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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>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: DevSecOps explained" href="/devops/fundamentals/devsecops/"></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 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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>DevSecOps explained</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2022</time><p class="f3-mktg color-fg-muted">DevSecOps builds on the ideas of DevOps by applying security practices throughout the software development lifecycle to ship more secure code faster.</p><div class="text-mono f5 mt-4"><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: Build Stuff Lithuania" href="/events/build-stuff-lithuania-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/48Dc1TpQ1JECrd3O0Zm2VZ/6b29f979ed60be99a49672d2a188ab26/BuildStuff.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/48Dc1TpQ1JECrd3O0Zm2VZ/6b29f979ed60be99a49672d2a188ab26/BuildStuff.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/48Dc1TpQ1JECrd3O0Zm2VZ/6b29f979ed60be99a49672d2a188ab26/BuildStuff.png?w=1012&q=75 1012w, 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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: OrangeCon" href="/events/orange-con-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/QpcTjfjZjWHKeAsy3MC2Z/7475d6a49211986214ecc5299af14c0f/Screenshot_2024-09-04_at_22.53.52.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/QpcTjfjZjWHKeAsy3MC2Z/7475d6a49211986214ecc5299af14c0f/Screenshot_2024-09-04_at_22.53.52.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/QpcTjfjZjWHKeAsy3MC2Z/7475d6a49211986214ecc5299af14c0f/Screenshot_2024-09-04_at_22.53.52.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/QpcTjfjZjWHKeAsy3MC2Z/7475d6a49211986214ecc5299af14c0f/Screenshot_2024-09-04_at_22.53.52.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/QpcTjfjZjWHKeAsy3MC2Z/7475d6a49211986214ecc5299af14c0f/Screenshot_2024-09-04_at_22.53.52.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>OrangeCon</span></h3><time class="text-mono mb-3 color-fg-muted">September 4, 2024</time><p class="f3-mktg color-fg-muted">The New Dutch Cybersecurity Conference</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/tools/">Tools</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: SOSS Community Day Europe" href="/events/soss-community-day-eu-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/3AaasB0HDcygJBseCON2FI/67f268b155d75c6ae548d3bd6c4a1c0b/SOSS.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3AaasB0HDcygJBseCON2FI/67f268b155d75c6ae548d3bd6c4a1c0b/SOSS.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3AaasB0HDcygJBseCON2FI/67f268b155d75c6ae548d3bd6c4a1c0b/SOSS.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3AaasB0HDcygJBseCON2FI/67f268b155d75c6ae548d3bd6c4a1c0b/SOSS.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3AaasB0HDcygJBseCON2FI/67f268b155d75c6ae548d3bd6c4a1c0b/SOSS.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>SOSS Community Day Europe</span></h3><time class="text-mono mb-3 color-fg-muted">September 5, 2024</time><p class="f3-mktg color-fg-muted">Secure Open Source Software (SOSS) Community Days are an opportunity for Community Members from across the Security and Open Source ecosystem to get together and share ideas and progress on capabilities that make it easier to sustainably secure the development, maintenance, and consumption of the open source software (OSS) we all depend on.</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/opensource/">Open Source</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/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: 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 Secure Open Source Fund" href="/github-secure-open-source-fund/"></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/3w2kJgNDag4FtnK5xUQANd/92f9851db8ca84061ed7d12dea0a9461/Security_Sponsors_Page_4.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3w2kJgNDag4FtnK5xUQANd/92f9851db8ca84061ed7d12dea0a9461/Security_Sponsors_Page_4.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3w2kJgNDag4FtnK5xUQANd/92f9851db8ca84061ed7d12dea0a9461/Security_Sponsors_Page_4.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3w2kJgNDag4FtnK5xUQANd/92f9851db8ca84061ed7d12dea0a9461/Security_Sponsors_Page_4.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3w2kJgNDag4FtnK5xUQANd/92f9851db8ca84061ed7d12dea0a9461/Security_Sponsors_Page_4.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub Secure Open Source Fund</span></h3><p class="f3-mktg color-fg-muted">Powered by GitHub Sponsors</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/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: GitHub named a 'Major Player' in new IDC MarketScape" href="/idc-marketscape/"></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>GitHub named a 'Major Player' in new IDC MarketScape</span></h3><time class="text-mono mb-3 color-fg-muted">May 16, 2022</time><p class="f3-mktg color-fg-muted">Read the report excerpt for recent trends in application security testing and to learn more about why GitHub was named a Major Player.</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></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: Secure at every step" href="/learn/pathways/security/"></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/7f9pgRe8iwpqx089sDD7yU/e8a8b5c67a16c69195ce81de391c569f/Security_Thumbnail_Small_616x424px-2_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7f9pgRe8iwpqx089sDD7yU/e8a8b5c67a16c69195ce81de391c569f/Security_Thumbnail_Small_616x424px-2_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7f9pgRe8iwpqx089sDD7yU/e8a8b5c67a16c69195ce81de391c569f/Security_Thumbnail_Small_616x424px-2_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7f9pgRe8iwpqx089sDD7yU/e8a8b5c67a16c69195ce81de391c569f/Security_Thumbnail_Small_616x424px-2_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7f9pgRe8iwpqx089sDD7yU/e8a8b5c67a16c69195ce81de391c569f/Security_Thumbnail_Small_616x424px-2_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Secure at every step</span></h3><p class="f3-mktg color-fg-muted">Learn how industry experts use GitHub Advanced Security to protect their code without sacrificing developer productivity</p><div class="text-mono f5 mt-4"><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: 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-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>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: Appsec Talk - Hashicorp" href="/security/advanced-security-bites/"></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/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Appsec Talk - Hashicorp</span></h3><time class="text-mono mb-3 color-fg-muted">August 17, 2022</time><p class="f3-mktg color-fg-muted"> How Hashicorp secures their code </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></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 checklist for AI-powered DevSecOps" href="/security/ai-powered-devsecops-checklist/"></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/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>A checklist for AI-powered DevSecOps</span></h3><time class="text-mono mb-3 color-fg-muted">April 30, 2024</time><p class="f3-mktg color-fg-muted">Simply bolting security tools onto a developer’s workflow can create friction, and make it difficult to detect and remediate vulnerabilities. Here’s where AI can help. In this checklist, we’ll show you where and how to integrate AI and automation into your software supply chain.</p><div class="text-mono f5 mt-4"><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: Application Security explained: Downloadable guide to learn how to put the developer first" href="/security/application-security-guide%20(testing%20template)/"></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>Application Security explained: Downloadable guide to learn how to put the developer first</span></h3><time class="text-mono mb-3 color-fg-muted">July 21, 2020</time><p class="f3-mktg color-fg-muted">Put developers front and center for application security and drive down the number of vulnerabilities in production code. Download this PDF guide to learn more.</p><div class="text-mono f5 mt-4"><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: Application security testing" href="/security/application-security-testing/"></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/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Application security testing</span></h3><p class="f3-mktg color-fg-muted">Application security testing (AST) is the process of making applications more resilient to security threats by evaluating the application to identify potential vulnerabilities that can be exploited. Although organizations have invested billions of dollars into application security, web applications are still vulnerable to a range of cyberattacks. To keep software safe, it’s important to use application security testing tools. </p><div class="text-mono f5 mt-4"><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: Complex, siloed, slow: Top AppSec pitfalls and how to avoid them" href="/security/appsec-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="/assets/images/defaults/default-5.png?w=544&q=75 544w, /assets/images/defaults/default-5.png?w=768&q=75 768w, /assets/images/defaults/default-5.png?w=1012&q=75 1012w, /assets/images/defaults/default-5.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-5.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Complex, siloed, slow: Top AppSec pitfalls and how to avoid them</span></h3><time class="text-mono mb-3 color-fg-muted">February 26, 2020</time><p class="f3-mktg color-fg-muted">Secure software is critical for organizations to stay in business today. But security can be easier said than done—due to the complexity, siloed teams, and slow processes.</p><div class="text-mono f5 mt-4"><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: Incorporating community-powered security into the developer workflow" href="/security/community-powered-security-developer-workflow/"></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>Incorporating community-powered security into the developer workflow</span></h3><time class="text-mono mb-3 color-fg-muted">October 3, 2019</time><p class="f3-mktg color-fg-muted">What if you could have an extra team member who reviews each pull request, with a special eye towards security? A team member who knows all the latest security research, and gives helpful feedback, making security part of your engineering culture?</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/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: Demo Day: Achieving DevSecOps with GitHub Advanced Security" href="/security/ghas/achieving-devsecops-with-advanced-security/"></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>Demo Day: Achieving DevSecOps with GitHub Advanced Security</span></h3><time class="text-mono mb-3 color-fg-muted">March 30, 2021</time><p class="f3-mktg color-fg-muted">Get hands-on support for the next step of your DevSecOps journey. Join us for a technical deep dive into GitHub Advanced Security with a step-by-step demo on features like code scanning and secret scanning—and a look at what this means for baking security into the developer workflow.</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></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: Integrating GitHub Advanced Security with third party reporting and analytics platforms" href="/security/integrating-github-advanced-security-with-third-party-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="/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>Integrating GitHub Advanced Security with third party reporting and analytics platforms</span></h3><time class="text-mono mb-3 color-fg-muted">September 7, 2022</time><p class="f3-mktg color-fg-muted">This document is intended to capture strategies for integrating and ingesting alerts from the GitHub Advanced Security (GHAS) platform into external reporting, Security Information and Event Management (SIEM) services, and vulnerability analytics platforms.</p><div class="text-mono f5 mt-4"><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: Solving for a security-first approach: building blocks for scalable product security" href="/security/product/building-blocks-product-security/"></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>Solving for a security-first approach: building blocks for scalable product security</span></h3><time class="text-mono mb-3 color-fg-muted">May 23, 2019</time><p class="f3-mktg color-fg-muted">Cybersecurity is facing its watershed moment. As developer release cycles are accelerating, organizations are quickly realizing there are simply not enough skilled security engineers available to protect their code.</p><div class="text-mono f5 mt-4"><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: Adopting and scaling GitHub Advanced Security in your company" href="/security/scaling-github-advanced-security/"></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>Adopting and scaling GitHub Advanced Security in your company</span></h3><time class="text-mono mb-3 color-fg-muted">November 18, 2021</time><p class="f3-mktg color-fg-muted">Let's talk about how you can scale and adopt GitHub Advanced Security in an automated and structured fashion</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></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: Secure software development strategy essentials" href="/security/software-development-strategy-essentials/"></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>Secure software development strategy essentials</span></h3><time class="text-mono mb-3 color-fg-muted">November 18, 2018</time><p class="f3-mktg color-fg-muted">Trust is the foundation of the relationship between software companies and their customers. The ability to prevent sensitive data from falling into the wrong hands is a cornerstone of this trust.</p><div class="text-mono f5 mt-4"><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: How developer-first supply chain security helps you ship secure software fast" href="/security/supply-chain-security/"></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/6KjIFfi4p8DYEohiLFERbW/e2bbcfc88ebf82cf8bc9be17d86279d6/sec.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6KjIFfi4p8DYEohiLFERbW/e2bbcfc88ebf82cf8bc9be17d86279d6/sec.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6KjIFfi4p8DYEohiLFERbW/e2bbcfc88ebf82cf8bc9be17d86279d6/sec.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6KjIFfi4p8DYEohiLFERbW/e2bbcfc88ebf82cf8bc9be17d86279d6/sec.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6KjIFfi4p8DYEohiLFERbW/e2bbcfc88ebf82cf8bc9be17d86279d6/sec.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>How developer-first supply chain security helps you ship secure software fast</span></h3><time class="text-mono mb-3 color-fg-muted">July 14, 2022</time><p class="f3-mktg color-fg-muted">Discover why supply chain security is needed and how GitHub’s supply chain security tool can help you ship secure software quickly. </p><div class="text-mono f5 mt-4"><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: Shipping fast with a secure supply chain on GitHub" href="/security/supply-chain/shipping-fast-secure-supply-chain/"></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/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Shipping fast with a secure supply chain on GitHub</span></h3><time class="text-mono mb-3 color-fg-muted">August 27, 2020</time><p class="f3-mktg color-fg-muted">Following DevSecOps means approaching security as an ongoing part of software development—and staying up to date on the code your software depends on.</p><div class="text-mono f5 mt-4"><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: The enterprise guide to AI-powered DevSecOps " href="/security/the-enterprise-guide-to-ai-powered-devsecops/"></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/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>The enterprise guide to AI-powered DevSecOps </span></h3><time class="text-mono mb-3 color-fg-muted">December 13, 2023</time><p class="f3-mktg color-fg-muted">DevSecOps is an approach to software development that integrates security throughout the software development life cycle (SDLC). In this guide, we’ll share core challenges when it comes to implementing DevSecOps, and how you can start addressing them with AI and automation.</p><div class="text-mono f5 mt-4"><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: Three AppSec pitfalls every security leader can avoid" href="/security/three-appsec-pitfalls-security/"></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>Three AppSec pitfalls every security leader can avoid</span></h3><time class="text-mono mb-3 color-fg-muted">March 5, 2020</time><p class="f3-mktg color-fg-muted">Secure software is critical for business success today. Here are some common application security pitfalls every software team can watch out for.</p><div class="text-mono f5 mt-4"><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: Transforming application security with AI" href="/security/transforming-application-security-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/6v54PXbBZX0xxf9VOsa0Mz/e6410794410dc15ade67649b91e0ca56/2fa528dc-4acb-46a3-85f1-4d31b38a15f0-1200x630.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6v54PXbBZX0xxf9VOsa0Mz/e6410794410dc15ade67649b91e0ca56/2fa528dc-4acb-46a3-85f1-4d31b38a15f0-1200x630.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6v54PXbBZX0xxf9VOsa0Mz/e6410794410dc15ade67649b91e0ca56/2fa528dc-4acb-46a3-85f1-4d31b38a15f0-1200x630.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6v54PXbBZX0xxf9VOsa0Mz/e6410794410dc15ade67649b91e0ca56/2fa528dc-4acb-46a3-85f1-4d31b38a15f0-1200x630.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6v54PXbBZX0xxf9VOsa0Mz/e6410794410dc15ade67649b91e0ca56/2fa528dc-4acb-46a3-85f1-4d31b38a15f0-1200x630.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Transforming application security with AI</span></h3><time class="text-mono mb-3 color-fg-muted">January 17, 2024</time><p class="f3-mktg color-fg-muted">From prevention to remediation, AI-assisted tooling changes everything. The future of secure software development is here. Let’s dive in. </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/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: Application Security 3.0" href="/security/virtual-summit/"></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/7xuRD3AFLtWt2ztUC0z1ag/21080b1c7cff9c9ec69516b836f650b4/237482938-e50a7dd3-3951-4920-9dfe-a8c201d87a1e__1_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7xuRD3AFLtWt2ztUC0z1ag/21080b1c7cff9c9ec69516b836f650b4/237482938-e50a7dd3-3951-4920-9dfe-a8c201d87a1e__1_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7xuRD3AFLtWt2ztUC0z1ag/21080b1c7cff9c9ec69516b836f650b4/237482938-e50a7dd3-3951-4920-9dfe-a8c201d87a1e__1_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7xuRD3AFLtWt2ztUC0z1ag/21080b1c7cff9c9ec69516b836f650b4/237482938-e50a7dd3-3951-4920-9dfe-a8c201d87a1e__1_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7xuRD3AFLtWt2ztUC0z1ag/21080b1c7cff9c9ec69516b836f650b4/237482938-e50a7dd3-3951-4920-9dfe-a8c201d87a1e__1_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Application Security 3.0</span></h3><time class="text-mono mb-3 color-fg-muted">May 4, 2023</time><p class="f3-mktg color-fg-muted">Discover how to proactively secure your software and defend against potential threats at our virtual summit, now available on demand! Gain valuable insights and practical strategies to enhance your code security and reduce risk with industry experts from 42Crunch, NowSecure, and Nucleus 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/github-advanced-security/">GitHub Advanced 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: What is application security and how does it work?" href="/security/what-is-application-security/"></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/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>What is application security and how does it work?</span></h3><p class="f3-mktg color-fg-muted">Application security, sometimes shortened to AppSec, refers to the security measures used to protect software from unauthorized access, use, disclosure, disruption, modification, or destruction. The practice of AppSec implements safeguards and controls to protect software from cyberthreats, and to ensure the confidentiality, integrity, and availability of the application and its data. </p><div class="text-mono f5 mt-4"><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: Dynamic application security testing (DAST)" href="/security/what-is-dast/"></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/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3brGEQk2zC0BIWfpZFFQI3/368db18eb3764b08fe0e24005f513881/Security-DarkMode-1_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Dynamic application security testing (DAST)</span></h3><div class="text-mono f5 mt-4"><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: The thing about Secrets - Why detection is not enough" href="/the-thing-about-secrets-why-detection-is-not-enough/"></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/5HOWeairuJfv1Rip9qEC2J/095e5ea6761a247cc615c8c7b13c25de/1200x630-The_Thing_about_secrets_landing_page_hero.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/5HOWeairuJfv1Rip9qEC2J/095e5ea6761a247cc615c8c7b13c25de/1200x630-The_Thing_about_secrets_landing_page_hero.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/5HOWeairuJfv1Rip9qEC2J/095e5ea6761a247cc615c8c7b13c25de/1200x630-The_Thing_about_secrets_landing_page_hero.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/5HOWeairuJfv1Rip9qEC2J/095e5ea6761a247cc615c8c7b13c25de/1200x630-The_Thing_about_secrets_landing_page_hero.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/5HOWeairuJfv1Rip9qEC2J/095e5ea6761a247cc615c8c7b13c25de/1200x630-The_Thing_about_secrets_landing_page_hero.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>The thing about Secrets - Why detection is not enough</span></h3><time class="text-mono mb-3 color-fg-muted">March 22, 2024</time><p class="f3-mktg color-fg-muted">While secrets shouldn’t be in code, they often are... so what's next?</p><div class="text-mono f5 mt-4"><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: Copilot and GitHub Advanced security" href="/webcasts/advanced-security-and-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/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Copilot and GitHub Advanced security</span></h3><time class="text-mono mb-3 color-fg-muted">August 10, 2022</time><p class="f3-mktg color-fg-muted">How Copilot and GitHub Advanced security could revolutionize appsec</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></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: Found means fixed with AI-powered application security" href="/webcasts/found-means-fixed-with-ai-powered-application-security/"></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/1vs735TqdYuHt9lmfa3PLM/d2641ea12379b185faf7a25ab57091f4/AI_Background_-_Artificial_Intelligence_pillar_-_Light_5_1.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/1vs735TqdYuHt9lmfa3PLM/d2641ea12379b185faf7a25ab57091f4/AI_Background_-_Artificial_Intelligence_pillar_-_Light_5_1.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/1vs735TqdYuHt9lmfa3PLM/d2641ea12379b185faf7a25ab57091f4/AI_Background_-_Artificial_Intelligence_pillar_-_Light_5_1.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/1vs735TqdYuHt9lmfa3PLM/d2641ea12379b185faf7a25ab57091f4/AI_Background_-_Artificial_Intelligence_pillar_-_Light_5_1.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/1vs735TqdYuHt9lmfa3PLM/d2641ea12379b185faf7a25ab57091f4/AI_Background_-_Artificial_Intelligence_pillar_-_Light_5_1.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Found means fixed with AI-powered application security</span></h3><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></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: Found means fixed with AI-powered application security - Americas" href="/webcasts/found-means-fixed-with-ai-powered-application-security-amer/"></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/2Kb0VNQ5RFbALb12Q0ZATk/bac048a80cb945e0bb6b0f85c75bd7b6/Landing_page_header_1200x630__3_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/2Kb0VNQ5RFbALb12Q0ZATk/bac048a80cb945e0bb6b0f85c75bd7b6/Landing_page_header_1200x630__3_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/2Kb0VNQ5RFbALb12Q0ZATk/bac048a80cb945e0bb6b0f85c75bd7b6/Landing_page_header_1200x630__3_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/2Kb0VNQ5RFbALb12Q0ZATk/bac048a80cb945e0bb6b0f85c75bd7b6/Landing_page_header_1200x630__3_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/2Kb0VNQ5RFbALb12Q0ZATk/bac048a80cb945e0bb6b0f85c75bd7b6/Landing_page_header_1200x630__3_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Found means fixed with AI-powered application security - Americas</span></h3><time class="text-mono mb-3 color-fg-muted">October 25, 2024</time><p class="f3-mktg color-fg-muted">At GitHub, we believe application security tooling must go beyond alerting—it should also help you fast-track remediation. Enter “Found means fixed,” our vision for AI-powered security. Identifying vulnerabilities is the first step; effectively fixing them is how you’ll make a significant impact.</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></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: Found means fixed with AI-powered application security - Asia Pacific" href="/webcasts/found-means-fixed-with-ai-powered-application-security-apac/"></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/4Yo12QyqsFVi21vuHzmDAm/50c188600790362f618f370ff76b4ba8/Landing_page_header_1200x630__5_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/4Yo12QyqsFVi21vuHzmDAm/50c188600790362f618f370ff76b4ba8/Landing_page_header_1200x630__5_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/4Yo12QyqsFVi21vuHzmDAm/50c188600790362f618f370ff76b4ba8/Landing_page_header_1200x630__5_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/4Yo12QyqsFVi21vuHzmDAm/50c188600790362f618f370ff76b4ba8/Landing_page_header_1200x630__5_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/4Yo12QyqsFVi21vuHzmDAm/50c188600790362f618f370ff76b4ba8/Landing_page_header_1200x630__5_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Found means fixed with AI-powered application security - Asia Pacific</span></h3><time class="text-mono mb-3 color-fg-muted">October 25, 2024</time><p class="f3-mktg color-fg-muted">At GitHub, we believe application security tooling must go beyond alerting—it should also help you fast-track remediation. Enter “Found means fixed,” our vision for AI-powered security. Identifying vulnerabilities is the first step; effectively fixing them is how you’ll make a significant impact.</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></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: Found means fixed with AI-powered application security - Europe, Middle East and Africa" href="/webcasts/found-means-fixed-with-ai-powered-application-security-emea/"></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/1hpoegjYYoUcazuzFesvok/172185e12fdb2e262e6fc07ac5006c45/Landing_page_header_1200x630__4_.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/1hpoegjYYoUcazuzFesvok/172185e12fdb2e262e6fc07ac5006c45/Landing_page_header_1200x630__4_.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/1hpoegjYYoUcazuzFesvok/172185e12fdb2e262e6fc07ac5006c45/Landing_page_header_1200x630__4_.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/1hpoegjYYoUcazuzFesvok/172185e12fdb2e262e6fc07ac5006c45/Landing_page_header_1200x630__4_.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/1hpoegjYYoUcazuzFesvok/172185e12fdb2e262e6fc07ac5006c45/Landing_page_header_1200x630__4_.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Found means fixed with AI-powered application security - Europe, Middle East and Africa</span></h3><time class="text-mono mb-3 color-fg-muted">October 25, 2024</time><p class="f3-mktg color-fg-muted">At GitHub, we believe application security tooling must go beyond alerting—it should also help you fast-track remediation. Enter “Found means fixed,” our vision for AI-powered security. Identifying vulnerabilities is the first step; effectively fixing them is how you’ll make a significant impact.</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></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: Meet GitHub Advanced Security" href="/webcasts/github-at-black-hat/"></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/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/6zwk8uklFCQ2qeCWfCFiug/a629a56786b371a3a95a222f7058b727/Security-DarkMode-3_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Meet GitHub Advanced Security</span></h3><time class="text-mono mb-3 color-fg-muted">August 10, 2022</time><p class="f3-mktg color-fg-muted">We recently participated in Black Hat USA, a cybersecurity conference in Las Vegas, where we shared our developer-empowering solutions that can help organizations secure their code in minutes. Sign up below to watch the session</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></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, Q2" href="/webcasts/github-roadmap-webinar-q2-gated/"></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/2D5ge3LyZ9XKcThUCHn0Tq/5bd898e3ab0f68b46f695d46eb56ab6a/1200x630.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/2D5ge3LyZ9XKcThUCHn0Tq/5bd898e3ab0f68b46f695d46eb56ab6a/1200x630.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/2D5ge3LyZ9XKcThUCHn0Tq/5bd898e3ab0f68b46f695d46eb56ab6a/1200x630.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/2D5ge3LyZ9XKcThUCHn0Tq/5bd898e3ab0f68b46f695d46eb56ab6a/1200x630.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/2D5ge3LyZ9XKcThUCHn0Tq/5bd898e3ab0f68b46f695d46eb56ab6a/1200x630.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub Roadmap Webinar, Q2</span></h3><time class="text-mono mb-3 color-fg-muted">April 3, 2024</time><p class="f3-mktg color-fg-muted">Where’s GitHub headed next? Join us for our Roadmap Webinar to find out. </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/enterprise/">Enterprise</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: GitHub Roadmap Webinar, Q3" href="/webcasts/github-roadmap-webinar-q3/"></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/2M7bEkJclYD5k452zQuZNB/f7d57b394b6b7f6cd75c064f9a65a0b5/352655658-7823c2f9-2165-4542-8497-e9902aabe6a9.webp?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/2M7bEkJclYD5k452zQuZNB/f7d57b394b6b7f6cd75c064f9a65a0b5/352655658-7823c2f9-2165-4542-8497-e9902aabe6a9.webp?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/2M7bEkJclYD5k452zQuZNB/f7d57b394b6b7f6cd75c064f9a65a0b5/352655658-7823c2f9-2165-4542-8497-e9902aabe6a9.webp?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/2M7bEkJclYD5k452zQuZNB/f7d57b394b6b7f6cd75c064f9a65a0b5/352655658-7823c2f9-2165-4542-8497-e9902aabe6a9.webp?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/2M7bEkJclYD5k452zQuZNB/f7d57b394b6b7f6cd75c064f9a65a0b5/352655658-7823c2f9-2165-4542-8497-e9902aabe6a9.webp?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>GitHub Roadmap Webinar, Q3</span></h3><time class="text-mono mb-3 color-fg-muted">March 7, 2024</time><p class="f3-mktg color-fg-muted">Curious about GitHub's 2024 Q3 releases? Watch to learn more.</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/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: Securing your Azure DevOps workflow with GitHub Advanced Security" href="/webcasts/securing-your-azure-devops-workflow-with-github-advanced-security/"></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/43L6FaIKqL549vmQSHpTYe/78a9ac0a73a287bbe7a4772ec9723377/Securing_your_Azure_DevOps_workflow_with_GitHub_Advanced_Security.jpg?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/43L6FaIKqL549vmQSHpTYe/78a9ac0a73a287bbe7a4772ec9723377/Securing_your_Azure_DevOps_workflow_with_GitHub_Advanced_Security.jpg?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/43L6FaIKqL549vmQSHpTYe/78a9ac0a73a287bbe7a4772ec9723377/Securing_your_Azure_DevOps_workflow_with_GitHub_Advanced_Security.jpg?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/43L6FaIKqL549vmQSHpTYe/78a9ac0a73a287bbe7a4772ec9723377/Securing_your_Azure_DevOps_workflow_with_GitHub_Advanced_Security.jpg?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/43L6FaIKqL549vmQSHpTYe/78a9ac0a73a287bbe7a4772ec9723377/Securing_your_Azure_DevOps_workflow_with_GitHub_Advanced_Security.jpg?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Securing your Azure DevOps workflow with GitHub Advanced Security</span></h3><time class="text-mono mb-3 color-fg-muted">September 4, 2023</time><p class="f3-mktg color-fg-muted">In today's fast-paced development landscape, keeping your code secure shouldn't slow you down. That's why we're thrilled to introduce GitHub Advanced Security on Azure DevOps. </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></div></div></div></div></div></div></section></main></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"topic":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3eooBSzENNTxGyphoW95TR","type":"Entry","createdAt":"2024-01-11T21:00:28.899Z","updatedAt":"2024-11-26T10:53:09.203Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":150,"revision":77,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"security","label":"Security"}},"pages":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5Em2r2EFmNclm9rACMkTsE","type":"Entry","createdAt":"2024-01-11T21:02:28.499Z","updatedAt":"2024-02-21T16:26:10.429Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"page"}},"locale":"en-US"},"fields":{"path":"/appsec-talk","seo":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"31ykrAuEINb48VIIxOFTTs","type":"Entry","createdAt":"2022-09-13T18:42:56.296Z","updatedAt":"2024-10-03T13:01:33.127Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":7,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"seo"}},"locale":"en-US"},"fields":{"metaDescription":"This highly interactive, three-part learning journey will highlight some of the shortcomings of legacy application security solutions, and share our end-to-end solution that will empower and enable developers to ship more secure software","metaImage":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"1Rmx4gf6cyr32UHH1geg8a","type":"Asset","createdAt":"2022-09-13T18:41:45.515Z","updatedAt":"2022-09-13T18:41:45.515Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":1,"locale":"en-US"},"fields":{"title":"learning-journey-code-security-2022","description":"","file":{"url":"//images.ctfassets.net/wfutmusr1t3h/1Rmx4gf6cyr32UHH1geg8a/55aa4ee32880d187925d0fa03be1ba59/1200x630-Landing_page_banner.png","details":{"size":676781,"image":{"width":1200,"height":627}},"fileName":"1200x630-Landing page banner.png","contentType":"image/png"}}}}},"topics":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3eooBSzENNTxGyphoW95TR","type":"Entry","createdAt":"2024-01-11T21:00:28.899Z","updatedAt":"2024-11-26T10:53:09.203Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":150,"revision":77,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"security","label":"Security"}}]}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5kHvJOY2qT473Up2IEy1iH","type":"Entry","createdAt":"2024-09-26T23:52:33.056Z","updatedAt":"2024-09-26T23:52:33.056Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":12,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"page"}},"locale":"en-US"},"fields":{"path":"/artificial-intelligence/gartner-ai-will-not-replace-software-engineers","content":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6O0tViAHLppTygEY6baHnV","type":"Entry","createdAt":"2024-09-26T23:49:31.806Z","updatedAt":"2024-11-26T11:02:06.249Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":88,"revision":34,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"resourceContainer"}},"locale":"en-US"},"fields":{"internalTitle":"Resource Page for /artificial-intelligence/gartner-ai-will-not-replace-software-engineers","title":"AI Will Not Replace Software Engineers (and May, in Fact, Require More)","description":"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. 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But until recently one aspect of the software development lifecycle (SDLC) has remained outside DevOps: security. DevSecOps seeks to correct that by baking security into the software development lifecycle (SDLC) in the same way that DevOps prioritizes quality, speed, and deep collaboration throughout all stages of software development. For modern organizations, DevSecOps becomes just “DevOps”: security is baked into the SDLC experience.\n\nOrganizations that adopt DevSecOps typically see advantages that include:\n\n- **Reduced risk of data breaches:** \nDevSecOps seeks to make code secure by design. A combination of secure coding cultural practices, secure developer environments, and automated security tests throughout the SDLC help reduce the chances of security vulnerabilities or flaws making it into production software.\n\n- **Improved compliance:** \nDevSecOps practitioners often use automation to enforce code compliance and integrate policy enforcement tooling directly into the CI/CD pipeline.\n\n- **Greater confidence in dependencies:** \nThe modern technology stack depends heavily on third-party code, often from public package repositories. DevSecOps practitioners frequently leverage tooling and automated tests to identify potential issues before a software release.\n\n- **Value gets to end users faster:** \nBy creating a security-first culture and applying automated checks, DevSecOps reduces the need for distinct security reviews that slow down code deployments.\n\n## What is the main benefit of DevSecOps?\n\nDevSecOps seeks to build security into every step of the SDLC. This ideally means that security related tests (automated and not) take place at each stage from coding to merging branches to builds, deployments, and on into operation of production software. Moreover, DevSecOps advances the idea that everyone working on a product is accountable for its security. This helps teams catch vulnerabilities before they make it to production and reduces the need for late-stage, manual security reviews, which can slow down software releases.\n\n## DevSecOps best practices\n\nPush buggy code into production and the result might be a bad customer experience and potential lost business due to downtime. But if you deploy insecure code, the fallout can be far more severe.\n\nDevSecOps is a natural evolution of DevOps and seeks to make security a core part of the SDLC instead of a siloed process that takes place right before a release. Just like how testing and operations teams were often siloed from development in the pre-DevOps world, security today is often the job of specialized teams whose work take place outside the DevOps lifecycle. \n\nDevSecOps argues that security needs to be embedded across the SDLC. Whether your organization already practices DevOps or you’re looking at how to adopt a DevOps culture, here are the foundational best practices you need to establish a DevSecOps practice:\n\n- **Create a DevSecOps culture:** Success in DevSecOps relies on _everyone_ taking responsibility for security. That means each person in the SDLC codes, builds, tests, and configures application and infrastructure settings defensively. Just like DevOps, DevSecOps thrives in an open culture where each individual works together to build the best and most secure product possible.\n\n- **Design security into the product:** DevSecOps seeks to design security into products from the initial planning stages to deployed production-level code. This means security work is planned alongside feature work, and practitioners are provided security knowledge and testing throughout each stage of their development work. The goal is to make security an everyday part of your team’s work.\n\n- **Build a threat modeling practice:** The seeds of security vulnerabilities are often sown before a line of code is written. Model potential threats during the planning phase and design your infrastructure and the application’s architecture to mitigate those issues. And periodic penetration testing, where a trusted person attempts to break into your system, can help unveil weaknesses you may miss in your threat models.\n\n- **Automate for speed and security:** Automated testing is used throughout the SDLC to ensure the right security checks happen at the right time. That gives people more time to focus on building the core product while ensuring security requirements are met.\n\n- **Plan security checkpoints in your product development:** \nIdentify transition points in your SDLC where the risk profile changes. That could be the point at which a developer merges their code into the main branch, which might increase the potential for that code to be run on the machines of colleagues and eventually reach production. In that case, opening a pull request might be a good trigger event for automated security checks, along with the appropriate manual escalations.\n\n- **Approach security failures as learning opportunities:** \nBuilding on DevOps’ culture of continuous improvement, a successful DevSecOps practice strives to turn security incidents into learning opportunities. This can be accomplished by leveraging audit logs, building incident reports, and modeling malicious behavior to improve tooling, testing, and processes to further secure your applications and systems. \n\n- **Stay on top of dependencies:** \nUnderstanding and mitigating the potential threats from dependencies is critical to your product’s security. Apply the same threat modeling and automated testing to your dependencies as to your in-house code. At GitHub we’ve [identified and shared details of tens of millions of threats in open source software][1], helping organizations and developers be more aware of and avoid vulnerabilities. \n\n- **Build your analytics and reporting capabilities:** \nContinuous monitoring is a critical part of a DevSecOps practice—and that includes real-time alerts, system analytics, and proactive threat monitoring. By measuring every aspect of your application and your DevSecOps pipeline you can create a common point for understanding application health. Reporting dashboards and alerts highlight problems early. When a problem does occur, the telemetry you’ve set up—such as application-level logging—provides insight for incident resolution and root cause analysis.\n\n## DevSecOps culture\n\nCreating a DevSecOps culture begins by making security everyone’s responsibility. This can be a big change for many organizations. Traditionally, security was something developers left in the hands of specialist security professionals. It could also become a point of friction as well. Engineering teams often looked at security practices as an impediment to shipping software fast.\n\nDevSecOps fundamentally seeks to change this perception by making security as core to the SDLC as writing code, running tests, configuring services. Each new feature or fix begins with considering its security implications. Security and compliance policies are enforced through tests. When something goes wrong, it’s an opportunity to learn and to do it better next time.\n\nAnd instead of something that slows down software releases, security in a DevSecOps practice becomes a part of the release itself leading to faster and more secure deployments.\n\nBut building a successful DevSecOps practice requires building security into every stage of the SDLC. This varies from one organization to another. Even so, there are core pillars that define a DevSecOps culture. These include: \n\n- **People:** \nA DevSecOps practice seeks to remove the barriers between different disciplines and build a naturally collaborative environment where each person shares responsibility for a product’s security and quality.\n\n- **Process:** \nDevSecOps moves security from being a distinct stage that often comes at the end of the SDLC to an integral part of each person’s work. Automated security evaluations, security-focused unit testing, widespread monitoring, and defensive coding create rapid feedback loops where vulnerabilities are surfaced earlier in the product life cycle and can be fixed faster.\n\n- **Products:** \nDevSecOps builds on the DevOps toolchain by using technologies such as CI/CD to automate the identification of security issues. Dependency scanning, static and dynamic application security testing, and automated policy enforcement tools are often used to help build security into every stage of the SDLC. A wide range of best-in-breed solutions can be integrated with one another to create an “open” toolchain. Other organizations, however, may find that more integrated and security-focused product suites can often provide a more holistic experience.\n\n- **Governance:** \nContinuous improvement is central to DevSecOps and it requires creating a culture of measurement that enables practitioners to identify opportunities to refine processes and tooling.\n\n## DevSecOps pipeline\n\nA DevSecOps culture seeks to establish security as a fundamental part of creating software—but that’s only one part of what it takes to successfully adopt a DevSecOps practice. The next step is to integrate security into each stage of a [DevOps pipeline][2].\n\nWith security specific tooling and processes throughout the SDLC, a DevSecOps pipeline helps practitioners design more secure products and catch security issues early in the product life cycle. \n\n![DevOps Pipeline Infinity][3]\n\n### Common DevSecOps pipeline stages\n\nDevSecOps builds on DevOps, and a DevSecOps pipeline builds on a DevOps pipeline. Just as DevOps integrated quality and speed into each step, the best DevSecOps pipelines are designed to anticipate key points in the SDLC where security issues are likely to arise.\n\nThis breaks down into the following common DevSecOps pipeline stages: \n\n- **Plan:** \nIn a DevSecOps practice, security starts at the planning stage in the SDLC pipeline. This can include analyzing potential security threats and determining how to combat them with threat modeling. It can also involve designing security into your products proactively to ensure it’s baked into the work from the beginning with key data hygiene and other security decisions taken up front. \n\n- **Code:** \nAt the coding stage in a DevSecOps pipeline, it’s important to create a culture of defensive programming with policies that help practitioners proactively navigate security and compliance issues. This could be as simple as specifying rules for how to handle particularly risky aspects of code, such as NULLs, or involve broader guidelines on areas such as input validation. \n\n- **Build:** \nIn the build stage, a typical DevSecOps pipeline will include automated security checks to catch vulnerabilities in source code before they hit the main branch. This can involve using pre-commit hooks to run static application security testing (SAST) tools where any potential issues in code will stop the build, much like a failed test, and provide time to fix any potential vulnerabilities in proprietary source code before work can progress. It should also include software composition analysis (SCA) tools to track open source components in the codebase and detect any vulnerabilities in dependencies. \n\n- **Test:** \nThe test stage of a DevSecOps pipeline is a key point where practitioners will develop a testing strategy and automated testing suite to catch any potential security vulnerabilities or issues. This commonly includes using unit tests at a base level to look for security issues such as the way in which the application deals with unexpected or malformed input. It can also include dynamic application security tests to find vulnerabilities in the application when run. This way, the test phase becomes as much as security as it does functionality. A good tip at this stage is to integrate dynamic application security testing (DAST) into the DevSecOps pipeline.\n\n- **Release:** \nIn the release stage, a DevSecOps pipeline will often include additional automated security testing and vulnerability scanning to catch issues that might not have been apparent in earlier stages. Some organizations will also deploy the principle of least privilege where each person and tool has access only to precisely what they need. \n\n- **Deploy:** \nAt the deployment stage, a DevSecOps practitioner will work to ensure that code makes it to production only if it has passed security checks at each previous stage. This can involve applying automated tests to application code and the underlying infrastructure used to run the software in production to catch any run-time security concerns.\n\n- **Operate and monitor:** \nIn the operations and [monitoring][4] stages of a DevSecOps pipeline, organizations will often use application-level and infrastructure metrics to identify unusual activity that could indicate a security breach. When an incident occurs, use logging and other instrumentation can be used to pinpoint the issue and understand its impact.\n\n## DevSecOps automation principles\n\nWhen it’s correctly implemented, automation accelerates the SDLC by enabling people to use technology to accomplish repetitive, manual tasks and deliver higher-quality software faster. DevSecOps takes automation further by integrating security tests across all stages of the SDLC to improve speed, consistency, and mitigate against potential risks. \n\nIf DevSecOps makes security everyone’s responsibility, DevSecOps automation strives to give everyone the tools they need to ensure code and configurations are secure without requiring them to become security specialists.\n\nWhen considering where to apply automation in your own DevSecOps pipeline, consider the following principles:\n\n- **Automation should be strategic:** \nA DevOps practice often seeks to use automation to facilitate speed and quality across the SDLC. But just as being strategic is important in a DevOps practice, it’s equally—if not more—important to be strategic about how and when automation is applied in a DevSecOps environment. \n\n- **Let people focus on being creative:** \nAutomate repetitive tasks wherever possible. That way, people can save their time and mental energy for more involved work while checks are applied more consistently and at scale.\n\n- **Systematize code review:** \nUse [tools][5] such as static application security testing to automate elements of your code review. Human-led code review is still important though and it’s critical to ensure your code review checklist covers security issues specific to your technology stack. Create a feedback cycle so each time a new information becomes available you build it into the checklist. For example, when an incident occurs consider how you could have caught the problem earlier with a code review or automated test.\n\n *[Learn how GitHub Advanced Security offers leading-edge security tooling for DevSecOps organizations \u003e ][6]*\n\n\u003cbr /\u003e\n\n![Reflect tools][7]\n\n\u003cbr /\u003e\n\n## DevSecOps toolchain\n\nAdopting DevSecOps starts with a cultural shift that involves making security a core concern of everyone involved in the SDLC. To accomplish this, organizations will often adopt new processes and build a DevSecOps toolchain that applies automated security tests and security tooling to the SDLC.\n\nDevSecOps tooling often builds on common DevOps tools such as CI/CD, automated tests, configuration management, and monitoring. The goal is to integrate security-focused tooling into each stage of the product life cycle. \n\n### Key components of the DevSecOps toolchain\n\n- **Automated security tests on commits and merges:** \nA basic goal of any DevSecOps practice is to catch issues in code before they can do harm by triggering automatic scans using pre-commit and merge triggers. Some of the scans organizations might implement include:\n\n - **Code scanning:** Often called static application security testing, this evaluates code at rest—in other words, without having to run it—to discover code that could lead to a vulnerability.\n\n - **Vulnerability scanning:** Dynamic application scanning tools build and deploy the application to a sandboxed environment and then observe how it responds to known security threats.\n\n - **Secret scanning:** Even with the most stringent policies, secrets occasionally make it into a commit. Secret scanning tools are used to catch them before the commit is made. These also pair with SCA tools, which are used to detect any vulnerabilities in open source dependencies within a given codebase. \n\n*[Explore how GitHub enables DevSecOps organizations to apply in-depth automated security tests at all stages of the SDLC \u003e][6]*\n\n- **Configuration management:** In DevSecOps, a general rule is it’s best to remove the uncertainty from systems configuration—and this is often accomplished by adopting infrastructure as code. Tools such as Docker, Terraform, and Ansible use YAML and similar configuration files that can be automatically scanned for issues, committed to version control, and rolled out automatically to multiple instances of a service. \n\n*[Find out how GitHub helps DevSecOps organizations manage application and system configurations through automation \u003e ][8]*\n\n- **Container orchestration:** In some environments, organizations may adopt a microservices architecture to better support complex, cloud-native applications. This requires maintaining multiple [containers][9] and scaling them as needed and securely—and that involves container orchestration tools. Just like configuration management tools, container orchestration tooling will often use YAML configuration files to dictate interactions between containers. \n\n- **Runtime verification:** Also known as runtime application self-protection tools, these tools will actively monitor and/or direct threats towards your application as it runs with reports highlighting any vulnerabilities.\n\n- **Continuous monitoring and reporting:** One of the simplest yet highly effective aspects of DevSecOps tooling is measurement—and that involves logging everything at the application and infrastructure level. The best tools will provide real-time intelligence when something goes wrong and include a reporting system so you can catch issues early. Outbound data from an unexpected port, for example, could indicate a compromise but without monitoring and reporting it might go undetected.\n\n## The bottom line\n\nSecurity is a defining issue in software development organizations today. Getting it wrong has far-reaching implications—both for the organizations and even the individuals involved. DevSecOps offers a framework for creating software securely from the very first step. And building on the well understood culture and processes of [DevOps means][10] that, for most businesses, a shift left to DevSecOps is a natural evolution.\n\n## Build your DevSecOps 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][11] \u003e \n\n\u003cbr /\u003e\u003cbr /\u003e\n\n\u003e Our philosophy is to build automation and great [DevOps][12] for the company you will be tomorrow.\n\nSenior SCM Engineer Todd O'Connor at [Adobe][13]\n\n\u003cbr /\u003e\u003cbr /\u003e\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\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/) |\n\n[1]: https://securitylab.github.com/\n[2]: https://resources.github.com/devops/pipeline\n[3]: //images.ctfassets.net/wfutmusr1t3h/2yycTRb93twEoCbO5n75dW/a5026e233832255d6cc73904bb6a7139/infinity.png\n[4]: https://resources.github.com/devops/tools/monitoring\n[5]: https://resources.github.com/devops/tools/\n[6]: https://github.com/features/security\n[7]: //images.ctfassets.net/wfutmusr1t3h/TdLPy6OEyYXySYKKOdZqo/0a68a08304481769fa853fe55f60d468/Reflect_tools.png\n[8]: 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For support questions, head to github.com/contact ","required":false}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5zNCZ4hVsez1AWpp6Fga7h","type":"Entry","createdAt":"2022-03-12T20:23:32.191Z","updatedAt":"2024-11-20T14:58:44.487Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":16,"revision":10,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"htmlName":"elqCustomerGUID","type":"hidden","required":false}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"7a3HDjJcLkWmsPKHATLvna","type":"Entry","createdAt":"2022-03-12T20:24:00.556Z","updatedAt":"2024-11-20T14:58:44.527Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":18,"revision":10,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}},"locale":"en-US"},"fields":{"htmlName":"elqCookieWrite","type":"hidden","required":false,"defaultValue":"0"}}]}},"headerCTA":"Download PDF","buttonCTA":"Contact GitHub","publicationDate":"2021-11-18T00:00+00:00","hidden":false}},"seo":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3l40sojEGJMh5igFg4pO2M","type":"Entry","createdAt":"2022-04-01T10:48:25.503Z","updatedAt":"2024-10-03T13:12:42.821Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"seo"}},"locale":"en-US"},"fields":{"metaDescription":"Let's talk about how you can scale and adopt GitHub Advanced Security in an auotmated and structured fashion"}},"topics":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3eooBSzENNTxGyphoW95TR","type":"Entry","createdAt":"2024-01-11T21:00:28.899Z","updatedAt":"2024-11-26T10:53:09.203Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":150,"revision":77,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"security","label":"Security"}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5R9zfL5sHOvIqOX4WnG1mJ","type":"Entry","createdAt":"2024-01-11T21:00:30.758Z","updatedAt":"2024-11-26T10:53:17.315Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":85,"revision":44,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}},"locale":"en-US"},"fields":{"slug":"github-advanced-security","label":"GitHub Advanced Security"}}]}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"fNb7i6UoERhTCKJjAX5In","type":"Entry","createdAt":"2023-08-24T13:17:34.331Z","updatedAt":"2024-02-21T16:26:43.899Z","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":"/security/software-development-strategy-essentials","content":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"2wISrmv28B41zG1Gh1eveQ","type":"Entry","createdAt":"2022-03-13T20:54:57.423Z","updatedAt":"2024-10-03T12:37:26.070Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":61,"revision":18,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"resourceContainer"}},"locale":"en-US"},"fields":{"internalTitle":"Resource Page for /security/software-development-strategy-essentials","path":"/security/software-development-strategy-essentials","title":"Secure software development strategy essentials","description":"Trust is the foundation of the relationship between software companies and their customers. The ability to prevent sensitive data from falling into the wrong hands is a cornerstone of this trust.","body":"## Introduction\n\nGlobally, governments have responded with a variety of regulatory frameworks obligating companies to protect sensitive customer data, with severe sanctions imposed on firms that fail to do so. Failure to properly safeguard data can have profound and lasting impact on a company’s reputation and their bottom line.\n\nTo make matters more complex, software has become a central component of businesses everywhere and will continue to increase in importance. However, strict regulatory and compliance requirements can govern the way teams build software, from the processes they follow to the tools they use. These requirements are often prohibitive enough to compromise performance and stifle innovation, particularly for companies in highly regulated industries, such as healthcare, government, and financial services.\n\nThe good news is secure development doesn’t have to be a barrier to collaboration or innovation. Businesses today are uniquely positioned to create impactful, forward-thinking user experiences, and many of them are doing just that. Thousands of organizations are using GitHub to free their workflows from insular development and build secure processes that give engineering teams the flexibility to do their best work. With consumer expectations higher than ever and increased pressure to lower costs, efficient, collaborative, and secure workflows can help teams shift focus to where it matters most: Building the best, most innovative software for their customers.\n\n**In this guide, we’ll outline the unique regulatory and technical challenges that software companies face, how to address them, and how GitHub can help.**\n\n## Safeguarding customer data\n\nToday, customers share some of their most sensitive data with companies in online transactions and other data exchanges. Security teams are engaged in a constant arms race with those trying to obtain this data for criminal purposes—from individual hackers to state actors deploying considerable skill and resources in their efforts to undermine security. Fortunately, there are best practices and tools that can help companies secure their development processes and keep sensitive data safe.\n\nThere is no single solution or approach that can guarantee security. Instead, effective security relies on a layered approach, enforcing checks and safeguards at multiple points across data paths and workflows. This layered approach includes a combination of tools, practices, and culture.\n\n## Build a culture of security\n\nA corporate culture that places security at the center of everything is key to enforcing security policies at scale. Creating a security culture means building processes that make everyone’s job. Examples include regular training on secure practices, highlighting the danger of social paths to infiltration like phishing attacks, as well as technical means. Specific best practices include:\n\n- Enforcement of password policies, including complex passwords, regular password changes, and the use of password managers and generators to enhance password security\n- Use of two-factor authentication\n- Education and training regarding the dangers of public networks, as well as the physical protection of devices like laptops, tablets, and cell phones\n- Use of VPNs to secure access to internal corporate networks\n\n### Always encrypt data\n\nOne of the best ways to avoid unauthorized access to data is encryption. Even if a bad actor obtains access to data transmission, strong encryption can render that success of little or no value. Again, employing a layered approach is most effective when implementing an encryption strategy. This means:\n\n- Encrypting data in transit when it’s being transmitted between a permanent store and an end user\n- Encrypting data ‘at rest’ in the databases where it’s stored\n\n#### Encryption in transit\n\nAs a standard practice, any web-based effort should employ end-to-end encryption using modern encryption protocols such as TLS. TLS helps secure communication using strong, certificate-based encryption that can be essentially unbreakable in any practical sense. TLS also verifies each party in a network transaction, preventing ‘man-in-the-middle’ attacks, where a bad actor poses as a trusted partner in a transaction. Services like LetsEncrypt have greatly reduced the cost and complexity of implementing effective TLS and obtaining the required certificates.\n\n#### Encryption at rest\n\nSome applications provide encryption services at the software layer. This sort of encryption is better than none but can bring significant costs in terms of complexity and reduced performance. Encryption solutions that run as close to the storage hardware as possible, such as filesystem encryption or hardware appliance level encryption can provide a transparent layer of encryption for all applications.\n\n#### Encryption with GitHub\n\nAll communication to and from our self-hosted solution GitHub Enterprise Server is protected by TLS with the option to use LetsEncrypt for inexpensive and simple certificate maintenance. GitHub also secures communication between Git clients used by developers and the server using SSH. Both are strong cryptographic protocols that present robust barriers to unauthorized interception or leakage of sensitive data.\n\n### Adopt strong identity management practices\n\nThe more passwords users have to remember, the more likely they are to default to insecure practices like writing passwords down or reusing easy-to-remember (and thus easy to crack) passwords. Using a centralized identity management system like LDAP coupled with a Single Sign On (SSO) solution can greatly reduce the number of passwords users have to manage, making it easier for them to follow sound password management practices.\n\n#### Using github with identity management systems\n\nGitHub Enterprise supports authentication and authorization using a variety of identity management solutions like Active Directory and LDAP. GitHub also supports SAML, which allows enterprises to provide a Single Sign On experience for users\n\n### Prevent database attacks\n\nData entering an organization can be a dangerous vector that bad actors use to attempt to gain access to your systems. Many of these strategies rely on passing dangerous payloads to poorly designed systems, exploiting flaws to gain control. SQL injection is a classic example, occuring when a bad actor intentionally appends SQL code to seemingly harmless data like a customer name in a web application. Flaws in the underlying software can result in arbitrary execution of this code, resulting in data being unintentionally returned to the user. These attacks are particularly dangerous because they may not cause an error or other event that might attract the attention of IT administrators overseeing security.\n\nAgain, a layered approach is most effective in ensuring that only valid data enters your environment. This begins with the code in the user interface and extends throughout the datapath through middleware to underlying data stores. Building validation into the code at each step can dramatically reduce your vulnerability to these sorts of attacks. A combination of frequent manual and automated reviews and tests are critical to supporting this effort.\n\n\u003caside\u003e\n \u003ch4\u003eThree ways you can prevent common vulnerabilities:\u003c/h4\u003e\n \u003col\u003e\n \u003cli\u003eOnly accept validated data into production systems\u003c/li\u003e\n \u003cli\u003eMonitor systems for errors and edge cases\u003c/li\u003e\n \u003cli\u003eRestrict access to data systems of records as much as possible by adopting an identity management system\u003c/li\u003e\n \u003c/ol\u003e\n\u003c/aside\u003e\n\n### Segregate sensitive data\n\nThe fewer places sensitive data exists, the fewer opportunities (or less “surface area”) attackers have available to exploit. Reducing surface area means implementing practices like storing passwords in a password manager rather than entrusting them to individuals and never committing passwords, access/API tokens, encryption keys, and other sensitive data to publicly accessible repositories.\n\nSensitive data should *never* be used or stored in non-production systems. Of course, teams might require large amounts of data that reliably mimic the real thing for testing, tempting some engineers to ‘refresh’ development and testing environments with production data. Instead of using production data, consider using a tool that allows you to configure and then generate large sets of dummy data. These allow reliable, realistic testing without risking sensitive information.\n\n#### Preventing sensitive data from reaching repositories with pre-receive hooks\n\nIn addition to storing sensitive data separately, you can prevent the inadvertent (or deliberate) committing of protected data to repositories with **pre-receive hooks** — simple scripts that run in an isolated environment on the GitHub appliance. These scripts are triggered *before* code is pushed to GitHub to examine commits, identify sensitive information, and prevent it from\nbeing added to your repositories.\n\nAfter examining code, pre-receive hooks return only one of two possible values: success, or failure. If it fails, developers will see a message informing them that their commit failed, along with any other useful information your team chooses to include. The code is committed to the repository only if the pre-receive hooks succeeds. The result? No unwanted code makes it to your repositories, protecting your company from violations, liability threats, and potential regulatory penalties.\n\n## Enforce protections on source code\n\nEffective security requires controlling access to sensitive information and the source code for the software that manages it. Granular controls mean you can effectively protect this information without creating a security-bound environment that denies access too comprehensively. GitHub can support your access policies with **protected branches**. Protected branches help maintain the integrity of your code by limiting several features of Git on any branch an administrator chooses to protect. For example, administrators can restrict who can post to a branch to specific users and teams programmatically. They can also disable force pushes that might change or delete code on certain branches. Additional safeguards include:\n\n- Preventing deletion of a branch\n- Preventing code which fails automated testing and Continuous Integration (CI) checks from being merged\n- Requiring manual, auditable reviews from one or more people\n- Specifying 'code owners' for any part of a codebase and requiring their review\n\n\u003caside\u003e\n \u003ch4\u003eSteps you can take to protect your customer’s most important information:\u003c/h4\u003e\n \u003cul\u003e\n \u003cli\u003eUse secure connections everywhere (no excuses!) and only transfer data using protocols like SSH and SFTP\u003c/li\u003e\n \u003cli\u003eNever commit passwords, access/API tokens, encryption keys, and more to publicly accessible repositories\u003c/li\u003e\n \u003cli\u003eUse protected branches and pre-receive hooks to account for human error and protect sensitive data from making it to production\u003c/li\u003e\n \u003cli\u003eUse an identity solution to restrict access and make sure only the right people have access to sensitive data\u003c/li\u003e\n \u003c/ul\u003e\n\u003c/aside\u003e\n\n## Securing the entire development process\n\nYour software codebase and the development processes that shape the way your team builds are at the center of a layered security strategy. As developers work together and contribute changes, it’s important to put certain safeguards in place through a combination of best practices and GitHub features that make sure the code that reaches production is secure.\n\n### Include legacy core systems\n\nTools like mainframes remain central to some companies' operations more than 50 years after their initial introduction. These systems provide unparalleled capabilities but can also pose unique challenges to secure. Development teams should periodically evaluate all legacy systems and balance the cost of updating them against the potential risks of causing a security breach. Replacing a legacy system may not seem cost-effective until the threat of fines in the billions of dollars or a devastating security breach destroying public goodwill are included in the equation.\n\n#### Selecting a mainframe system\n\nGitHub’s partner ecosystem includes many vendors producing, selling, and maintaining mainframe systems. For example, IBM recently announced extensions for Git, the technology underpinning GitHub, that allow modern DevSecOps practices to be applied to mainframe development workflows. Find integrations to power your GitHub.com workflow on [GitHub Marketplace](https://github.com/marketplace) or learn more about which apps work with our self-hosted solution [GitHub Enterprise Server](https://github.com/works-with).\n\n### Automate processes to prevent bugs and errors\n\nManual oversight is a critical component of an effective, layered security strategy. However, overreliance on people can be dangerous. People get tired, become distracted, or simply make mistakes. Put people to work where their skills are most important, and delegate repetitive, tedious, yet still critical tasks to machines. Your team can leverage fully automated **Continuous Integration and Delivery (CI/CD)** in your GitHub workflows.\n\nCI/CD tools test and evaluate your code every single time a commit is pushed to a repository. With CI/CD in place, GitHub can test new code with existing production code to ensure the proposed changes work as intended and do not introduce security flaws into existing systems. These tests can also extend to examining all the code that your code depends on (its dependencies). Implementing automation isn’t difficult—and it can yield immediate and measurable results. In a 2017 study, the IEEE found that organizations that implemented automated dependency management, for example, had 60 percent fewer security vulnerabilities in their delivered software than those which did not.\n\n\u003caside\u003e\n \u003ch4\u003eOrganizations that implemented automated dependency management, for example, had \u003cem\u003e60 percent fewer\u003c/em\u003e security vulnerabilities in their delivered software than those which did not.\u003c/h4\u003e\n\u003c/aside\u003e\n\n#### Integrating CI/CD with GitHub\n\nIntegrating CI/CD is easy with GitHub, and it won’t affect developers’ existing workflows unless an automated test result requires them to take action. The less intrusive automation is for developers, the more likely it is to be widely adopted and its benefits felt across an organization.\n\nGitHub integrates with a variety of CI tools like Jenkins, Travis, and CircleCI. These automatically fetch code from a GitHub repository every time code is pushed, run tests, and return the results to GitHub with either a pass/fail status. They also return notifications on the status of each test, so developers can see where their code is failing. And with the Checks API, teams can build sophisticated custom tools for CI that make feedback seamless and richly informative.\n\nYou and your team can decide whether or not you’d like the results of CI tests to prevent code from getting merged into the code base or simply alert developers without taking action. If CI statuses are required, the pull request can only be merged when all required CI jobs complete. If you choose to prevent merging, the pull request can’t be merged until the required tests return successfully.\n\n\u003caside\u003e\n \u003ch4\u003eIntegrating security tools and workflows\u003c/h4\u003e\n \u003cp\u003eHundreds of tools integrate with GitHub—and many of them can help you keep your code and customer data safe.\u003c/p\u003e\n \u003cul\u003e\n \u003cli\u003e\n \u003cstrong\u003eCI:\u003c/strong\u003e CI tools like \u003ca href=\"https://travis-ci.org/\"\u003eTravis CI\u003c/a\u003e, \u003ca href=\"https://circleci.com/\"\u003eCircleCI\u003c/a\u003e, and \u003ca href=\"https://www.appveyor.com/\"\u003eAppVeyor\u003c/a\u003e automatically build and test code as you push it to GitHub, preventing bugs from being deployed to production\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003e\u003ca href=\"https://developer.github.com/v3/checks/\"\u003eThe Checks API:\u003c/a\u003e\u003c/strong\u003e Teams can create sophisticated custom tools that report on exactly the data and feedback you need\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003eError reporting:\u003c/strong\u003e Tools like \u003ca href=\"https://snyk.io/\"\u003eSnyk\u003c/a\u003e, \u003ca href=\"https://sentry.io/welcome/\"\u003eSentry\u003c/a\u003e, and \u003ca href=\"https://dependabot.com/\"\u003eDependabot\u003c/a\u003e help your team find, fix, and prevent vulnerabilities\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003eCode quality:\u003c/strong\u003e \u003ca href=\"https://codeclimate.com/\"\u003eCode Climate\u003c/a\u003e and \u003ca href=\"https://www.codacy.com/\"\u003eCodacy\u003c/a\u003e automate reviews with security and quality checks to prevent human error and streamline your team’s code review processes\n \u003c/li\u003e\n \u003c/ul\u003e\n \u003cp\u003eReady to see what kinds of tools are available to your team? Visit GitHub Marketplace at \u003ca href=\"https://github.com/marketplace\"\u003egithub.com/marketplace\u003c/a\u003e or browse \u003ca href=\"https://github.com/works-with\"\u003egithub.com/works-with\u003c/a\u003e\u003c/p\u003e\n\u003c/aside\u003e\n\n### Enforce manual reviews with required code review\n\nAutomation is important, but manual review of code will always remain a critical component of your security strategy. The more eyes on a given codebase, the more likely errors or vulnerabilities are likely to be detected. Reviews also serve a valuable function beyond security, helping ensure that institutional knowledge is shared and providing learning and mentoring opportunities for developers of all skill levels. The result of regular, organization sanctioned reviews is a codebase that is not only more secure but also healthier and more consistent.\n\nGitHub provides a flexible framework for mandating code reviews. You can:\n\n- Require reviews from one or more users with write access to the repository containing the changes\n- Require additional review and approval by one or more **code owners**. Code owners can be any combination of individual users or teams assigned specific responsibility for a section of a codebase, a particular technology, or any combination of the two\n- Empower reviewers to provide detailed, line-by-line feedback on any proposed changes\n- Ensure that all reviews are logged and auditable in the future\n\n\u003caside\u003e\n \u003ch4\u003eThree steps to take to help your team prevent bugs and errors:\u003c/h4\u003e\n \u003col\u003e\n \u003cli\u003eBuild in automated security scanning to reduce human error, test for weaknesses that may not be introduced otherwise, and save developers time\u003c/li\u003e\n \u003cli\u003eIntegrate automation directly into your team’s GitHub workflow with status checks\u003c/li\u003e\n \u003cli\u003eEnsure all of your team members feel an equal and shared responsibility for building and maintaining secure software\u003c/li\u003e\n \u003c/ol\u003e\n\u003c/aside\u003e\n\n### Audit and compliance-proof your workflow\n\nThe regulatory standards under which some companies work today require a robust logging and auditing capability. Not only do teams need to create an effective security strategy, they also have to prove they’ve done so to regulators. GitHub provides flexible and powerful logging, auditing, and reporting frameworks to help ensure compliance and the ability to prove it.\n\n#### Audit logging\n\nGitHub Enterprise maintains comprehensive logs of user and system activity. Audited activity includes every `git push` operation, including who initiated the push, their IP address, and repositories affected by the operation. Logs can be forwarded to an external system (like Logstash or Splunk) for analysis, reporting, and storage, ensuring compliance with regulatory requirements.\n\n#### Archiving repositories\n\nRepositories that are no longer maintained can be archived and set to ‘read-only’ mode. This ensures that no new code can be committed to the repository while still allowing users to view its content.\n\n#### Blocking force pushes\n\nGit allows developers to rewrite commit history by ‘force pushing’ changes. While sometimes necessary in order to fix mistakes, this capability presents a challenge when regulations require data to be immutable. GitHub Enterprise allows administrators to block force pushes for individual repositories or for the entire appliance, ensuring commit history can never be rewritten.\n\n#### Preventing users from deleting repositories\n\nThe ability to delete repositories can be restricted to administrators.\n\n### Move security all the way left\n\nIn the past, security was all too often an afterthought. In fact, the protocols which run the internet were not designed with security in mind _at all_. Boltedon aftermarket security is better than nothing, but far from sufficient in today’s frenzied threat environment. To be effective, security must be built into every software project from its very inception. Moving security left means shifting security from the right-hand side of your timeline, near delivery, all the way to the left, at the beginning. This ensures that security remains front and center throughout the entire product lifecycle.\n\nInvolving security teams early can also influence design, development, and maintenance decisions before they become too difficult and expensive to change. This advice is simple enough, but process means very little if leadership and engineering teams aren’t on board. Secure development requires everyone to adopt an effective security culture.\n\n#### Creating a security culture\n\nDevSecOps is a way of thinking about security throughout the development cycle and distributing it across teams and roles. It no longer makes sense for security teams to join the process after an application is built, only to discover exploitable flaws. With security experts closely aligned from the start, teams can create collaborative processes that proactively support security as they build.\n\nDevSecOps principles may require organizations to shift their team culture in addition to their infrastructure, but more reliable software and fewer surprises are worthwhile results. Some companies even invite security specialists into scrum teams to make sure it’s a priority throughout the process.\n\n## Customer story: Anaplan\n\nAnaplan helps businesses make smart, data-driven decisions with advanced modeling software. With a focus on speed, flexibility, and integrity, Anaplan supports planning at more than 500 companies— helping them stay nimble, discover opportunities, and plan for their futures.\n\nBehind its smart platform is a huge amount of data. Anaplan's 150+ developers need to create a platform that’s both flexible enough to make that data meaningful to businesses across industries, while ensuring that data is secure enough to keep it private. Their customers trust Anaplan to store sensitive financial plans in its own data centers. As a result, the company has rigorous compliance and security requirements in place to ensure the safety and privacy of regulated financial data.\n\nTo help their teams build a flexible, forward-thinking platform, Anaplan uses GitHub Enterprise Server.\n\n\u003e Compliance is a very big deal, and we built a lot of tooling to make sure we’re bulletproof. All commits are tagged with JIRA IDs that link everything together, including all of our developer tools. GitHub has made a huge impact on compliance, while helping us become more transparent.\n\n\u003csmall\u003e\u003cstrong\u003eJon Sandles,\u003c/strong\u003e Release Manager, Anaplan\u003c/small\u003e\n\nAt the heart of the Anaplan’s build and deployment pipelines are a set of automated tools that leverage the GitHub Enterprise API to regularly query and poll, and produce reports and alerts across all repositories. These keep the product team in tune with what's going on by emailing developers, creating reports in Confluence, and updating JIRA and Slack channels.\n\nProduct Managers are informed if code is checked into the wrong repositories against incorrect JIRA projects. Engineers are kept informed if pull requests are left open for too long. Code is scanned continuously by tools like Sonar and Checkmarx; deployment appliances like Chef scripts get the same treatment. Everything that goes to production follows the same pipelines.\n\nAt any point in time, especially near production deployment, the release and program management team are fully up to date on codebase compliance and readiness.\n\n\u003caside\u003e\n \u003ch4\u003eFour key features convinced Anaplan that GitHub offered the best solution:\u003c/h4\u003e\n \u003col\u003e\n \u003cli\u003e\n \u003cstrong\u003eProtected branches:\u003c/strong\u003e Developers can ensure code that processes data comes from a known source and gets reviewed\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003eHard tokens:\u003c/strong\u003e Developers can keep access tightly controlled by using two-factor authentication with hard tokens behind a VPN\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003eJIRA integration:\u003c/strong\u003e Developers can attach all pull requests and commit comments to JIRA IDs that document whether changes are approved and tested\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003eDocumentation versioning:\u003c/strong\u003e Programmers can create and host documentation as close as possible to the applications\n \u003c/li\u003e\n \u003cli\u003e\n \u003cstrong\u003eSecurity:\u003c/strong\u003e the platform is hosted on internal servers; Enterprise Server uses the enterprise directory to manage authentication and logs all user and system activity\n \u003c/li\u003e\n \u003c/ol\u003e\n\u003c/aside\u003e\n\n## Summary\n\nKeeping data safe has never been more critical to the success, even survival of your business. Implementing effective security might seem overwhelming, but it doesn’t have to be. One of the advantages of a layered defense is to break up the task of implementing security into multiple, less daunting sub-projects. The most important thing to do is to start, or if you’ve started, continue to test, examine, question, and improve. Attackers never rest, and neither can you.\n\nPart of the challenge in implementing effective security lies in balancing it with the freedom that software developers need to innovate, thrive, and be productive. Too little security is simply ineffective. Too much, on the other hand, can stifle creativity or encourage people to avoid your security efforts altogether. Tools like GitHub provide you with the controls you need to help find that balance for your organization.\n\nUltimately our goal is to help you transform your perception of security beyond a threat and into an opportunity to build customer satisfaction, attract new customers, and further differentiate your business. Good security pays off in customer trust—and partners like GitHub can help you on your way to an effective security strategy.\n\n---\n\n\u003caside\u003e\n \u003ch4\u003eKey Takeaways:\u003c/h4\u003e\n \u003col\u003e\n \u003cli\u003eYour data are under constant attack. A breach can have very serious consequences for your business and, increasingly, for you personally\u003c/li\u003e\n \u003cli\u003eThere is no magic fix for security. Instead, a layered defense comprised of multiple tools, processes, and practices is much more resilient and effective\u003c/li\u003e\n \u003cli\u003eEffective security requires an effective security culture. Security must be a stakeholder in every important initiative and decision\u003c/li\u003e\n \u003cli\u003eEncrypt everything — no exceptions\u003c/li\u003e\n \u003cli\u003eUse a multi-layered approach to vet and validate all data entering your systems to prevent malicious attacks like SQL injection\u003c/li\u003e\n \u003cli\u003ePlan for and include older, but still mission-critical systems like mainframes. Include the possible costs in terms of fines, civil liability, and lost goodwill when evaluating and upgrading legacy tools\u003c/li\u003e\n \u003cli\u003eLeverage automation where you can, particularly for software testing\u003c/li\u003e\n \u003c/ol\u003e\n\u003c/aside\u003e\n\n---\n\n#### We’re here to help! GitHub supports building robust, secure code. Ready to explore how GitHub fits into your secure development process? Get in 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","body":"Are you looking to secure your code but don’t want extra security steps slowing you down? These days, developers are often faced with a tough choice—to ship secure software slowly or insecure software quickly. Here at GitHub, we believe that you shouldn’t have to choose between one or the other. Read on to explore why supply chain security is needed, how dependencies are interwoven into your code, and how GitHub’s supply chain tool, Dependabot, can help.\n\n|This page will touch on the following topics:|\n| ---------- |\n| Software supply chain|\n| Open source vulnerabilities|\n| Open source security|\n| Software dependencies|\n| Types of dependencies|\n| Dependency changes|\n| Managing dependencies|\n| Software composition analysis (SCA)|\n| Benefits of SCA|\n| What is Dependabot?|\n| Dependabot features|\n| Turning on Dependabot|\n| Dependabot and other GitHub tools|\n\n## What is the software supply chain?\n\nSoftware supply chain is a popular phrase that refers to how your software gets built using all the innersource and open source dependencies in your codebase. Maybe you're creating a JavaScript app that uses dependencies from npm, or maybe you're building a compiled app written in C# that uses a mix of innersource and Nugget dependencies. The threat model for each of these apps is different because of the software supply chain they depend on. GitHub is here to help you understand the software you use and keep it safer using innovative products like Dependabot.\n\n## What are open source vulnerabilities?\n\nOpen source vulnerabilities are security risks that live in your open source components. Most vulnerabilities result from well-intentioned mistakes involving a lack of security functionalities, non-ideally written code or weak integration of components. Unfortunately, they can easily be exploited by an attacker. Malicious actors can use your code's vulnerabilities to damage your systems, steal your data, or abuse your resources. And exploiting just one weakness can have profound repercussions by enabling hackers to leapfrog to other vulnerable services inside your environment.\n\n_Vulnerabilities can bite you hard when you're not looking—and compromise your entire project. Today's most common types of vulnerabilities include:_\n\n- **SQL injection**\nThis is a code injection attack that's triggered when a bad actor adds harmful logic into your SQL statements through user input. The vulnerability stems from not performing input sanitization or performing it incorrectly. Implications include unauthorized data access, modification and data loss, and changes to an application's content and behavior.\n\n- **Command injection**. \nThis is another code injection attack that occurs when a malicious actor inserts a command into an application that will then be executed in the host system using the system's privileges. A command injection attack can compromise the application, its data, connected servers, and other infrastructure.\n\n- **Cross-site scripting (XSS)**. \nThis is a web injection attack where malicious scripts are injected into otherwise benign websites. Due to JavaScript scripts running on the victim's browser, XSS attacks are able to steal sensitive data like authentication cookies. This is common on public websites, where attackers can target the website's visitors by adding their own ads and phishing prompts.\n\n- **Cross-site request forgery (CSRF).** \nThis attack forces the end-user to execute unwanted actions on a web application in which they're currently authenticated. Unwanted actions might include fund transfers or a change of personal information. Basically, these attacks take advantage of the target site's trust for requests initiated by authenticated users that in reality are initiated from elsewhere.\n\n---\n\n*To learn more about the most frequent types of vulnerabilities out there, visit our [vulnerability blog post][1].*\n\n---\n\n## What is open source security?\n\nOpen source security is a methodology that provides you with better visibility into the open source inventory of your applications. With open source security, you're able to easily identify all of your direct dependencies, indirect dependencies, and the slew of security information related to each one. Tracking these things manually is too time-consuming and is commonly done via software composition analysis (SCA), which we'll explore later on.\n\n## What are software dependencies?\n\nA software dependency is a package or code library that is reused in a new piece of software. Using open source ensures you can focus on the differentiated parts of your project, and build on the solid foundations of the broader community.\n\nThese days, nearly all software projects have some form of dependencies. And the amount is not small—it's estimated that [60-90% of codebases][2] are composed of open source components. Of course, if there are security issues in any of this code, it will affect the final product, just like security issues in proprietary code would.\n\n## What are the different types of dependencies?\nThere are two types of software dependencies: direct and indirect. Direct dependencies are libraries or packages that your code calls directly. Indirect dependencies are libraries or packages that your dependencies call. In other words, they're dependencies of dependencies.\n\nWhile both types of dependencies require management to control security risks, indirect dependencies require extra consideration because it's not immediately obvious when they're at play. Indirect dependencies become nested inside other dependencies, forming a hidden but complex dependency tree that can be easily missed when attempting to secure your supply chain.\n\nAt a glance: The two types of dependencies\n\n- **Direct dependencies** are libraries and packages that your code calls directly\n- **Indirect dependencies** are libraries and packages that your dependencies call\n\nSecuring both types is crucial, but it's harder to detect transitive dependencies.\n\n## How has the dependency landscape changed over time?\n\nBack in the day, downloading and installing a library was tedious work. Because of this, reusing smaller packages was impractical. But over the past two decades, tools like [Maven][3] and [npm][4] made consuming and working with small packages easier. Ever since, the number of packages available for developers has exploded. Software packages are now a significant part of modern applications.\n\nHowever, the industry is now being faced with a slew of security issues and problems. As mentioned, if a bug is present in a dependency, that can affect the whole app. Plus, dependencies can quickly become outdated, limiting the quality of the software that calls them, or even causing the entire application to fail.\n\nWhile using dependencies can help you build software quicker, there are a number of issues in dependencies that can go awry, including:\n\n- Security vulnerabilities that impact your entire program\n- Outdated code that compromises the quality of your software\n\n## What happens when organizations don't manage dependencies?\n\n There can be a lot of frustration when you've installed software packages that depend on specific versions of other software packages—and solving for one dependency breaks the compatibility of another. Like a game of whack-a-mole, this will put you in a never-ending mess of dependency pain.\n\nThat's why it's important for you to effectively manage your dependencies all throughout the software development life cycle (SDLC).\n\n## What is software composition analysis (SCA)?\n\nSCA is an automated process that identifies the open source components in your codebase. Such tools inspect package managers, source code, manifest files, container images, binary files, and more. These components are compared against the [GitHub Advisory Database][5], which includes information from the [National Vulnerability Database (NVD)][6] and other databases.\n\n**What are vulnerability databases?**\n\nVulnerability databases store information about known and common vulnerabilities. The NVD is the US government\u0026#39;s vulnerability repository and is widely used in the open source community. GitHub has its own [GitHub Advisory Database][5], which includes advisories from all over the open source world.\n\n**What supply chain components do SCA tools inspect?**\n\n- Package managers\n- Manifest files\n- Binary files \n- Source code\n- Container images\n- Approved components\n- Developer downloads\n- Code reuse\n- Commercial apps\n- Third-party libraries\n- Outsourced development\n\n## What are the benefits of SCA?\n\nWhen it comes to securing your supply chain, SCA tools offer security, speed, and reliability. Manual tracking of open source components no longer works, given the vast amount that\u0026#39;s used these days. Plus, the increasing prevalence of cloud-native applications and more-complex technologies, make dependable SCA tools mandatory.\n\n\u003e Never force a human to do what a robot can. \n\u003csmall\u003e\u003cstrong\u003e–Motto of the GitHub security team\u003c/strong\u003e\u003c/small\u003e\n\nAs teams build and ship software faster due to the adoption of DevOps methodologies, you need a security solution that can maintain your development velocity—just like an SCA tool.\n\nBut not all SCA tools are created equal. It\u0026#39;s best to select an SCA tool that scans open source components within containerized environments, identifies any vulnerabilities, and automatically enforces policies. Good SCA tools also have native support for the specific container registry your IT is using.\n\nWhen it comes to organizations, the SCA tool should additionally let you know whether its code communicates with the impacted library and suggest fixes when able. The tool should also identify open source libraries in the codebase that need to be patched or updated.\n\n## What is Dependabot and how can Dependabot keep my supply chain secure?\n\nDependabot is GitHub's SCA tool. Dependabot makes it easy to secure your supply chain by helping you to identify your dependencies, the vulnerabilities in those dependencies, and suggesting ways to fix, patch, or update them. The tool fits natively into your developer workflow so you can secure your supply chain in minutes.\n\nDependabot catches vulnerabilities from your dependencies in real-time, allowing you to understand:\n\n- The vulnerability data for each dependency, as published by GitHub\u0026#39;s Advisory Database\n- The impact of the vulnerability in your project—for example, if your code is making a vulnerable call\n- How to take action and fix the vulnerability with a Dependabot pull request or with another workaround\n\nDependabot also helps you keep your dependencies up-to-date with [Dependabot version updates][7]—which can help you avoid many potential vulnerabilities on your project, in the first place!\n\n\u003e Dependabot helps us write more secure code. \n\u003csmall\u003e\u003cstrong\u003e–Max Williams\u003c/strong\u003e, Principal Systems Engineer, Delivery Hero\u003c/small\u003e\n\n## What are the different features of Dependabot?\n\nDependabot includes a suite of best-in-class features, including:\n\n- [Dependency graph][8]. This graph identifies all upstream dependencies and public downstream dependents of a repository or package. You can view dependencies and any detected vulnerabilities in your dependency graph.\n\n- [Dependabot alerts][9]. These alerts inform you of repositories affected by newly discovered vulnerabilities based on GitHub's dependency graph and the GitHub Advisory Database.\n\n- [Dependabot security updates][10]. These updates are automated pull requests sent to you from Dependabot to update a dependency to the minimum version that resolves a known vulnerability.\n\n- [Dependabot version updates][11]. These updates check for new versions of your dependencies and suggest updates—all on the [configurations][7] you set.\n\n## How do I turn on Dependabot?\n\nTurning on Dependabot is easy. Simply follow these five steps:\n\n1. Go to GitHub.com.\n2. Navigate to the main page of the repository.\n3. Under your repository name, click Settings.\n4. On the left sidebar, click Code security and analysis.\n5. Finally, click the Enable button for Dependency graph and Dependabot alerts. If you'd like Dependabot to help you update your dependencies, also click Enable for Dependabot security updates.\n\n---\n\n- Discover more about [securing your software supply chain on GitHub][12]*\n\n---\n\nCreated just for you, Dependabot is:\n\n- **Built for you**. You can choose how often you get notifications and what type of notifications you receive. Dependabot alerts are sorted by a \u0026quot;most important\u0026quot; calculation, which takes into account a vulnerability's impact, relevancy, and actionability to help you prioritize alerts. For example, when vulnerabilities call known vulnerable functions, that's factored in our calculation (and vulnerable function call information is also available with your Dependabot alert).\n\n- **Built from the community**. The [GitHub Advisory Database][5], which powers Dependabot alerts, is the largest database of vulnerabilities in software dependencies in the world. It\u0026#39;s maintained by a dedicated team of full-time curators and supported by contributions from the entire GitHub community.\n\n- **Forever free**. GitHub believes that free and open security data and solutions are critical to empowering the industry and to best securing our software supply chains.\n\n## How do Dependabot products work together with other GitHub security tools?\n\nAt GitHub, we provide a suite of developer-first security tools to help you find and fix vulnerabilities. While Dependabot helps you secure your supply chain, our other security products work synergistically with Dependabot to keep your code secure from nearly every angle.\n\n- _**Code scanning**_, powered by CodeQL, is a static application security testing (SAST) product that catches common patterns in your code. It can also run within your pull requests, detecting vulnerabilities before they reach your main branch. Beyond protecting your code, CodeQL teaches you what to look out for in the future, as each query contains information on the vulnerability pattern detected, including examples of vulnerable code, secure ways to implement the same code, and external references.\n\n---\n\n*- To learn more about how to get started with code scanning and CodeQL, visit our [GitHub Docs code scanning page][13].*\n\n---\n\n- _**Secret scanning**_ prevents unauthorized access and breaches. It does this by proactively searching your repositories for leaked secrets that may have accidentally been pushed into your code. This involves scanning your code for patterns from our partners, including AWS, Slack, Google Cloud, and Azure. Because scans take less than a second, we can quickly catch leaks as they occur.\n\n---\n\n*- To learn more about how to get started with secret scanning, visit our [GitHub Docs secret scanning page][14].*\n\n---\n\n- _**Security overview**_ provides a single, centralized view of the security risks in your entire organization. This is especially powerful if you're responsible for hundreds or thousands of repositories. The tool shows the known security risks, as well as unknown risks where security features haven't yet been configured.\n\n---\n\n*- To learn more about security overview, visit our [security overview Docs page][15].*\n\n---\n\nAll of these tools are part of GiHub Advanced Security (GHAS) for enterprises. GHAS natively embeds security into the developer workflow—enabling you to secure your software supply chain and proprietary code across the software lifecycle. With GHAS, automated security checks are run with every pull request. Identified security issues are then shared immediately within the familiar GitHub workflow. This empowers you to fix vulnerabilities in minutes, not the industry standard of months.\n\n---\n\n*- To learn more about GHAS, visit our [GHAS Docs page][16].*\n\n---\n\n\u003e Security is critical, but reliability is important too. 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Page for /security/three-appsec-pitfalls-security","path":"/security/three-appsec-pitfalls-security","title":"Three AppSec pitfalls every security leader can avoid","description":"Secure software is critical for business success today. Here are some common application security pitfalls every software team can watch out for.","body":"\n## 1. Security as an afterthought\n\nDevelopers heavily outnumber security specialists in most organizations. Having developers create code and involving security at later stages in the development cycle is a losing battle because of the high speed and volume of releases. This approach doesn’t scale to cover all applications and keeps vulnerabilities from being discovered until it's too late—resulting in vulnerable code being pushed to production.\n\n\u003e Solution: Shift security left and scale security efforts to cover all applications, starting from the early stages of development.\n\n\n## 2. Silos and Dev-Sec friction\n\nTraditionally, communication between developers and security teams tends to be issue-driven or incident-driven. But bulk communication by only email, PDF reports, or GitHub issues leads to friction and is frustrating for everyone.\nFor developers, issues raised by security might not matter for day-to-day development or may include feedback for a project that should’ve already been finalized. Fixing these issues only adds stress around rescheduling sprint tasks and effort—making security a roadblock for innovation.\nFor security teams, it’s frustrating not to be involved during the architecture, design, and early phases of development. It can also be challenging to explain organizational and \u003ca href=\"https://resources.github.com/whitepapers/Application-security-guide/\"\u003eapplication security\u003c/a\u003e risks to developers who don’t have years of security expertise. In the end, poor communication leads to less collaboration and empathy overall.\n\n\u003e Solution: Make security part of development by integrating tools into your developer workflow. Promote discussions and asynchronous collaboration between both teams.\n\n\n## 3. Security as a checkbox exercise\n\nJust like the importance of security varies between organizations, actual security practices also vary within organizations themselves. The difference between formal security policies and how they’re put into practice can be confusing and make prioritizing security issues even more complicated.\n\nAlso keep in mind that application security is just a small part of an organization’s overall cyber security efforts, and tends to be isolated from development and CI/CD. This leads to bad habits like:\n\nValuing quantity over quality. Focusing on a high number of low-quality security scan results or vulnerabilities doesn’t solve larger problems and only adds more work for developers.\nMaking security a development problem. Plugging raw security scan results into issue trackers and just assuming that developers will fix them all desensitizes developers to security-related issues.\nNot measuring value. Just like any other initiative, the value and ROI of application security efforts should be continuously measured and evaluated. Otherwise, a lack of data can hold your organization back—and not show evidence that security improvements are being made.\n\n\u003e Solution: For an immediate fix, focus on pushing a limited number of real security issues, then prioritize and present them to developers instead of sharing a flood of false positives. On a larger scale, look for security tools that can “codify” new security issues and prevent them from ever being merged into a production branch. 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