precious asset software teams have: time. \n\n### Shorter review times (and faster resolution times)\n\nIn a DevOps pipeline, automated tests are applied at key points within the SDLC—both to assess the functionality and security profile of code changes. Each organization will implement its own unique testing suite, but the net benefit is a DevOps pipeline often results in shorter review times for new code. DevOps pipelines also commonly lead to faster resolution times when issues are identified within code via a combination of continuous monitoring and reporting. \n\n## Stages of the DevOps pipeline\n\nA common way people often explain a DevOps pipeline is by comparison to an assembly line. Each part of the SDLC is analyzed to establish a consistent set of automated and manual processes. The result is improved efficiency and consistency in terms of the overall output. \n\nBut unlike an assembly line, DevOps isn’t an end-to-end process with a definite beginning and end. Instead, DevOps is a cycle of continuous improvement where even after software is shipped improvement continues. \n\nIn practice, that means that even as a new software feature might take a linear path through stages of development, the overall system (and even that feature) goes through a continuous cycle of iteration.\n\nTo understand this, it helps to break down the stages of a DevOps pipeline—and how they feed back into one another. \n\n![DevOps Pipeline Infinity](//images.ctfassets.net/wfutmusr1t3h/2yycTRb93twEoCbO5n75dW/a5026e233832255d6cc73904bb6a7139/infinity.png)\n\n**Plan**\n\nEvery DevOps pipeline starts in the planning stage where new features or fixes are introduced and scheduled. At this stage, the primary goal is to ensure people who play different roles within the larger DevOps practice are collaborating from the start—and that means working together to understand user needs, design a solution, understand the implications of the change, and ensure it fits smoothly into the existing system.\n\n**Code**\n\nIn the coding stage, organizations begin writing code according to the plan and track their work via a version control system such as Git. At this point in a DevOps pipeline, developers may use a number of [tools](https://resources.github.com/devops/tools/) in their development environment to introduce consistency in code styling and identify any potential security flaws. This might include utilizing tools such as a cloud-hosted IDE (integrated development environment), which are often used to introduce consistency across development workflows and increase the speed at which coding environments can be spun up. \n\n**Build**\n\nThe build stage is when a DevOps pipeline fully kicks into gear and begins once a developer commits code changes to a shared repository. At this point, a developer may submit a pull request to merge their code changes with the codebase. This will alert someone else on the team to review their code before approving the merge. At the same time, a typical DevOps pipeline will initiate an automated build process that merges the codebase and begins a series of integration and unit tests. If any of these tests or the build itself fails, the pull request will also fail and the developer will get a notification about the issue. \n\nThis level of workflow automation in a DevOps pipeline helps organizations mitigate any potential build integration problems and identify any bugs or security issues at an earlier point in the SDLC. \n\n**Test**\n\nAfter a build is approved, the testing stage in a DevOps pipeline begins and the build will be deployed to a testing environment that closely mirrors the production environment. Some organizations may elect to adopt infrastructure-as-code (IaC) in their DevOps pipeline to automate the provisioning of a testing environment for staging. Others may have dedicated, pre-built testing environments ready for any new build—the choice largely depends on an organization’s needs and computing resources. \n\nOnce the build is deployed to the test environment, it will be subject to a number of automated and manual tests. This may include automated security tests such as dynamic application security testing (DAST) and interactive application security testing (IAST) to identify any vulnerabilities or risk areas. It can also include manual user acceptance testing (UAT) where team members will use the application and notate any potential problems or bugs a customer may encounter. \n\nEvery organization will have its own unique automated and manual testing suite and strategy during the test stage in their DevOps pipeline. But this stage, critically, provides a space for organizations to apply their tests without disrupting the development workflow. \n\n**Release**\n\nThe release stage marks the point in a DevOps pipeline where a new build has been fully tested and is ready to be deployed. In addition to the code itself having been tested, its operational performance has also been cleared leaving organizations confident that it will successfully run in production without being affected by any undiscovered bugs or issues. \n\nAt this stage, some organizations will elect to automatically deploy code when it reaches this stage in a practice commonly called continuous deployment. This is how some software teams deploy several code changes a day. Others may instead decide to manually release a new build into production and include a final approval stage. And still others will schedule automated releases to happen on certain days or at certain times. \n\nCI/CD platforms and other DevOps tools enable organizations to build a release cadence that best works for them—and apply automation throughout the release stage in their DevOps pipeline. \n\n**Deploy**\n\nOnce a build has been released, it should be ready to deploy into production. At this stage in a DevOps pipeline, organizations will leverage a number of tools to automate the deployment process by provisioning new production environments via IaC or orchestrating a blue-green deployment (this is where code changes are slowly rolled out to a percentage of users in a new environment while the old codebase remains operational for other users in a separate environment). A blue-green deployment strategy also enables organizations to quickly migrate users back to an old build in the event that anything goes wrong. \n\n**Operate**\n\nA DevOps pipeline doesn’t end once an application is deployed—that’s when the operational stage begins and organizations need to make sure everything is running smoothly. \n\nThis stage includes infrastructure orchestration and configuration settings that will enforce rules to automatically scale resources to meet real-time demand. It also will often include mechanisms to capture user activity within the application such as behavioral logging and customer feedback forms. \n\nThe goal in the operations stage is implied by the name of the stage itself: To successfully operate the application and underlying infrastructure and search out ways to improve the operational profile of the software itself. \n\n**Monitor**\n\nBuilding upon the operational stage of a DevOps pipeline, organizations will set up automated [monitoring tools](https://resources.github.com/devops/tools/monitoring) to identify potential performance bottlenecks, applications issues, and user behavior. This stage requires implementing tooling to collect data on application and infrastructure performance, and then pass actionable items back to the product teams to either resolve outstanding issues or develop new features to support existing user behaviors in the application. \n\nEven though this is the ‘last’ stage of a DevOps pipeline, it’s important to understand that the process itself is continuous—ie, monitoring tools help organizations identify areas for additional planning and iteration to feed back through the DevOps pipeline.\n\n## How do you build a DevOps pipeline? Understanding the core practices \n\nNo two DevOps pipelines look precisely the same. That’s because each one reflects the particular needs of the organization it serves. However, there are elements of tooling and process that tend to feature in typical DevOps pipelines. \n\nThose core elements are a mix of process, culture, and tooling and include the following core practice areas: \n\n- **Continuous integration (CI):**\nWhen many people work on the same codebase, the difference between each person’s branch of the code grows more and more as they continue to work. The bigger the change, the harder it is to merge it back into the main codebase. CI encourages each person to merge their work frequently back into the main branch. That way, conflicts are easy to spot and each person’s work has less chance of diverging from what their colleagues are doing. \n\n- **Continuous deployment:**\nContinuous deployment builds upon continuous integration by automatically pushing new changes down the pipeline into various environments–shared developer, test, UAT, and yes even production environments–in an automated fashion using a common set of tools. Considered one of the more advanced examples of automations in a DevOps practice, continuous deployment makes it simple for any code commits to move right to production once they pass all necessary pre-defined tests. \n\n- **Continuous testing:**\nWhen a code commit is made, most DevOps pipelines initiate some form of automatic testing. Regression tests check that the change doesn’t break existing functionality. Unit tests ensure that the code change provides the expected outputs. Functional testing might ask a person to intervene and use the new version of the code. A failed test will halt the pipeline and prevent the code from being merged or deployed.\n\n- **Continuous monitoring:**\nData is the lifeblood of the DevOps pipeline. Monitoring tools help at each stage but are primarily used in production to give a picture of the application’s health.\n\nSpecific DevOps tools enable organizations to stand up these practice areas—for instance, a CI/CD platform is used to build automated workflows to support continuous integration and continuous delivery (or continuous deployment). \n\nBut tools alone do not create a successful DevOps pipeline. That requires dedicated resources to plan out the ideal SDLC, determine key areas that can be automated to improve the speed and quality of deployments, a strategic automated testing suite, and a culture that prioritizes deep collaboration between different roles throughout the SDLC. \n\n*[Learn how to build a CI/CD pipeline to build your DevOps practice \u003e ](https://resources.github.com/ci-cd/)*\n\n## Build and accelerate your DevOps pipeline on GitHub\n\nStay ahead at every step with automation from code to cloud. GitHub is an integrated platform that takes companies from idea to planning to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure. \n\n*[Schedule a CI/CD demo \u003e ](https://github.com/enterprise/contact?ref_cta=Schedule%2520a%2520CI%252FCD%2520demo\u0026ref_loc=DevOps_header\u0026ref_page=%2Flearn%2Fdevops\u0026utm_campaign=DevOps_demo)*\n\n### DevOps automation, delivered\n\nSpend more time on the code that matters—and less on the tasks that slow your developers down. With tools like GitHub Actions and Packages, GitHub makes powerful CI/CD and automation part of your entire DevOps pipeline.\n\n**PLAN**\n\nCoordinate, manage, and update your work in one place with GitHub issues, discussions, and project boards. Then stay organized and on track by integrating the planning and project management tools you already use. \n\n[Explore project management tools](https://github.com/marketplace?category=project-management) \n\n**CODE** \n\nCollaborate, create, store code, and accelerate development with GitHub and Codespaces. Add in code quality integrations to automate code reviews for style, quality, security, and test‑coverage checks when you need them. \n\n[Explore code quality tools](https://github.com/marketplace?category=code-quality)\n\n**BUILD**\n\nShip faster with automated continuous integration powered by [GitHub Actions and Packages](https://github.com/features/actions). Trigger workflows based on GitHub events and publish your packages wherever you like, all with native tooling commands.\n\nExplore [mobile CI](https://github.com/marketplace?category=mobile-ci), [container CI](https://github.com/marketplace?category=container-ci), or all [CI tools](https://github.com/marketplace?category=continuous-integration)\n\n**TEST** \n\nStop bugs from getting to production by adding testing to your Actions workflows—including testing integrations from our partners and community. \n\n[Explore testing tools](https://github.com/marketplace?category=testing)\n\n**DEPLOY**\n\nAutomate continuous delivery with Actions or trigger deployment integrations from common CI/CD providers and major public clouds with GitHub any event. \n\n[Explore deployment tools](https://github.com/marketplace?category=deployment)\n\n**MANAGE** \n\nConnect your code to the management, logging, alerting, and monitoring tools your team uses in production. Easily measure impact, analyze performance, and monitor the impact of your code on your systems and users. \n\n[Explore analytics, alerting, logging and monitoring tools](https://github.com/marketplace?category=monitoring) \n\n**SECURE**\nKnow your code stays secure at every step with [CodeQL](https://securitylab.github.com/tools/codeql), [Dependabot](https://docs.github.com/en/free-pro-team@latest/github/managing-security-vulnerabilities/configuring-github-dependabot-security-updates), and the security tools you use today.\n\nExplore [security](https://github.com/marketplace?category=security) and [dependency management](https://github.com/marketplace?category=dependency-management) tools\n\n### Resources\n\n## Better practices for better DevOps\n\n| How automation and CI/CD work on GitHub | The GitHub guide to DevSecOps | Top tips for faster development |\n| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |\n| Compared with other automation or CI/CD tools, GitHub Actions offers native capabilities right in your GitHub flow. [Get the guide \u003e](https://resources.github.com/devops/tools/automation/actions/) | Learn how to start building security into your DevOps workflow and pipeline to ship higher-quality software. [Get the guide \u003e](https://resources.github.com/whitepapers/Architects-guide-to-DevOps/) | Get best practices, tips, and actionable insights into how to to build software at speed—all from best-in-class teams. [Get the guide \u003e](https://resources.github.com/whitepapers/Seven-Tips-for-Faster-Development/) |\n\n\u003cbr /\u003e\u003cbr /\u003e\n\n## Join the world’s best teams\n\u003cbr /\u003e\n\n![DevOps Pipeline Logos](//images.ctfassets.net/wfutmusr1t3h/52IbT6CgR0bYqA2pdFz04U/3e4a0515ff1dc953486842693d655ac5/Worlds-best-teams.png)\n\n\u003cbr /\u003e\n\n\u003e CI/CD with GitHub Actions allows us to build, test, and deploy right from GitHub. We've reduced build time from 80 to 10 minutes.\n\nEngineering Architect\nPinterest\n\n\u003cbr /\u003e\n\n*[See how Pinterest builds and simplifies workflows \u003e ](https://github.com/customer-stories/pinterest)*\n\n*[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)*\n","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"0TrHg6FrTZRvu3H98Vh5X","type":"Entry","createdAt":"2022-05-26T15:52:57.754Z","updatedAt":"2022-05-26T15:52:57.754Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"locale":"en-US"},"fields":{}},"gated":false,"sfCampaignID":"7015c000001SNN7AAO","campaign":"Resources_Contact_Us","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3qHQ6eSp20iGQrFIfaBJnn","type":"Entry","createdAt":"2022-09-29T19:33:25.277Z","updatedAt":"2024-11-21T18:47:33.914Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":240,"revision":109,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}},"locale":"en-US"},"fields":{"name":"Form_Ungated_Contact","title":"Wondering how GitHub can help your business?","subtitle":"Tell us more about your needs","eloquaFormName":"ContactUs_TemplateForm","formCTA":"Contact GitHub","formElements":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3Euizanl72D7hjUPBu1cz4","type":"Entry","createdAt":"2023-04-04T12:27:44.815Z","updatedAt":"2024-11-21T18:50:24.686Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":364,"revision":182,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"label":"Last name","htmlName":"lastName","type":"text","placeholder":"Last name","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6FMPEpNvfZnVg5o5pNdmAz","type":"Entry","createdAt":"2023-04-04T12:27:23.053Z","updatedAt":"2024-11-21T18:50:31.728Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":365,"revision":182,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"label":"First name","htmlName":"firstName","type":"text","placeholder":"First name","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6s0zB2lwQZz6ZhWkZQd5r0","type":"Entry","createdAt":"2022-09-29T18:54:51.900Z","updatedAt":"2024-11-21T18:50:59.400Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":226,"revision":108,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"label":"Work Email","htmlName":"emailAddress","type":"email","placeholder":"you@company.com","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3IumXBD9IQf1aCt2cTCoVh","type":"Entry","createdAt":"2023-06-23T19:25:51.253Z","updatedAt":"2024-11-21T18:50:49.013Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":204,"revision":101,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"label":"Phone","htmlName":"phone1","type":"tel","placeholder":"12 3456 7890","required":false}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5HOQnFx9120Wj4hlsjXaJn","type":"Entry","createdAt":"2022-03-12T20:19:03.843Z","updatedAt":"2024-11-21T18:50:03.222Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":366,"revision":182,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"label":"Company","htmlName":"company","type":"text","placeholder":"Acme, Inc","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"1MS9X9RNVd6BmPN91fMsVg","type":"Entry","createdAt":"2022-09-29T19:31:39.832Z","updatedAt":"2024-11-21T18:50:39.044Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":201,"revision":100,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"label":"What can we help you with?","htmlName":"contactComments","type":"textarea","placeholder":"Tell us how we can help. 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developers need\n- How insights, automation, productivity, and security tools improve the developer experience","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"4LwAnwp0AENgjLYB0efGk0","type":"Entry","createdAt":"2021-11-19T17:40:08.151Z","updatedAt":"2022-03-13T21:30:18.083Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"video"}},"locale":"en-US"},"fields":{"speakers":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5apAZEzFkgDGdnTMxQHm8P","type":"Entry","createdAt":"2021-11-19T17:40:02.460Z","updatedAt":"2024-10-09T18:50:05.003Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":32,"revision":15,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"person"}},"locale":"en-US"},"fields":{"name":"Kelly 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Organizations will often invest in building out a \"DevOps toolchain,\" or collection of tools to use in its DevOps practice, to address each stage of the SDLC.","body":"A DevOps toolchain is a core tenant of any DevOps practice, helping organizations apply automation to the SDLC and improve their ability to deliver higher-quality software faster. It’s also one of the more tangible aspects of DevOps. \n\nSome organizations will invest in an “all-in-one” platform to build their DevOps toolchain. Others will integrate different best-of-breed solutions to create a toolchain. But critically, there is no one-size-fits-all approach to DevOps or building a DevOps toolchain. \n\nIn this guide, we’ll explore how the best DevOps toolchains address each stage of the SDLC. This includes: \n\n* Planning and collaboration tools\n* Build tools\n* Continuous integration tools\n* Continuous deployment tools\n* Operations and continuous monitoring tools\n* Security and DevSecOps tools\n\n## DevOps planning and collaboration tools\n\nIn large part, DevOps seeks to bring previously siloed teams together across all stages of the SDLC—and that starts at the planning stage. From chat applications to project management tools, there are a number of tools organizations can implement in their DevOps toolchains to better align and encourage collaboration in an organization during its planning stages. \n\nDevOps planning and collaboration tools generally fall into two buckets: \n\n- **Product and roadmap planning:**\nHaving a centralized place to plan, track, and manage work is a foundational capability for any modern development team—and DevOps organizations, too. The best tools help organizations build plans, sprints, and roadmaps while being able to assign and track work from the initial plans to the delivered end product. Need an example? Try looking at [our own public product roadmap plans](https://github.com/orgs/github/projects/4247), which we build using [projects on GitHub](https://github.com/features/issues). \n\n- **Team communication:**\nMaintaining communication throughout the planning process is key to spurring collaboration—and having a preserved record of conversations that led to a given decision can be incredibly helpful. Tools such as [GitHub Discussions](https://resources.github.com/devops/process/planning/discussions), chat applications, and issue trackers that enable team conversations are key here. GitHub provides apps to help your team integrate with [Slack](https://slack.github.com/) or [Microsoft Teams](https://teams.github.com/). The best tools will integrate with your project planning, too. That means you can turn a discussion into an executable piece of work, or turn an idea into a discussion if more conversation is needed before work can start. \n\n## DevOps build tools\n\nOnce developers commit code changes to a central repository, the build stage begins—and that means using version control to create shared repositories, provisioning development environments, and integrating code, among other things. At this stage, organizations typically leverage the following DevOps tools: \n\n- **Version and source control:** \nA version control system is designed to automatically record file changes and preserve records of previous file versions, which enables code rollbacks, historical references, and multiple code branches allowing developers to collaboratively code and work in parallel. \u003cbr /\u003e\u003cbr /\u003ePlatforms such as [GitHub](https://docs.github.com/en/repositories) offer version control and source control with features such as [pull requests](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-pull-requests), which enable individual developers to get reviews on proposed code changes before they are integrated into the main code branch. The best version and source control platforms integrate with your broader DevOps toolchain, and enable product teams to collaborate across the SDLC. \n\n- **Pre-production development environments:**\nIn a DevOps practice, developers need to leverage virtual environments that mirror production as closely as possible. These environments are identical to one another and easy to provision, so that all developers can quickly build and test code changes in consistent environments. \u003cbr /\u003e\u003cbr /\u003eOrganizations will often leverage containerization platforms and registries such as [GitHub Packages](https://github.com/features/packages) to build standardized, pre-production environments for development teams. Ideally, these platforms should integrate into the source control solution so that when a team member commits new code, it triggers the automated provisioning of a pre-production environment. \n\n- **Cloud-based integrated developer environments (IDE):**\nCloud-based IDEs offer comprehensive development environments that are pre-configured and can be quickly provisioned. These are an increasingly popular tool in DevSecOps (and development circles more broadly, for that matter) since they help standardize developer environments including security configurations across machines. And since they’re centrally managed, cloud-based IDEs also keep code off an individual developer’s computer, which can improve overall development security. \u003cbr /\u003e\u003cbr /\u003eTools such as [GitHub Codespaces](https://github.com/features/codespaces) also feature deep integrations into core DevOps platforms. This can improve development speeds by cutting down the amount of time it takes to spin up a developer environment—and reducing the need to wait for running builds and tests locally. \n\n- **Infrastructure as code:**\nThe rise in cloud infrastructure, or Infrastructure as a Service (IaaS), has made it simpler to quickly provision resources to meet real-time demand. It’s also introduced a need among organizations to manage complex cloud-based infrastructure at scale—both to provision new resources as they’re needed and to manage resource clusters for pre- and post-production environments. \u003cbr /\u003e\u003cbr /\u003eInfrastructure as code (IaC) draws on DevOps best practices to provision and manage cloud infrastructure resources right from a version control system like GitHub via YAML files. These files specify a CI/CD workflow automation that is triggered by an event such as a pull request, code commit, or code merge. Once this event happens, the workflow automates the provisioning and management of cloud infrastructure resources.\u003cbr /\u003e\u003cbr /\u003eSince IaC relies on a combination of YAML configuration files that are stored in a shared repository, it’s critical to make sure your version control and CI/CD platform of choice integrate seamlessly. Tools such as [GitHub Actions](https://github.com/features/actions) offer this type of integration, which make it easier to manage infrastructure right from your repository with CI/CD. \n\n## DevOps continuous integration tools\n\nContinuous integration (CI) is a mainstay of any DevOps practice and combines the cultural practice of frequent code commits with automation to integrate that code successfully and create builds.\n\nTo successfully adopt CI, DevOps organizations typically use tools and platforms that do three things: \n\n- **CI:**\nAs a practice, CI often involves committing multiple code changes a day to a shared repository and using automation to integrate these changes, applying a series of automated tests to the merged codebase to ensure its stability, and preparing the codebase for deployment. This level of automation requires deep integration between a version control solution and the larger CI/CD platform, which enables DevOps organizations to build CI/CD pipelines that are triggered by a code commit. \u003cbr /\u003e\u003cbr /\u003eWhen you’re looking for a good CI solution, you’ll want to make sure it easily integrates with your version control solution. This integration is key to making sure you can build an automated pipeline that starts as soon as your development teams commit code changes. \u003cbr /\u003e\u003cbr /\u003eA good example of this level of integration comes with the [GitHub platform](https://github.com/home), which features [platform-native CI/CD via GitHub Actions](https://github.com/features/actions) and also features a number of [pre-built integrations for third-party CI/CD services](https://github.com/marketplace?type=actions). You’ll also want to make sure that whatever CI/CD platform you choose can automatically apply tests at all stages of the SDLC and includes native support for containerization platforms.\n\n- **Automated testing:**\nAutomated testing tools are a core part of any DevOps toolchain. Most platforms will offer automated testing as a capability making it simple to incorporate automated tests into key parts of the pipeline—for instance, after a code change is merged to the main branch. \u003cbr /\u003e\u003cbr /\u003eThe goal is to have a comprehensive testing strategy with basic unit tests, integration tests, and acceptance tests that are applied at key points in the SDLC. The best testing tools integrate seamlessly with—or are part of—your CI/CD platform and offer built-in code coverage and testing visualization. You’ll also want to look for testing platforms that enable matrix build testing capabilities, or allow you to simultaneously test builds across multiple operating systems and runtime versions. \u003cbr /\u003e\u003cbr /\u003eIt’s also a good practice to ensure that your automated test solution of choice comes with monitoring and alerts that integrate with your chat application of choice. This means that if something breaks, you can quickly get a notification and work to fix whatever the underlying problem. Tools such as [GitHub Actions](https://github.com/features/actions), for instance, can be used to send alerts to chat applications once a test fails for quicker remediation. \n\n- **Packaging:**\nOnce code changes clear all tests in a CI/CD pipeline, they are packaged into independent units of code and prepared for deployment. DevOps organizations will typically leverage a package manager like [GitHub Packages](https://github.com/features/packages) to facilitate the delivery of software packages to a shared repository in preparation for a release. \u003cbr /\u003e\u003cbr /\u003ePackage managers help remove the need for manual installations and help bundle code dependencies within a given project. There are different package managers for different code libraries—but you should ideally look for a solution that integrates with your version control system and your CI/CD platform. \n\n![Reflect tools](//images.ctfassets.net/wfutmusr1t3h/TdLPy6OEyYXySYKKOdZqo/0a68a08304481769fa853fe55f60d468/Reflect_tools.png)\n\n## DevOps continuous deployment tools\n\nContinuous deployment builds upon CI/CD by removing the need for human intervention when releasing software. Instead, a continuous deployment practice applies automation to every stage of the SDLC. That means if a code change clears all automated tests, it is deployed to production. \n\nDevOps organizations that adopt continuous deployment will typically use tools that fall into two categories: \n\n- **Automated deployment:**\nAutomated deployments are a core part of continuous deployment and having a toolchain that supports automated deployment. These capabilities are typically present in most CI/CD platforms. However, there is no one-size-fits-all approach to building out a continuous deployment pipeline—and it won’t work with every application or environment. \u003cbr /\u003e\u003cbr /\u003eIf you decide to invest in continuous deployment, look for platforms that readily support the development and management of multiple environments. Importantly, you’ll want a solution that helps protect you from “server drift,” or differences between development, pre-production, and production environments. You’ll also want to consider a platform that supports blue-green deployments, which enables you to slowly migrate traffic from an old version of an application to a new release to ensure its stability in production. \u003cbr /\u003e\u003cbr /\u003eAt GitHub, we provide deployment dashboards and CI/CD visualization displays as part of our native CI/CD tool [GitHub Actions](https://github.com/features/actions)—and we consider these core features for any continuous deployment toolchain. This is meant to give DevOps organizations full visibility into different code branches, automated test results, audit logs, and ongoing deployments as they happen. \n\n- **Configuration management:**\nConfiguration management is a process where technology teams manage the different environmental configurations necessary in the core infrastructure and application systems across the life of the product. It’s also something that is frequently paired with CI/CD and versioning control via automation. \u003cbr /\u003e\u003cbr /\u003eJust as a CI/CD pipeline applies automation across the SDLC, configuration management tools automatically apply configuration changes in response to trigger-based events. These automated workflows are typically built in a CI/CD tool and stored as text files (like YAML) in a shared Git repository. These can be used to orchestrate and manage container clusters with platforms. They can also be used to manage infrastructure as code (IaC) practices. GitHub [repositories](https://docs.github.com/en/repositories) and [issues](https://docs.github.com/en/issues/tracking-your-work-with-issues/about-issues) make it easy for IT professionals to work with systems that produce text-based configuration files for both IaC and Configuration as Code (CaC).\n\n## Continuous testing tools\n\nIn a DevOps practice, testing doesn’t stop at CI/CD—it’s an ongoing practice that extends throughout the SDLC. And more importantly, DevOps seeks to replace siloed QA teams with a continuous testing practice that leverages automation and holistic testing strategies across the SDLC. \n\nEach DevOps organization will design its own continuous testing strategy in accordance with its needs. [GitHub Actions](https://thenewstack.io/three-ways-ci-cd-adoption-can-benefit-your-devops-team) provides workflow automation related to testing and supports a rich set of [open source and commercial testing tools](https://github.com/marketplace?category=testing\u0026type=actions). Every continuous testing strategy will leverage a combination of the following test types across the SDLC: \n\n- **Unit testing:** \nUnit tests are a way of testing small units of code to verify that they are structured correctly with isolated components. They are also the easiest tests to build and the fastest to execute, making them a foundational test to automate in any continuous testing practice. \n\n- **Integration testing:**\nOnce you commit code changes to a repository, integration tests ensure build stability and that the codebase continues to work successfully. These tests are used to identify defects that emerge when different application processes and code units are merged together. Integration tests are commonly automated to begin as soon as code changes are committed to a codebase and test the interplay of multiple parts of an application. \n\n- **End-to-end and regression testing:**\nBuilding on integration testing, end-to-end and regression tests are applied after a codebase is packaged and staged in a pre-production environment. These tests are used to check if any old defects, bugs, or issues are reintroduced by code changes. Regression testing is commonly used before and after deployments to ensure that an application works as expected and does not contain any previously identified issues. \n\n- **Production testing:**\nAfter an application is deployed, production-level tests monitor application health and stability—and identify any issues before they cause problems for end users. Importantly, these tests help organizations identify any potential problems in a production environment with live user traffic that can’t be fully replicated in a pre-production environment. \n\n## DevOps operations and continuous monitoring tools\n\nA successful DevOps practice touches every stage of the SDLC—and that includes production-level software, too. This means companies need to invest in core operations and continuous monitoring tools to evaluate application and infrastructure performance. If done right, these tools can help continuously identify potential issues across the SDLC. \n\nDevOps organizations will be best served by investing in tools that have the following capabilities: \n\n- **Application and infrastructure monitoring:**\nApplication and infrastructure monitoring are core components of a successful continuous monitoring practice. The best tools offer 24/7 automated monitoring of the application and infrastructure health and give DevOps practitioners alerts when something goes wrong—and visibility into what the underlying problem might be. \u003cbr /\u003e\u003cbr /\u003eIdeally, you’ll want to monitor application health in pre-production and production environments to track any process issues or areas to improve overall performance. This is also true for your underlying infrastructure where monitoring can lead to insights on how to improve your infrastructure as code (IaC) and configuration management policies. \u003cbr /\u003e\u003cbr /\u003eTry looking for a tool that integrates with your version control tool and chat applications so you can immediately send alerts to the right people, and create issues to outline the scope of work for a solution. \n\n- **Audit logs:**\nAuditing is a central part of an effective operations and continuous monitoring practice—and resolving any incidents if and when they happen. They give DevOps practitioners a record of what happened, where it happened, and when it happened and can be critical to build behavioral models that led to an issue and improve application and infrastructure health. \u003cbr /\u003e\u003cbr /\u003e Look for DevOps tools that have live logs and auditing retention periods to equip your teams with the information they need to improve core services and application performance. \n\n- **Incident and change tracking:**\nThe primary goal of DevOps is to help organizations ship higher-quality software faster through deep collaboration and automation. And that means tracking incidents and changes as they arise and sharing them with the right people is critical. \u003cbr /\u003e\u003cbr /\u003eTo build a successful DevOps toolchain, you’ll want to incorporate tools that surface incidents and changes on your core DevOps platform and shared repositories. The more centralized you can keep all reports on incidents and changes, the better. The goal is to create a single source of truth that makes it easier to identify and fix issues. \n\n- **Continuous feedback:**\nA core tenant of DevOps, continuous feedback is a practice that focuses on tracking user behavior and customer feedback about your core products and building actionable data to inform future investments in new features and system updates. This can include NPS survey data about how users are navigating your product. It can also include tracking and modeling user behavior in the product itself. \u003cbr /\u003e\u003cbr /\u003e To build a continuous feedback practice, you’ll want to identify core areas in your product and even outside it in places like social media and reviews where you can identify unexpected user behaviors and customer pain points. Look for tools that enable you to model and analyze user behaviors. You also might consider social listening tools, which you can use to track historical patterns on social media and review sites. \n\n## Security and DevSecOps tools\n\nAs DevOps has evolved as practice, it has underscored the need to move past more traditional approaches to security which was often siloed from the core SDLC. To ensure you’re shipping high-quality code, making security a core part of the DevOps practice is important. This practice is commonly called DevSecOps, which seeks to integrate security into every stage of the SDLC and make it a core part of CI/CD pipelines. \n\nCompanies that invest in DevOps often find the need to invest in also building a DevSecOps practice to ensure software security. This typically involves several tools that help organizations model potential threats and apply automated security testing at key stages of the SDLC. While organizations often try to grab individual tools to create a solution, integrated products like [GitHub Advanced Security](https://docs.github.com/en/get-started/learning-about-github/about-github-advanced-security), can reduce the friction of bringing DevSecOps to your teams. By complementing their DevOps toolchain with DevSecOps tools, companies will often look for the following solutions: \n\n- **Threat modeling:**\nHere’s a truism: It’s a lot easier to find security vulnerabilities and potential weak points when you’re developing software instead of after you’ve released it. Threat modeling is a practice that DevSecOps practitioners will engage in from the early planning stages of the SDLC to anticipate any issues and develop plans to solve them. \u003cbr /\u003e\u003cbr /\u003eDevSecOps organizations today will also invest in threat modeling tools that leverage automation and monitoring to proactively identify threats and mitigation efforts. The best tools survey application and infrastructure threats, and will automatically track changes in the underlying codebase and infrastructure architecture.\u003cbr /\u003e\u003cbr /\u003eLook for solutions that can integrate with your core DevOps toolchain to provide updates to relevant people on your team and show risk evaluation scores throughout the SDLC. \n\n- **Security dashboards:**\nHaving a single view of your security profile including potential risks, testing coverage, alerts, and more is critical for any DevSecOps practice. Security dashboards are often used to collate and break down all relevant security information and provide a quick way to triage issues and assign tasks. At GitHub, we include [a security overview page with GitHub Advanced Security](https://docs.github.com/en/code-security/security-overview/about-the-security-overview) to help showcase risk categories across projects and repositories and alert details, too. Ideally, you should look for tools that integrate with your wider DevSecOps security toolchain and offer a single view of your security profile. \n\n- **Static application security testing (SAST):**\nSAST tools are used to evaluate code before it is run to identify any potential security risks or vulnerabilities. Importantly, these tools do not need a running system to execute but can be performed on a static codebase. \u003cbr /\u003e\u003cbr /\u003eThe best tools will integrate directly into a shared repository and search out any security vulnerabilities, conduct dependency reviews, scan for any confidential password or secrets, and identify coding errors before they make it into production. These tools will also make it simple to find, triage, and prioritize fixes for any problems in your codebase. \u003cbr /\u003e\u003cbr /\u003eYou’ll ideally want to look for a solution that integrates with your repository and can be automated to build out issues based on analysis. At GitHub, for instance, we have a SAST tool called [Dependabot](https://github.com/dependabot) that analyzes all dependencies for any known security vulnerabilities—and it’s directly integrated into every repository on the platform. \n\n- **Dynamic application security testing (DAST):**\nDAST is used to imitate malicious attacks on an application to find any potential vulnerabilities that might risk its real-world security. DAST tools typically analyze applications in pre-production environments to help DevSecOps practitioners identify any possible security flaws before they make it into production. These flaws typically include underlying issues attackers can exploit to run SQL injection attacks and cross-site scripting (XSS) attacks, among other things.\u003cbr /\u003e\u003cbr /\u003eThe best DAST tools will integrate with your CI/CD platform of choice so you can automate their deployment within the wider SDLC. \n\n- **Interactive application security testing (IAST):**\nIAST solutions are used to identify and profile risks and vulnerabilities in running applications—most often earlier in the SDLC before a release is made. These solutions leverage software instrumentation to monitor and collect information in pre-production environments through manual and automated tests. The best IAST solutions will include software composition analysis (SCA) tools to identify any open source component vulnerabilities.\n\n- **Container image scanning:**\nDue to their lightweight architectures, containers have made it simpler for DevOps organizations to build, test, deploy, and update applications in a fast and flexible manner. But large-scale container environments also introduce security risks due to the number of surface areas and potential for vulnerabilities. To mitigate against any risks, DevSecOps practitioners will leverage container scanning tools to identify issues in the container registry, scan container clusters at runtime, and prevent vulnerabilities from making it into production. Look for tools that can be integrated into your CI/CD pipeline and automated to run at specific points in your SDLC before a deployment—including the build, integration, and packaging stages. \n\n![GitHub Features](//images.ctfassets.net/wfutmusr1t3h/6mxmLmOefzKMlIu5LS6Dh1/f46c9d9622c1dbe95890f7216bfef984/GitHub_Features.png)\n\n## Unify your DevOps tools and processes on GitHub\n\nAs the largest and most advanced development platform in the world, GitHub helps millions of developers and companies collaborate, build, and deliver, faster. And with thousands of DevOps integrations, you can build with the tools you know from day one—or discover new ones. \n\n*See all DevOps integrations in [GitHub Marketplace](https://github.com/marketplace)*\n\n\u003cbr /\u003e\n\n\u003e Our philosophy is to build automation and great DevOps for the company you will be tomorrow.\n\nSenior SCM Engineer Todd O'Connor at [Adobe](https://github.com/customer-stories/adobe)\n\n\u003cbr /\u003e\n\n**PLAN**\n\nCoordinate, manage, and update your work in one place with GitHub issues, discussions, and project boards. Then stay organized and on track by integrating the planning and project management tools you already use. \n\n[Explore project management tools](https://github.com/marketplace?category=project-management) \n\n**CODE** \n\nCollaborate, create, store code, and accelerate development with GitHub and Codespaces. Add in code quality integrations to automate code reviews for style, quality, security, and test‑coverage checks when you need them. \n\n[Explore code quality tools](https://github.com/marketplace?category=code-quality)\n\n**BUILD**\n\nShip faster with automated continuous integration powered by [GitHub Actions and Packages](https://github.com/features/actions). Trigger workflows based on GitHub events and publish your packages wherever you like, all with native tooling commands.\n\nExplore [mobile CI](https://github.com/marketplace?category=mobile-ci), [container CI](https://github.com/marketplace?category=container-ci), or all [CI tools](https://github.com/marketplace?category=continuous-integration)\n\n**TEST** \n\nStop bugs from getting to production by adding testing to your Actions workflows—including testing integrations from our partners and community. \n\n[Explore testing tools](https://github.com/marketplace?category=testing)\n\n**DEPLOY**\n\nAutomate continuous delivery with Actions or trigger deployment integrations from common CI/CD providers and major public clouds with GitHub any event. \n\n[Explore deployment tools](https://github.com/marketplace?category=deployment)\n\n**MANAGE** \n\nConnect your code to the management, logging, alerting, and monitoring tools your team uses in production. Easily measure impact, analyze performance, and monitor the impact of your code on your systems and users. \n\n[Explore analytics, alerting, logging and monitoring tools](https://github.com/marketplace?category=monitoring) \n\n**SECURE**\nKnow your code stays secure at every step with [CodeQL](https://securitylab.github.com/tools/codeql), [Dependabot](https://docs.github.com/en/free-pro-team@latest/github/managing-security-vulnerabilities/configuring-github-dependabot-security-updates), and the security tools you use today.\n\nExplore [security](https://github.com/marketplace?category=security) and [dependency management](https://github.com/marketplace?category=dependency-management) tools\n\n[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"01Kzt6XmsfcPbC6jbjliFX","type":"Entry","createdAt":"2022-05-25T01:42:20.555Z","updatedAt":"2022-05-25T01:42:20.555Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"locale":"en-US"},"fields":{}},"gated":false,"sfCampaignID":"7015c000001SNN7AAO","campaign":"Resources_Contact_Us","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3qHQ6eSp20iGQrFIfaBJnn","type":"Entry","createdAt":"2022-09-29T19:33:25.277Z","updatedAt":"2024-11-21T18:47:33.914Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":240,"revision":109,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}},"locale":"en-US"},"fields":{"name":"Form_Ungated_Contact","title":"Wondering 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Page for /devops/tools/monitoring","path":"/devops/tools/monitoring","title":"DevOps monitoring tools: Automating your DevOps monitoring processes","description":"At its core, DevOps is a fundamentally data-driven practice. The ability to continuously improve the code that drives a product comes from understanding how it performs, what risks it introduces, and where to find opportunities. Monitoring tools tap into each layer of a product’s technology stack to deliver the data to catch code errors early, improve operational efficiency, and respond rapidly to changes in usage.","body":"And while DevOps monitoring is important for deployed code, the best monitoring practices seek to build on the security concept of “shifting left.” In other words, monitoring in DevOps begins much earlier in the software development lifecycle (SDLC). That helps unearth inefficiencies, risks, and potential customer-facing issues before they make it into production.\n\nIn this guide, we’ll explore the role of monitoring in a DevOps practice and answer key questions about DevOps monitoring tools including: \n\n* What are DevOps monitoring tools?\n* What is continuous monitoring in DevOps? \n* Where should you implement monitoring tools in your DevOps practice?\n* What are the capabilities you should look for in DevOps monitoring tools?\n\n## What are DevOps monitoring tools?\n\nMonitoring is a core part of a successful DevOps practice and a critical way to both understand and detect any potential issues before they make it to production—and surface any issues that may show up in production. \n\nTo accomplish this, organizations will often leverage a number of DevOps monitoring tools such as crash-reporting tools, application performance monitoring (APM) platforms, and server monitoring tools to collect data across all stages of the software development lifecycle (SDLC) and surface actionable insights to improve operational performance. \n\nDevOps monitoring tools enable organizations to build automated monitoring stages into key points within the SDLC to improve the performance of a code base, application, and its underlying infrastructure. And since there can potentially be thousands of moving parts within an organization’s SDLC, automation is critical to enable a consistent monitoring practice.\n\nWhen properly implemented, DevOps monitoring tools help aggregate data, return actionable insights, and feed them back into the broader DevOps pipeline to surface any potential issues in the SDLC. This practice is frequently called _continuous monitoring_ and draws on the DevOps idea of continuous improvement. \n\n## What is continuous monitoring in DevOps?\n\nNot so long ago, monitoring was costly. Tools would take up precious system resources and require manual intervention. Moreover, the data these tools provided would often take time to parse through and act upon. As a result, organizations typically only monitored mission-critical processes such as coding issues and production-level performance. \n\nToday, collecting data is much easier due to more advanced tooling—but the amount of data has also vastly increased. That means the organizations now need to determine how best to manage, interpret, and act upon much larger volumes of data. \n\nContinuous monitoring is a practice that seeks to solve this issue by building monitoring into every part of the SDLC. Its primary goal is to enable the rapid detection of any potential issues and provide real-time feedback. \n\nA continuous monitoring practice will leverage a series of tools and an automated series of tests to evaluate new code and production performance of an application and its underlying infrastructure. The primary goal is to provide an automated, 360-degree view of all systems and ensure the right people know when and where to intervene.\n\nThe best continuous monitoring practices often prioritize collecting as much data as possible to audit systems in their entirety and analyze potential operational issues as well as compliance and security risks.\n\n![Reflect tools](//images.ctfassets.net/wfutmusr1t3h/TdLPy6OEyYXySYKKOdZqo/0a68a08304481769fa853fe55f60d468/Reflect_tools.png)\n\n## Where to implement monitoring tools in a DevOps practice\n\nJust like the move to DevOps itself, establishing a successful DevOps monitoring strategy requires a mix of culture, process, and tooling. And while you can take inspiration from how other organizations manage monitoring, the precise model you adopt will be driven by the unique needs of your organizations and your SDLC.\n\nThere are plenty of frameworks that offer guidance as to _what _data to capture. But knowing _where_ to implement monitoring is a question of optimization. What questions do you need to answer? What data do you need to get those answers? How will you act on that data? Who should be involved?\n\nThere are seven broad types of monitoring with each fitting into different parts of your DevOps practice. These include: \n\n- **Infrastructure monitoring:**\nAt the lowest level of your product’s technology stack, infrastructure monitoring helps you understand how constraints such as memory and CPU are impacting your application’s performance.\n\n- **Application performance monitoring (APM):**\nMoving a level higher, APM showcases signals about your application performance, and provides insights into how to better optimize your application for improved uptime and responsiveness. \n\n- **Development velocity monitoring:**\nThis monitoring practice identifies your organizational velocity, or how quickly you are shipping new code to users and how fast you’re delivering value through your DevOps pipeline.\n\n- **Network monitoring:**\nThis helps your organization understand network performance and can help identify inefficiencies and, in the case of unusual traffic patterns, security breaches.\n\n- **User behavior monitoring:**\nUnusual individual usage patterns often tell a story. Higher levels of failed password attempts, for example, may indicate a brute force attack is taking place. And a new user accessing administrator pages might offer evidence of a privilege escalation.\n\n- **Security monitoring:**\nAlongside a DevSecOps approach, security monitoring automates discovering vulnerabilities in code and dependencies.\n\n- **Configuration monitoring:**\nIn a DevOps practice, changes to infrastructure are a common part of delivering new and updated code. Monitoring configuration changes helps provide an overview of such modifications and provide early warning of unforeseen impacts.\n\n## Capabilities you should look for in DevOps monitoring tools\n\nThere is a rich choice of tooling to help you build monitoring into your DevOps practice. The precise products you choose will depend on the shape of your SDLC and your application’s infrastructure. But there are two core initial questions you should ask when evaluating monitoring tooling:\n\n- **Is it actionable?** \nDoes the tool integrate back into your DevOps pipeline and with your other tooling to enable you to automate actions and alerts based on its data?\n\n- **Does it tell you something new?**\nGenerating more data is easy but more data demands attention, fills up storage, and needs to be maintained. Choose tools that open up new avenues of monitoring, rather than those that offer marginal gains.\n\nExpanding on those questions, your evaluation should consider how a tool performs in the following areas.\n\n- **Does it offer a unified dashboard?**\nYour product is the result of many services, libraries, and third-party products working together. A good monitoring dashboard will give you a bird’s eye view of how each part works together and make it easier to see alerts and areas for concern.\n\n- **Does it cleanly integrate with your broader technology stack?**\nDoes the tool have dedicated integrations with the tooling you already use? Can you automatically deploy more containers when response times suffer? Will it stream log entries to your centralized log management tool? Does it have a REST API or support open standards, such as SNMP, that allow you to roll your own integrations?\n\n- **Does it integrate alerts and notifications with your existing tools?**\nYour monitoring tools should enable people to take timely action when manual intervention is needed. Does it support alerting directly or does it integrate with your existing notification tools?\n\n- **Do its reporting capabilities integrate with your analytics tooling**\nMonitoring dashboards are excellent as a dedicated space but many organizations have established reporting and analytics tools. Does the tooling you’re evaluating integrate with your organization’s chosen analytics platform?\n\n![DevOps framework](//images.ctfassets.net/wfutmusr1t3h/iHQnsVY46qCNxPFsY3d2t/8adfb822348cb20ce0a1deeffa7e7abf/DevOps_framework.png)\n\n- **What types of audit logs does a solution provide?**\nUnderstanding how your system got to its current state is important, especially when something goes wrong. Audit logs provide an action-by-action record of what happened and which process or person was responsible. This helps both with root cause analysis and can provide a basis for learning where to make system improvements. What types of audit logs do your chosen solutions provide and how do they surface up important information? \n\n- **What are its data retention storage needs?**\nMonitoring tools generate large amounts of data. That makes it important to understand the ongoing storage needs, or the cloud costs, to keep enough history to be useful without storing data beyond its useful life. \n\n- **What types of diagnostics does a solution offer?**\nDoes the tool alert you to symptoms or does it help diagnose the underlying problem? More comprehensive tools, such as application performance management platforms, will help you understand what’s happening in complex situations such as multiple asynchronous microservices working together. \n\n## Build your DevOps practice on GitHub\n\nGitHub is an integrated platform that takes companies from idea to planning to production, combining a focused developer experience with powerful, fully managed development, automation, and test infrastructure. \n\n[Compare pricing plans \u003e](https://github.com/pricing)\n\n[Compare DevOps Solutions \u003e](https://resources.github.com/devops/tools/compare)\n\n\u003cbr /\u003e\n\n\u003e GitHub helps the company’s long-standing efforts to accelerate development by breaking down communication barriers, shortening feedback loops, and automating tasks wherever possible.” \n\nMike Artis, Director of System Engineering at [ViacomCBS](https://github.com/customer-stories/viacomcbs-streaming) \n\n\u003cbr /\u003e\u003cbr /\u003e\n\n| Go from planning to building | Increase developer velocity |\n| ---------- | ---------- |\n| Build roadmap plans right next to your codebase and quickly assign tasks to team members with powerful project boards and tables that are fully integrated into your project.\u003cbr /\u003e\u003cbr /\u003e [Learn about GitHub Issues \u003e](https://github.com/features/issues)| Reduce the time to commit. Eliminate environment management and context switching for your developers. Simplify IT procurement and maintenance with a secure, managed space in the cloud. \u003cbr /\u003e\u003cbr /\u003e [Explore Codespaces \u003e](https://github.com/features/codespaces)|\n\u003cbr /\u003e\u003cbr /\u003e\n| Automate everything | Secure your code as you write it |\n| ---------- | ---------- |\n| Automate all your software development workflows with GitHub Actions. Scale reliably and securely with powerful development, test, and automation infrastructure, fully managed by GitHub.\u003cbr /\u003e\u003cbr /\u003e [Learn more about GitHub Actions \u003e](https://github.com/features/actions) | Secure your code, dependencies, tokens, and sensitive data through the entire software development lifecycle and automatically resolve vulnerabilities.\u003cbr /\u003e\u003cbr /\u003e\u003cbr /\u003e [See how we help you stay secure \u003e](https://github.com/features/security/)|","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6Nip7YwIuDVkvSbjPd4uwX","type":"Entry","createdAt":"2022-05-26T17:14:30.027Z","updatedAt":"2022-05-26T17:14:30.027Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":2,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}},"locale":"en-US"},"fields":{}},"gated":false,"sfCampaignID":"7015c000001SNN7AAO","campaign":"Resources_Contact_Us","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3qHQ6eSp20iGQrFIfaBJnn","type":"Entry","createdAt":"2022-09-29T19:33:25.277Z","updatedAt":"2024-11-21T18:47:33.914Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":240,"revision":109,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}},"locale":"en-US"},"fields":{"name":"Form_Ungated_Contact","title":"Wondering 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While it might feel like agile has been around forever, it was created in 2001 by a group of 17 software developers, product managers, and project managers who gathered in Snowbird, Utah to discuss their frustrations with the traditional ","nodeType":"text"},{"data":{"uri":"https://resources.github.com/software-development/what-is-sdlc/"},"content":[{"data":{},"marks":[],"value":"software development lifecycle","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":". At the meeting, they wrote the Agile Manifesto, a document in which they described their vision for a better way of creating software.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"While it might feel like agile has been around forever, it was created in 2001 by 17 software developers, product managers, and project managers who gathered in Snowbird, Utah, to discuss their frustrations with the traditional ","nodeType":"text"},{"data":{"uri":"https://resources.github.com/software-development/what-is-sdlc/"},"content":[{"data":{},"marks":[],"value":"software development lifecycle","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":". 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Give them the environment and support they need, and trust them to get the job done.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"The most efficient and effective method of conveying information to and within a development team is face-to-face conversation.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Working software is the primary measure of progress.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Agile processes promote sustainable development. 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But part of what makes agile great is that it's a very flexible methodology. This flexibility allows you to start with a simplified version and then expand on it as your team becomes more comfortable and adopts its own style of agile. In a nutshell, here's how you'd run a project using agile:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Step 1","nodeType":"text"},{"data":{},"marks":[],"value":": Form a cross-functional team of 5 to 9 people who can work together on a common goal. Assign roles and responsibilities, such as product owner, scrum master, and developers.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[{"type":"bold"}],"value":"Step 2","nodeType":"text"},{"data":{},"marks":[],"value":": Define the scope and vision of your project and create a product backlog, which is a list of features and requirements that you want to deliver. 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Page for /github-and-rstudio","path":"/github-and-rstudio","title":"GitHub and RStudio","description":"This tutorial teaches you to create R Markdown documents with RStudio and publish them via GitHub, using GitHub Pages.\n","body":"RStudio is a popular integrated development environment for R. It integrates the tools you use with R into a single environment. GitHub Pages allows you to host websites directly from your \u003ca href=\"https://github.com/\" target=\"_blank\"\u003eGitHub repository\u003c/a\u003e.\n\nIn this tutorial, you will learn how to:\n\n- Create a new repository.\n- Work with your repository on your local machine using Git and RStudio.\n- Use the \u003ca href=\"https://github.com/\" target=\"_blank\"\u003eGitHub.com\u003c/a\u003e website or \u003ca href=\"https://enterprise.github.com\" target=\"_blank\"\u003eGitHub Enterprise\u003c/a\u003e to complete the GitHub workflow.\n- Publish and share your R Markdown documents using GitHub Pages.\n\n## Prerequisites\n\n- For this tutorial you will need an account on \u003ca href=\"https://help.github.com/articles/signing-up-for-a-new-github-account/\" target=\"_blank\"\u003eGitHub.com\u003c/a\u003e or GitHub Enterprise.\n- If you are new to Git, GitHub and GitHub Pages it is recommended to complete the \u003ca href=\"https://services.github.com/on-demand/github-cli/\" target=\"_blank\"\u003eGitHub Pages from the command-line\u003c/a\u003e course first.\n- Some programming knowledge with R will be helpful but is not required.\n\n## Install Git and RStudio\n\nFor this tutorial you will use Git and RStudio to work with your GitHub repository.\n\n1. Download and install \u003ca href=\"https://help.github.com/articles/set-up-git/\" target=\"_blank\"\u003eGit\u003c/a\u003e. \n2. Download and install \u003ca href=\"https://www.rstudio.com/products/rstudio/download/\" target=\"_blank\"\u003eRStudio\u003c/a\u003e. (1.1.383 or higher).\n3. Open RStudio.\n\n## Create the remote repository on GitHub\n\nNow that you have what you need installed locally, let’s create the repository that will hold your new website.\n\n1. On GitHub.com, \u003ca href=\"https://github.com/new\" target=\"_blank\"\u003ecreate a new repository\u003c/a\u003e.\n**Note**: if your organization uses GitHub Enterprise you can also create the repository there.\n\n2. Name your repository `cars`. You can use a different name.\n3. Enter a description for your repository.\n4. Choose Public visibility.\n5. Select Initialize this repository with a README.\n6. Click Add `.ignore` and select `R`.\n7. Click Create repository.\n\n## Clone the repository with RStudio\n\nAfter you’ve created a repository on GitHub (the remote repository), the next step is to clone it to your local environment.\n\n1. On GitHub, navigate to the Code tab of the repository.\n2. On the right side of the screen, click `Clone or download`.\n3. Click the `Copy to clipboard` icon to the right of the repository URL.\n4. Open RStudio on your local environment.\n5. Click `File`, `New Project`, `Version Control`, `Git`.\n6. Paste the repository URL and enter TAB to move to the `Project directory name` field.\n7. Click `Create Project`.\n\n## Create an R Markdown document in RStudio\n\nNow that you have a local copy of the repository, let’s add an R Markdown document to your project.\n\n1. In RStudio click `File`, `New File`, `R Markdown`.\n2. Choose HTML output as default output.\n3. Click `File`, `Save` to save the document.\n4. Enter `speed-and-distance` and click `Save`.\n![rstudio-editor](/assets/img/whitepapers/rstudio-editor.png)\n\n## Commit and push the changes to GitHub\n\nAfter you have created the R Markdown document and finished making your changes, it is time to commit them.\n\n1. In RStudio click the `Git` tab in the upper right pane.\n2. Click `Commit`.\n3. In the `Review changes` view, check the staged box for all files.\n4. Add a commit message, for example `Add initial speed and distance report`.\n5. Click `Commit`.\n6. Click the `Pull` button to fetch any remote changes.\n7. Click the `Push` button to push your changes to the remote repository.\n8. On GitHub, navigate to the Code tab of the repository to see the changes.\n\n## Create local branches with Git\n\nLet’s make a couple of more changes in your project using the steps of \u003ca href=\"https://guides.github.com/introduction/flow/\" target=\"_blank\"\u003eGitHub Flow\u003c/a\u003e. As RStudio currently does not support local branches very well, we will use Git from the command-line in RStudio.\n\n1. In RStudio click the `Terminal` tab in the lower left pane. The Terminal tab is next to the Console tab. ![rstudio-terminal](/assets/img/whitepapers/rstudio-terminal.png)\n**Note**: if you cannot find the Terminal tab, check if you use RStudio version 1.1.383 or higher. Click `Help`, `About RStudio` to check the current version.\n\n2. Create a new branch. Replace `\u003cBRANCH-NAME\u003e` with a descriptive name, for example \u003ccode\u003espeed-and-distance-report\u003c/code\u003e:\n```\ngit branch \u003cBRANCH-NAME\u003e\n```\n\n3. Check your repository’s status:\n```\ngit status\n```\nNotice that although you created a new branch, you are still checked out to master, as indicated by the in-line response from Git.\n\n4. Check out to your new branch:\n```\ngit checkout \u003cBRANCH-NAME\u003e\n```\n\n5. Verify that you are now checked out to your new branch:\n```\ngit status\n```\n\n## Make local changes with Git\n\nLet's generate the HTML output in a separate directory called `docs`. To do this we add a function in the heading of the R Markdown document to 'knit' the output in the desired output directory.\n\n1. In RStudio open `speed-and-distance.Rmd` and add the following lines in the heading under the `title` field:\n\n \u003cpre\u003e\n knit: (function(input_file, encoding) {\n out_dir \u003c- 'docs';\n rmarkdown::render(input_file,\n encoding=encoding,\n output_file=file.path(dirname(input_file), out_dir, 'index.html'))})\n \u003c/pre\u003e\n\n2. Click `File`, `Save` to save the changes.\n3. Click `Knit` in the document pane for `speed-and-distance.Rmd`.\n\n## Commit local changes with Git\n\nAfter you have created the HTML output, it is time to commit the changes.\n\n1. Determine your file’s status. Remember that `git status` allows us to see the status of the files on our branch at any given time. Your file is listed under the heading `Untracked files`:\n```\ngit status\n```\n\n2. Add your file to the staging area so it’s prepared to become part of the next commit:\n```\ngit add .\n```\n\n3. See your file’s current status. Your file is now listed under the heading `Changes to be committed`. This tells us that the file is in the staging area. It also indicates this is a new file:\n```\ngit status\n```\n\n4. Commit your file. Replace `\u003cCOMMIT-MESSAGE\u003e` with a log message describing the changes, for example `Knit output to a docs folder`. A commit tells Git to collect all of the files in the staging area and store them to version control as a single unit of work:\n```\ngit commit -m \"\u003cCOMMIT-MESSAGE\u003e\"\n```\n\n5. See the history of commits:\n```\ngit log --oneline\n```\n\n6. See the changes between the master branch and the current branch (HEAD):\n```\ngit diff --stat --summary master..\u003cBRANCH-NAME\u003e\n```\n\n## Open a pull request on GitHub\n\nNow that you have made some local commits, it is time to send your changes to the remote copy of your repository on GitHub and create a Pull Request.\n\n1. Push the changes to the remote repository:\n```\ngit push -u origin \u003cBRANCH-NAME\u003e\n```\n\n2. \u003ca href=\"https://help.github.com/articles/creating-a-pull-request/\" target=\"_blank\"\u003eCreate a Pull Request\u003c/a\u003e on GitHub.\n3. Fill out the body of the Pull Request with information about the changes you’re introducing.\n\n## Merge your pull request on GitHub\n\nSince this is your repository, you probably don’t have anyone to collaborate with (yet). Go ahead and merge your Pull Request now.\n\n1. On GitHub, navigate to the Pull Request that you just opened.\n2. Scroll down and click the big green `Merge Pull Request` button.\n3. Click Confirm Merge.\n4. Delete the branch `\u003cBRANCH-NAME\u003e`.\n\n## Create the pages site\n\nThis tutorial is going to use GitHub Pages to publish the HTML output. To initialize GitHub Pages we need to perform a few more steps:\n\n1. In your repository, click the Settings tab.\n2. Scroll down to the GitHub Pages section.\n3. Under `Source`, select `master branch /docs folder`.\n![pages-configuration](/assets/img/whitepapers/pages-configuration.png)\n4. Click `Save` to save the changes.\n5. Click the generated GitHub Pages URL to view the rendered R Markdown document.\n\n**Note**: GitHub Pages sites are always public when hosted on GitHub.com. If you want to share a site with a select number of people you can use \u003ca href=\"https://ben.balter.com/jekyll-auth/\" target=\"_blank\"\u003eJekyll Auth\u003c/a\u003e. On GitHub Enterprise users need to authenticate to access GitHub Pages sites when \u003ca href=\"https://help.github.com/enterprise/2.17/admin/guides/installation/enabling-private-mode/\" target=\"_blank\"\u003eprivate mode is enabled\u003c/a\u003e.\n\n## Update local repository\n\nAfter you merge your Pull Request, you will need to update your local copy of the repository.\n\n1. In the RStudio Terminal pane, type:\n```\ngit checkout master\n```\n\n2. Type:\n```\ngit pull\n```\n\n3. Delete the local branch \u003cBRANCH-NAME\u003e:\n```\ngit branch -D \u003cBRANCH-NAME\u003e\n```\n\n4. See the history of your commits in a graph:\n```\ngit log --oneline --graph --all\n```\n\nYou can also view the history of your commits in RStudio. Click `Commit` in the Git pane to open the Review Changes panel and then click `History`.\n\n## Add welcome page, theme and navigation\n\nLet's add a welcome page, theme and navigation to allow you to publish a collection of R Markdown documents.\n\n1. First create a new branch. Again replace `\u003cBRANCH-NAME\u003e` with a descriptive name, for example `add-theme-and-navbar`:\n```\ngit checkout -b \u003cBRANCH-NAME\u003e\n```\n\n2. Add a file `_site.yml` with the following contents:\n\n \u003cpre\u003e\n name: \"cars\"\n output_dir: \"docs\"\n navbar:\n title: \"Cars\"\n left:\n - text: \"Home\"\n href: index.html\n - text: \"Speed and Distance\"\n href: speed-and-distance.html\n output:\n html_document:\n theme: cosmo\n \u003c/pre\u003e\n\n3. Add a new R Markdown document `index.Rmd`. This is your welcome page.\n\n4. Open `speed-and-distance.Rmd` and remove the `knit` and `output` fields from the heading. The heading will now look like this:\n\n \u003cpre\u003e\n ---\n title: \"Speed and Distance\"\n ---\n \u003c/pre\u003e\n\n5. Save the changes.\n\n6. Open the `Console` in the left bottom pane and render the site using the following command:\n\n```\nrmarkdown::render_site()\n```\n\n7. Commit the local changes with Git:\n \u003cpre\u003e\n git status\n git add .\n git commit -m \"Add home page, navigation and theme\"\n \u003c/pre\u003e\n\n## Open a pull request\n\nNow that you have added the home page and navigation, it is time to send your changes to the remote copy of your repository on GitHub and open a new pull request.\n\n1. Push the changes to the remote repository:\n```\ngit push -u origin \u003cBRANCH-NAME\u003e\n```\n\n2. Open a Pull Request on GitHub.\n\n3. Go ahead and merge your Pull Request.\n\n4. View your updated site. The site should look similar to this image.\n\u003cimg width=\"1101\" alt=\"speed-and-distance\" src=\"/assets/img/whitepapers/speed-distance.png\"\u003e\n\n5. Add the GitHub Pages URL to the repository description to make it easier to discover.\n\nIf you can't remember the GitHub Pages URL you can always visit the URL in the GitHub Pages section on the settings page.\n\n## Congratulations! \u0026#127881;\n\nYou have completed the GitHub workflow with RStudio and added a GitHub Pages site to your project to publish your rendered R Markdown documents.\n\n## Links\n\n- The \u003ca href=\"https://rmarkdown.rstudio.com/rmarkdown_websites.html\" target=\"_blank\"\u003eR Markdown Websites\u003c/a\u003e article on the \u003ca href=\"https://rmarkdown.rstudio.com/index.html\" target=\"_blank\"\u003eR Markdown website\u003c/a\u003e is a good resource to build GitHub Pages websites that host collections of R Markdown documents.\n- Use \u003ca href=\"https://desktop.github.com/\" target=\"_blank\"\u003eGitHub Desktop\u003c/a\u003e if you prefer to use a graphical user interface rather than typing Git commands in the terminal when working with branches 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Page for /github-at-devops-paris","title":"DevOps Live Paris: GitHub Elevates DevOps with AI","description":"Join Us at DevOps Live Paris 2024!","body":"# DevOps Live Paris: GitHub Elevates DevOps with AI\n\n__Empower Your DevOps with AI-Driven Innovations__\u003cbr\u003e\u003cbr\u003e\nWe’re excited to be part of DevOps Live Paris 2024, a premier event that brings together the brightest minds in DevOps. Visit us at booth T40 to explore how GitHub is revolutionizing the DevOps landscape with AI.\u003cbr\u003e\u003cbr\u003e\n__Event Details__\u003cbr\u003e\n__Dates:__ November 27-28, 2024\u003cbr\u003e\n__Time:__ 9:00 AM - 5:30 PM \u003cbr\u003e\n__Location:__ Porte de Versailles, Hall 7.1, Paris\n\u003cbr\u003e\u003cbr\u003e\n__Spotlight Sessions: AI and DevOps__\u003cbr\u003e\n__Session 1: __Accélérez le SDLC avec GitHub Copilot : L'IA au Service du DevOps\n- __Date and Time:__ November 27th, 11:00 AM - 11:25 AM\u003cbr\u003e\n- __Location:__ Théâtre T4: DEVOPS EN LIVE\u003cbr\u003e\n- __Speaker:__ Tugdual \"Tug\" Grall, Principal Solutions Engineer, GitHub\u003cbr\u003e\n__Synopsis:__ Discover how GitHub Copilot enhances every stage of the SDLC, from coding and automation processes to code review. Copilot is the perfect partner to accelerate your workflow and deliver high-quality software. Join our session to learn how to maximize your team's efficiency with Copilot.\n\n- __About the Speaker:__ Tugdual \"Tug\" is a Solutions Engineer at GitHub, helping developers to do more with GitHub. With a rich background at companies like Redis, Red Hat, and MongoDB, Tug is also the co-founder of the Nantes Java Users Group (JUG).\n\n__Session 2: L'IA au Service de l'AppSec : Sécurité et Efficacité à Toute Épreuve__\u003cbr\u003e\n- __Date and Time:__ November 28th, 10:55 AM - 11:20 AM\u003cbr\u003e\n- __Location:__ Théâtre T4: DEVOPS EN LIVE\u003cbr\u003e\n- __Speaker:__ Adrien Pessu, Senior Field Security Specialist, GitHub\u003cbr\u003e\n- __Synopsis:__ Transform your approach to application security with AI and GitHub Advanced Security. Leverage AI to detect vulnerabilities before they become threats, manage secrets seamlessly, and secure your supply chain effortlessly. Discover how intelligent automation boosts your DevOps cycle, making software development and delivery not only safer but also faster. Join us to explore the future of AppSec, where every line of code is protected by AI.\u003cbr\u003e\n\n- __About the Speaker:__ As a Field Security Specialist at GitHub, Adrien's journey is fueled by an insatiable passion for coding, particularly in Java, Kotlin, and web technologies. His enthusiasm for application security (AppSec) shines through his relentless pursuit of hunting down and resolving security vulnerabilities. Beyond just fixing issues, he is dedicated to cultivating a culture of excellence by sharing and implementing best practices, striving to create software that's not only innovative but also securely fortified.\n\n__Booth T40: Your Hub for AI-Powered DevOps Innovation__\u003cbr\u003e\nAt our booth, you can:\n\n- __Experience Live AI Demos:__ See GitHub's AI-driven DevOps solutions in action.\n- __Explore Advanced AI Tools:__ Discover how our AI technologies are transforming DevOps practices.\n- __Meet with AI Experts:__ Schedule private meetings to discuss your organization’s specific needs and how AI can address them.\n- __Network:__ Join us for a networking reception to connect with peers and industry leaders.\u003cbr\u003e\u003cbr\u003e\n\n__Save Your Spot Today__\n\nConnect with us and ensure you don’t miss the chance to engage with our AI and DevOps experts at DevOps Live Paris. 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Why can’t we reuse something that was open sourced by the National Geospatial-Intelligence Agency into the Health and Human Services Department?”\n\nLee compared their development to the way other apps are built. “Think about all of the companies reusing Google Maps, Yelp, OpenTable, and almost every app. They’re reusing that information and innovating on top of that. We’re also looking for ways to reuse things and make things better.”\n\n## Innersource strategies\n\nLee focuses on a few strategies to make innersource commonplace in the firm: process, training, and tooling.\n\nA collaborative mindset is built into development processes from day one on Lee’s team. He asks: “Why do you want to do the same thing over and over again? How many different security frameworks do we need? How many common operating pictures do we need? 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