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class="text-sm text-shade-30 group-hover:text-white">Shopify app store</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/domains" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Own your site domain<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Domains & hosting</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/tools" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Explore free business tools<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Tools to run your business</div></a></li></ul></div><div class="col-span-3 col-start-4 pt-8 text-white -translate-y-[30px]" data-background="transparent_dark"><div class="flex items-center border-shade-30 mb-6 border-b pb-4 text-lg border-shade-70"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="40" height="40" fill="none"><g clip-path="url(#white_circle_svg__a)"><path d="M12.75 21.5v4c0 .966 2.35 1.75 5.25 1.75s5.25-.784 5.25-1.75v-4m4-7c0 .966-2.35 1.75-5.25 1.75s-5.25-.784-5.25-1.75m10.5 0c0-.966-2.35-1.75-5.25-1.75s-5.25.784-5.25 1.75m10.5 0v4.25c0 .46-.533.88-1.405 1.192M16.75 14.5V17m6.5 4.25c0 .966-2.35 1.75-5.25 1.75s-5.25-.784-5.25-1.75S15.1 19.5 18 19.5s5.25.784 5.25 1.75Zm16-1.25c0 10.631-8.619 19.25-19.25 19.25S.75 30.631.75 20 9.369.75 20 .75 39.25 9.369 39.25 20Z" stroke="url(#sell_svg__a)" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></g></svg></span><span id="subNavItem-Sell" class="text-t7 inline-block text-white">Sell</span></div><ul class="pb-2" aria-labelledby="subNavItem-Sell"><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/sell" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Sell your products<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Sell online or in person</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/checkout" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Check out customers<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">World-class checkout</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/online" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Sell online<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Grow your business online</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/channels" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Sell across channels<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Reach millions of shoppers and boost sales</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/international" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Sell globally<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">International sales</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/plus/solutions/b2b-ecommerce" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Sell wholesale & direct<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Business-to-business (B2B)</div></a></li></ul></div><div class="col-span-3 col-start-7 pt-8 text-white -translate-y-[30px]" data-background="transparent_dark"><div class="flex items-center border-shade-30 mb-6 border-b pb-4 text-lg border-shade-70"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="40" height="40" fill="none"><g clip-path="url(#white_circle_svg__a)"><path d="m12.75 19.25 5.5-5.5m1 2.5v-3.5h-3.5m-2 14.5h.5a1 1 0 0 0 1-1v-2.5a1 1 0 0 0-1-1h-.5a1 1 0 0 0-1 1v2.5a1 1 0 0 0 1 1Zm6 0h.5a1 1 0 0 0 1-1v-5.5a1 1 0 0 0-1-1h-.5a1 1 0 0 0-1 1v5.5a1 1 0 0 0 1 1Zm6 0h.5a1 1 0 0 0 1-1v-12.5a1 1 0 0 0-1-1h-.5a1 1 0 0 0-1 1v12.5a1 1 0 0 0 1 1ZM39.25 20c0 10.631-8.619 19.25-19.25 19.25S.75 30.631.75 20 9.369.75 20 .75 39.25 9.369 39.25 20Z" stroke="url(#market_svg__a)" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></g></svg></span><span id="subNavItem-Market" class="text-t7 inline-block text-white">Market</span></div><ul class="pb-2" aria-labelledby="subNavItem-Market"><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/market" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Market your business<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Reach & retain customers</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/facebook-instagram" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Market across social<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Social media integrations</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/inbox" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Chat with customers<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Shopify Inbox</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/email-marketing" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Nurture customers<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Shopify Email</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/segmentation" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Know your audience<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Gain customer insights</div></a></li></ul></div><div class="col-span-3 col-start-10 pt-8 text-white -translate-y-[30px]" data-background="transparent_dark"><div class="flex items-center border-shade-30 mb-6 border-b pb-4 text-lg border-shade-70"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="40" height="40" fill="none"><g clip-path="url(#white_circle_svg__a)"><path d="M12.75 15.75c0 1.243.75 2.5 2.25 2.5s2.5-1.257 2.5-2.5c0 1.243 1 2.5 2.5 2.5s2.5-1.257 2.5-2.5c0 1.243 1 2.5 2.5 2.5s2.25-1.257 2.25-2.5m-12.5 11.5h10.5a2 2 0 0 0 2-2v-9.067a2 2 0 0 0-.179-.827l-.538-1.184A2 2 0 0 0 24.713 13h-9.425a2 2 0 0 0-1.82 1.172l-.538 1.184a2 2 0 0 0-.18.827v9.067a2 2 0 0 0 2 2Zm3-3.5a2 2 0 0 1 2-2h.5a2 2 0 0 1 2 2v3.5h-4.5v-3.5ZM39.25 20c0 10.631-8.619 19.25-19.25 19.25S.75 30.631.75 20 9.369.75 20 .75 39.25 9.369 39.25 20Z" stroke="url(#manage_svg__a)" stroke-width="1.5" stroke-linecap="round"></path></g></svg></span><span id="subNavItem-Manage" class="text-t7 inline-block text-white">Manage</span></div><ul class="pb-2" aria-labelledby="subNavItem-Manage"><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/manage" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Manage your business<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Track sales, orders & analytics</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/analytics" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Measure your performance<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Analytics and Reporting</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/orders" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Manage your stock & orders<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Inventory & order management</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/flow" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Automate your business<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Shopify Flow</div></a></li></ul></div></div></div><div class="absolute bottom-0 inset-x-0 overflow-hidden z-20"><div class="container grid grid-cols-4 sm:grid-cols-8 md:grid-cols-12 gap-x-gutter gap-y-0"><div class="col-span-12 col-start-1 scheme-white:bg-shade-10 scheme-transparent-light:bg-shade-10 scheme-black:bg-shade-90 scheme-transparent-dark:bg-shade-90 relative after:absolute after:left-full after:top-[-1px] after:w-[100vw] after:h-[calc(100%+1px)] scheme-white:after:bg-shade-10 scheme-transparent-light:after:bg-shade-10 scheme-black:after:bg-shade-90 scheme-transparent-dark:after:bg-shade-90 scheme-black:text-white scheme-transparent-dark:text-white -ml-[var(--margin)] -mt-8 md:mt-0 pl-[var(--margin)] pt-6 before:content-[''] before:absolute before:right-full before:top-[-1px] before:w-[100vw] before:h-[calc(100%+1px)] scheme-white:before:bg-shade-10 scheme-transparent-light:before:bg-shade-10 scheme-black:before:bg-shade-90 scheme-transparent-dark:before:bg-shade-90 border-t scheme-white:border-shade-20 scheme-transparent-light:border-shade-20 scheme-black:border-shade-70 scheme-transparent-dark:border-shade-70 before:border-t scheme-white:before:border-shade-20 scheme-transparent-light:before:border-shade-20 scheme-black:before:border-shade-70 scheme-transparent-dark:before:border-shade-70 after:border-t scheme-white:after:border-shade-20 scheme-transparent-light:after:border-shade-20 scheme-black:after:border-shade-70 scheme-transparent-dark:after:border-shade-70 text-black -translate-y-[30px]" data-background="transparent_dark"><ul class="grid grid-cols-12 gap-x-gutter gap-y-0 pb-0"><li class="flex mb-6 pr-4 border-r border-shade-30 last:border-0 col-span-3"><a class="group inline-block w-full text-white hover:text-white" href="https://shopify.dev" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Shopify Developers<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Build with Shopify's powerful APIs</div></a></li><li class="flex mb-6 pr-4 border-r border-shade-30 last:border-0 col-span-3"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/plus" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Plus<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">A commerce solution for growing digital brands</div></a></li><li class="flex mb-6 pr-4 border-r border-shade-30 last:border-0 col-span-3"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/products" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">All Products<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Explore all Shopify products & features</div></a></li></ul></div></div></div></div></li><li class="mr-8 text-base"><div class="flex h-full"><a class="flex items-center hover:underline text-white hover:text-white" href="https://www.shopify.com/pricing" aria-label="">Pricing</a></div></li><li class="mr-8 text-base"><div class="relative flex h-full after:block after:h-[3px] after:w-full after:absolute after:bottom-0 after:scale-0 after:origin-left after:transition-transform after:duration-[350ms] after:ease-[bezier(0.66, 0.66, 0.34, 1.00)] after:motion-reduce:transition-none hover:underline after:bg-white text-white"><button type="button" class="bg-transparent whitespace-nowrap" data-component-name="Resources-toggle-open" aria-controls="ResourcesDesktopMenu" aria-expanded="false" aria-haspopup="true"><span class="mr-3 font-semi-medium">Resources</span><div aria-hidden="true" class="relative inline-block h-[7px] w-3 cursor-pointer"><div class="inline-block rounded border-b-8 h-2 w-[2px] origin-center transition-all ease-[bezier(0.66, 0.66, 0.34, 1.00)] duration-[350ms] motion-reduce:transition-none border-white bg-white -translate-x-[3px] rotate-[135deg]"></div><div class="inline-block rounded border-b-8 h-2 w-[2px] origin-center transition-all ease-[bezier(0.66, 0.66, 0.34, 1.00)] duration-[350ms] motion-reduce:transition-none border-white bg-white -rotate-[135deg]"></div></div></button></div><div id="ResourcesDesktopMenu" class="absolute inset-x-0 top-global-header z-[21] transition-transform duration-[452ms] ease-[cubic-bezier(0.26,1.00,0.48,1.00)] motion-reduce:transition-none before:absolute before:inset-x-0 before:top-0 before:w-full before:h-full before:left-0 before:shadow-xl before:pointer-events-none before:z-10 bg-black text-white opacity-0 pointer-events-none -translate-y-[10px]"><div class="relative no-scrollbar overflow-y-auto overflow-x-clip max-h-[calc(100vh-72px)] z-20"><div class="container grid grid-cols-4 sm:grid-cols-8 md:grid-cols-12 gap-x-gutter gap-y-0"><div class="col-span-3 col-start-1 pt-8 text-white -translate-y-[30px]" data-background="transparent_dark"><div class="flex items-center border-shade-30 mb-6 border-b pb-4 text-lg border-shade-70"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="40" height="40" fill="none"><g clip-path="url(#help-and-support_svg__a)"><circle cx="20" cy="20" r="19.25" stroke="currentColor" stroke-width="1.5"></circle><path d="M20 20v6" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M20 16.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z" fill="currentColor"></path></g></svg></span><span id="subNavItem-Help and support" class="text-t7 inline-block text-white">Help and support</span></div><ul class="pb-2" aria-labelledby="subNavItem-Help and support"><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://help.shopify.com/en/" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Help and support<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Get 24/7 support</div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://academy.shopify.com" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Business courses<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Learn from proven experts</div></a></li></ul></div><div class="col-span-6 col-start-4 pt-8 text-white -translate-y-[30px]" data-background="transparent_dark"><div class="flex items-center border-shade-30 mb-6 border-b pb-4 text-lg border-shade-70"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="40" height="40" fill="none"><g clip-path="url(#white_circle_svg__a)" stroke="currentColor" stroke-width="1.5"><circle cx="20" cy="20" r="19.25"></circle><path d="m22.023 15.04 3 3M12.75 27.25l4.25-1 9.95-9.95a1 1 0 0 0 0-1.413l-1.837-1.836a1 1 0 0 0-1.414 0L13.75 23l-1 4.25Z" stroke-linecap="round" stroke-linejoin="round"></path></g></svg></span><span id="subNavItem-Popular topics" class="text-t7 inline-block text-white">Popular topics</span></div><ul class="pb-2 columns-2" aria-labelledby="subNavItem-Popular topics"><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/blog/what-is-shopify" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">What is Shopify?<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">How our commerce platform works</div></a></li></ul></div><div class="col-span-3 col-start-10 pt-8 scheme-white:bg-shade-10 scheme-transparent-light:bg-shade-10 scheme-black:bg-shade-90 scheme-transparent-dark:bg-shade-90 pl-10 relative after:absolute after:left-full after:top-[-1px] after:w-[100vw] after:h-[calc(100%+1px)] scheme-white:after:bg-shade-10 scheme-transparent-light:after:bg-shade-10 scheme-black:after:bg-shade-90 scheme-transparent-dark:after:bg-shade-90 scheme-black:text-white scheme-transparent-dark:text-white border-l scheme-white:border-shade-20 scheme-transparent-light:border-shade-20 scheme-black:border-shade-70 scheme-transparent-dark:border-shade-70 text-black -translate-y-[30px]" data-background="transparent_dark"><div class="flex items-center border-shade-30 mb-6 border-b pb-4 text-lg border-shade-70"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="40" height="40" fill="none"><g clip-path="url(#white_circle_svg__a)" stroke="currentColor" stroke-width="1.5"><circle cx="20" cy="20" r="19.25"></circle><path d="M16.75 16.75v-2a2 2 0 0 1 2-2h2.5a2 2 0 0 1 2 2v2m-2 4v1.5a1 1 0 0 1-1 1h-.5a1 1 0 0 1-1-1v-1.5m2.5 0a1 1 0 0 0-1-1h-.5a1 1 0 0 0-1 1m2.5 0h6m-8.5 0h-6m2 6.5h10.5a2 2 0 0 0 2-2v-6.5a2 2 0 0 0-2-2h-10.5a2 2 0 0 0-2 2v6.5a2 2 0 0 0 2 2Z"></path></g></svg></span><span id="subNavItem-Essential tools" class="text-t7 inline-block text-white">Essential tools</span></div><ul class="pb-2" aria-labelledby="subNavItem-Essential tools"><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/tools/business-name-generator" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Business name generator<span class="sr-only">.</span></span></div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/tools/logo-maker" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Logo maker<span class="sr-only">.</span></span></div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/stock-photos" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Stock photography<span class="sr-only">.</span></span></div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.linkpop.com/" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Link in bio tool<span class="sr-only">.</span></span></div></a></li><li class="flex mb-6 pr-4"><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/tools/qr-code-generator" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">QR code generator<span class="sr-only">.</span></span></div></a></li></ul></div></div></div></div></li><li class="mr-8 text-base"><div class="relative flex h-full after:block after:h-[3px] after:w-full after:absolute after:bottom-0 after:scale-0 after:origin-left after:transition-transform after:duration-[350ms] after:ease-[bezier(0.66, 0.66, 0.34, 1.00)] after:motion-reduce:transition-none hover:underline after:bg-white text-white"><button type="button" class="bg-transparent whitespace-nowrap" data-component-name="What's new-toggle-open" aria-controls="What's newDesktopMenu" aria-expanded="false" aria-haspopup="true"><span class="mr-3 font-semi-medium">What's new</span><div aria-hidden="true" class="relative inline-block h-[7px] w-3 cursor-pointer"><div class="inline-block rounded border-b-8 h-2 w-[2px] origin-center transition-all ease-[bezier(0.66, 0.66, 0.34, 1.00)] duration-[350ms] motion-reduce:transition-none border-white bg-white -translate-x-[3px] rotate-[135deg]"></div><div class="inline-block rounded border-b-8 h-2 w-[2px] origin-center transition-all ease-[bezier(0.66, 0.66, 0.34, 1.00)] duration-[350ms] motion-reduce:transition-none border-white bg-white -rotate-[135deg]"></div></div></button></div><div id="What's newDesktopMenu" class="absolute inset-x-0 top-global-header z-[21] transition-transform duration-[452ms] ease-[cubic-bezier(0.26,1.00,0.48,1.00)] motion-reduce:transition-none before:absolute before:inset-x-0 before:top-0 before:w-full before:h-full before:left-0 before:shadow-xl before:pointer-events-none before:z-10 bg-black text-white opacity-0 pointer-events-none -translate-y-[10px]"><div class="relative no-scrollbar overflow-y-auto overflow-x-clip max-h-[calc(100vh-72px)] z-20"><div class="container grid grid-cols-4 sm:grid-cols-8 md:grid-cols-12 gap-x-gutter gap-y-0"><div class="col-span-12 col-start-1 pt-8 text-white -translate-y-[30px]" data-background="transparent_dark"><ul class="grid grid-cols-12 gap-x-gutter gap-y-0 pb-0"><li class="flex mb-6 pr-4 border-r border-shade-30 last:border-0 col-span-3"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="41" height="42" viewBox="0 0 41 42" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_213_1921)"><path d="M39.5 21C39.5 31.6315 30.8815 40.25 20.25 40.25C9.61852 40.25 1 31.6315 1 21C1 10.3685 9.61852 1.75 20.25 1.75C30.8815 1.75 39.5 10.3685 39.5 21Z" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><rect x="13" y="14" width="15" height="14" rx="2" stroke="currentColor" stroke-width="1.5"></rect><path d="M25 24L19 24" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M25 21L19 21" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M25 18L19 18" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M17 18L16 18" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M17 21L16 21" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M17 24L16 24" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></g><defs><clipPath id="clip0_213_1921"><rect width="40.5" height="40.5" fill="white" transform="translate(0 0.75)"></rect></clipPath></defs></svg></span><a class="group inline-block w-full text-white hover:text-white" href="https://changelog.shopify.com" aria-label=""><div class="text-base font-semi-medium"><span class="inline-block arrow-animation">Changelog<span class="sr-only">.</span></span></div><div class="text-sm text-shade-30 group-hover:text-white">Your source for recent updates</div></a></li><li class="flex mb-6 pr-4 border-r border-shade-30 last:border-0 col-span-3"><span aria-hidden="true" class="-ml-2 lg:ml-0 mr-3 md:mr-3 inline-block h-10 w-10"><svg width="42" height="42" viewBox="0 0 42 42" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M40.25 21C40.25 31.6315 31.6315 40.25 21 40.25C10.3685 40.25 1.75 31.6315 1.75 21C1.75 10.3685 10.3685 1.75 21 1.75C31.6315 1.75 40.25 10.3685 40.25 21Z" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M17.341 24.6079L18.8363 26.9574" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M26.9609 14.7523C28.2811 15.4085 29.324 16.6069 29.7356 18.1429C30.1472 19.679 29.8432 21.2382 29.028 22.4667" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M26.9769 20.7052C27.2556 20.1447 27.3388 19.4842 27.164 18.832C26.9893 18.1799 26.587 17.6495 26.0654 17.3034" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path><path d="M14.5357 20.5604C14.4233 20.1409 14.5945 19.6968 14.9595 19.4613L21.4187 15.2941C21.9885 14.9265 22.7512 15.2206 22.9267 15.8756L24.9726 23.5109C25.1481 24.1659 24.6346 24.802 23.9574 24.7685L16.2799 24.3892C15.8461 24.3678 15.4758 24.0688 15.3633 23.6493L14.5357 20.5604Z" stroke="currentColor" stroke-width="1.5"></path><path d="M12.0335 21.5081L12.7226 24.0796" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></span><a class="group inline-block w-full text-white hover:text-white" href="https://www.shopify.com/news" aria-label=""><div 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srcSet="https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=200 200w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=400 400w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=600 600w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=800 800w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=1000 1000w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=1200 1200w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=1400 1400w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=1600 1600w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=1800 1800w, https://cdn.shopify.com/s/files/1/0779/4361/articles/ROADMAP_HEADER.png?v=1736810457&width=1396&originalWidth=2078&originalHeight=1042&width=2000 2000w"/></a><div class="blogPost pt-4"><div class="uppercase font-sans font-medium pb-2 text-[12px] leading-[20px] tracking-[0.02em] text-shade-100 hover:text-link-light-hover"><a href="/topics/mobile" class="no-underline text-engineering-dark-text font-sans font-normal hover:text-eyebrow-dark-text">Mobile</a></div><div class="tracking-[-.02em] pb-4 hover:underline text-[28px] leading-9 tablet:text-[32px] tablet:leading-10 desktop:text-[40px] desktop:leading-[48px] desktop:tracking-[-.01em] text-engineering-dark-text font-aktivgroteskextended font-normal [&_h4]:font-normal"><a class="tracking-[-.02em] pb-4 hover:underline text-[28px] leading-9 tablet:text-[32px] tablet:leading-10 desktop:text-[40px] desktop:leading-[48px] desktop:tracking-[-.01em] text-engineering-dark-text font-aktivgroteskextended font-normal [&_h4]:font-normal" href="/five-years-of-react-native-at-shopify" rel="" target="_self">Five years of React Native at Shopify</a></div><div class="text-base desktop:text-body-base pb-4 leading-6 desktop:leading-[1.8rem] desktop:tracking-[-.02em] text-engineering-dark-text font-sans font-normal"></div><div class="flex self-center flex-col"><div class="gap-x-1 flex flex-wrap text-body-sm font-bold mb-2 hover:text-link-light-hover active:text-link-light-active text-engineering-dark-author-text font-sans"> by <span itemProp="author" itemscope="" itemType="https://schema.org/Person"><a href="/authors/mustafa-ali" class="no-underline" itemProp="url"><span itemProp="name">Mustafa Ali</span></a></span></div><p class="richtext text-body-sm font-normal text-engineering-dark-author-text font-sans">Jan 13, 2025</p></div></div></article></div><div class="basis-1/2"><div class="bg-[#e7ecfb] overflow-hidden relative" data-component-name="home-CTA-block-email"><div class="tablet:py-9 tablet:px-14 p-6"><p class="richtext text-center uppercase font-aktivgroteskextended mb-2 text-t5 font-bold text-[#120937]">Work with us</p><p class="richtext font-normal text-center text-sm mb-6 text-[#120937]">Ready to tackle frontend, backend, infrastructure, data, or security challanges?</p><div class="flex flex-col space-y-4 text-center tablet:block tablet:space-y-0 tablet:space-x-4"><a href="https://www.shopify.com/careers#Engineering" class="inline-block self-center overflow-hidden max-w-full px-button-px py-button-py ring-inset rounded-button font-button-font font-button-weight tracking-button-tracking transition-all duration-150 focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-state-focus focus-visible:outline border-2 bg-button-light-primary-bg border-button-light-primary-border ring-button-light-primary-border hover:text-button-light-primary-text-hover hover:bg-button-light-primary-bg-hover hover:border-button-light-primary-border-hover hover:ring-button-light-primary-border-hover focus:text-button-light-primary-text-focus focus:bg-button-light-primary-bg-focus focus:border-button-light-primary-border-focus focus:ring-button-light-primary-border-focus active:text-button-light-primary-text-active active:bg-button-light-primary-bg-active active:border-button-light-primary-border-active active:ring disabled:text-button-light-primary-text-disabled disabled:bg-button-light-primary-bg-disabled disabled:border-button-light-primary-border-disabled disabled:ring-button-light-primary-border-disabled 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Globe</a></div><div><div class="gap-x-1 flex-wrap font-sans text-body-sm font-bold mb-2 hidden tablet:inline mr-2 text-engineering-dark-text hover:text-link-light-hover active:text-link-light-active"> by <span itemProp="author" itemscope="" itemType="https://schema.org/Person"><a href="/authors/diego-macario-bello" class="no-underline" itemProp="url"><span itemProp="name">Diego Macario Bello</span></a></span></div><span class="richtext text-sm font-normal text-engineering-dark-author-text font-sans">Oct 30, 2024</span></div></div><a href="/how-we-built-shopifys-bfcm-2023-globe" class="flex-none w-24 h-24 tablet:w-40 tablet:h-40 overflow-hidden" rel=""><img class="min-w-full min-h-full object-cover hover:scale-105 aspect-square transition-transform duration-300 cursor-pointer" src="https://cdn.shopify.com/s/files/1/0779/4361/articles/7d0d75df-3ace-45f1-8d18-d566a2b70bc3.webp?v=1730075780&width=320&originalWidth=2350&originalHeight=1000" alt="How We Built the BFCM 2023 Globe" 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itemType="https://schema.org/Person"><a href="/authors/jonathan-sabbagh" class="no-underline" itemProp="url"><span itemProp="name">Jonathan Sabbagh</span></a></span></div><span class="richtext text-sm font-normal text-engineering-dark-author-text font-sans">Oct 18, 2024</span></div></div><a href="/how-shopify-improved-consumer-search-intent-with-real-time-ml" class="flex-none w-24 h-24 tablet:w-40 tablet:h-40 overflow-hidden" rel=""><img class="min-w-full min-h-full object-cover hover:scale-105 aspect-square transition-transform duration-300 cursor-pointer" src="https://cdn.shopify.com/s/files/1/0779/4361/articles/ShopifyEng_BlogIllustrations_220111_216ppi_05_AddingTheV8CPUProfilerToV8GO.jpg?v=1729116099&width=320&originalWidth=3645&originalHeight=1530" alt="How Shopify improved consumer search intent with real-time ML" loading="lazy" decoding="async" width="160" height="1530" 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desktop:leading-[48px] desktop:tracking-[-.01em] font-bold">Resources</h4><a href="/latest" class="text-base overflow-hidden font-bold group leading-6 default:inline-flex hover:text-zinc-700 font-aktivgroteskextended hidden tablet:inline-flex header-link"><span class="underline group-hover:no-underline">See all</span><svg viewBox="0 0 20 20" aria-hidden="true" focusable="false" class="reduced-motion:group-hover:translate-x-0 ml-1.5 h-6 w-6 origin-left translate-x-0 self-center opacity-100 transition-all duration-500 will-change-transform group-hover:translate-x-full group-hover:opacity-0"><path d="M17.707 9.293l-5-5a.999.999 0 10-1.414 1.414L14.586 9H3a1 1 0 100 2h11.586l-3.293 3.293a.999.999 0 101.414 1.414l5-5a.999.999 0 000-1.414z" fill="currentColor"></path></svg></a></div></div><div class="container"><div class="flex flex-col tablet-xl:flex-row gap-6 mb-4 tablet-xl:mb-16"><div class="border-t pt-4 flex-1 border-engineering-dark-accent"><article class="article--index"><a href="https://shopify.github.io/?shpxid=6386561b-952A-48C1-E68F-77092081F384" class="overflow-hidden" rel="noopener noreferrer" target="_blank"><img style="aspect-ratio:457 / 202" class="object-cover w-full hover:scale-105 transition-transform duration-300 cursor-pointer h-[202px] tablet:h-72 tablet-xl:h-[136px] desktop:h-[202px]" src="https://cdn.shopify.com/b/shopify-brochure2-assets/c7a6d0c1a5816eca43b0c1583d7d76ea.png?width=1396&originalWidth=674&originalHeight=287" alt="Open source at Shopify" loading="lazy" decoding="async" width="698" height="287" srcSet="https://cdn.shopify.com/b/shopify-brochure2-assets/c7a6d0c1a5816eca43b0c1583d7d76ea.png?width=1396&originalWidth=674&originalHeight=287&width=200 200w, https://cdn.shopify.com/b/shopify-brochure2-assets/c7a6d0c1a5816eca43b0c1583d7d76ea.png?width=1396&originalWidth=674&originalHeight=287&width=400 400w, 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font-sans"></p></div></article></div><div class="border-t pt-4 flex-1 border-engineering-dark-accent"><article class="article--index"><a href="https://devdegree.ca/" class="overflow-hidden" rel="noopener noreferrer" target="_blank"><img style="aspect-ratio:457 / 202" class="object-cover w-full hover:scale-105 transition-transform duration-300 cursor-pointer h-[202px] tablet:h-72 tablet-xl:h-[136px] desktop:h-[202px]" src="https://cdn.shopify.com/b/shopify-brochure2-assets/a109aca8567e3a2725a08de1d1d46f57.png?width=1396&originalWidth=674&originalHeight=287" alt="Dev Degree" loading="lazy" decoding="async" width="698" height="287" srcSet="https://cdn.shopify.com/b/shopify-brochure2-assets/a109aca8567e3a2725a08de1d1d46f57.png?width=1396&originalWidth=674&originalHeight=287&width=200 200w, https://cdn.shopify.com/b/shopify-brochure2-assets/a109aca8567e3a2725a08de1d1d46f57.png?width=1396&originalWidth=674&originalHeight=287&width=400 400w, 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lg:grid-cols-4 max-h-[92rem] sm:max-h-[75rem]"><div class="w-[calc(50%_-_1rem)] sm:w-fit" data-component-name="shopify"><h3 class="text-base font-bold text-white">Shopify</h3><ul class="mt-4 md:mt-6"><li><a class="mt-2 block py-3 text-base font-normal hover:underline md:py-0.5 text-[#E0E0E0] hover:text-white" href="https://www.shopify.com/about" data-component-name="about" aria-label="">About</a></li><li><a class="mt-2 block py-3 text-base font-normal hover:underline md:py-0.5 text-[#E0E0E0] hover:text-white" href="https://www.shopify.com/careers" data-component-name="careers" aria-label="">Careers</a></li><li><a class="mt-2 block py-3 text-base font-normal hover:underline md:py-0.5 text-[#E0E0E0] hover:text-white" href="https://shopifyinvestors.com/home/default.aspx" data-component-name="investors" aria-label="">Investors</a></li><li><a class="mt-2 block py-3 text-base font-normal hover:underline md:py-0.5 text-[#E0E0E0] hover:text-white" href="https://www.shopify.com/news" 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Retrospective\",\"2024-02-07T21:40:35Z\",{\"_1230\":1239,\"_287\":1356,\"_1241\":-5,\"_1242\":1297,\"_1244\":1298},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/ShopifyEng_BlogIllustrations_220927_216ppi_06_CachingWithoutMarshal.jpg?v=1707155015\",[1143],{\"_1230\":1252,\"_237\":-5,\"_1084\":-5},{\"_1230\":1255,\"_19\":1360,\"_1257\":1258,\"_1259\":1053},\"Gannon McGibbon\",[-5,-5,-5,-5,-5,-5,-5],\"Feb 7, 2024\",{\"_1230\":1231,\"_126\":1364,\"_1056\":1365,\"_237\":1366,\"_1235\":1367,\"_1237\":1368,\"_1246\":1372,\"_1248\":1373,\"_1249\":1374,\"_1250\":1375,\"_1253\":1376,\"_1260\":1378,\"_1262\":1369,\"_1263\":-5,\"_1264\":1379,\"_1266\":1367},\"gid://shopify/Article/558103167032\",\"horizontally-scaling-the-rails-backend-of-shop-app-with-vitess\",\"Horizontally scaling the Rails backend of Shop app with Vitess\",\"2024-01-17T20:34:53Z\",{\"_1230\":1239,\"_287\":1369,\"_1241\":-5,\"_1242\":1370,\"_1244\":1371},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/server-wires.jpg?v=1704987717\",4460,2973,[1143,1145,1096],\"Shop app horizontally scaled a Ruby on Rails app with Vitess. This blog describes Vitess and our detailed approach for introducing Vitess to a Rails app.\",\"\u003cmeta charset=\\\"utf-8\\\"\u003e\u003cspan data-mce-fragment=\\\"1\\\"\u003eShop app horizontally scaled a Ruby on Rails app with Vitess. This blog describes Vitess and our detailed approach for introducing Vitess to a Rails app.\u003c/span\u003e\",{\"_1230\":1252,\"_237\":-5,\"_1084\":1373},{\"_1230\":1255,\"_19\":1377,\"_1257\":1258,\"_1259\":1053},\"Hammad Khalid\",[-5,-5,-5,-5,-5,-5,-5],\"Jan 17, 2024\",\"category1Articles\",[1382,1397,1410,1427],{\"_1230\":1231,\"_126\":1383,\"_1056\":1384,\"_237\":1385,\"_1235\":1386,\"_1237\":1387,\"_1246\":1391,\"_1248\":1030,\"_1249\":1030,\"_1250\":1392,\"_1253\":1393,\"_1260\":1395,\"_1262\":1388,\"_1263\":-5,\"_1264\":1396,\"_1266\":1386},\"gid://shopify/Article/557973504056\",\"introducing-ruvy\",\"Introducing Ruvy\",\"2023-10-18T13:43:29Z\",{\"_1230\":1239,\"_287\":1388,\"_1241\":-5,\"_1242\":1389,\"_1244\":1390},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/ShopifyEng_BlogIllustrations_211008_72ppi_01_YJIT-BuildingaNewJITCompilerforCRuby_0a00a8cf-3951-4556-9b2c-3f88e9de76ff.jpg?v=1697134143\",1215,510,[1143,1125],{\"_1230\":1252,\"_237\":-5,\"_1084\":-5},{\"_1230\":1255,\"_19\":1394,\"_1257\":1258,\"_1259\":1053},\"Jeff Charles\",[-5,-5,-5,-5,-5,-5,-5],\"Oct 18, 2023\",{\"_1230\":1231,\"_126\":1398,\"_1056\":1399,\"_237\":1400,\"_1235\":1401,\"_1237\":1402,\"_1246\":1404,\"_1248\":1030,\"_1249\":1030,\"_1250\":1405,\"_1253\":1406,\"_1260\":1408,\"_1262\":1403,\"_1263\":-5,\"_1264\":1409,\"_1266\":1401},\"gid://shopify/Article/557957480504\",\"building-a-shopifyql-code-editor\",\"Building a ShopifyQL Code Editor\",\"2023-09-11T14:02:54Z\",{\"_1230\":1239,\"_287\":1403,\"_1241\":-5,\"_1242\":1389,\"_1244\":1390},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/ShopifyEng_BlogIllustrations_210719_72ppi_05_FiveStepsforBuildingMachineLearning_886f2915-8848-4dfe-9278-f2575912073a.jpg?v=1694216014\",[1149,1125],{\"_1230\":1252,\"_237\":-5,\"_1084\":-5},{\"_1230\":1255,\"_19\":1407,\"_1257\":1258,\"_1259\":1053},\"Trevor Harmon\",[-5,-5,-5,-5,-5,-5,-5],\"Sep 11, 2023\",{\"_1230\":1231,\"_126\":1411,\"_1056\":1412,\"_237\":1413,\"_1235\":1414,\"_1237\":1415,\"_1246\":1419,\"_1248\":1030,\"_1249\":1030,\"_1250\":1421,\"_1253\":1423,\"_1260\":1425,\"_1262\":1416,\"_1263\":-5,\"_1264\":1426,\"_1266\":1414},\"gid://shopify/Article/557940179000\",\"shopifys-platform-is-the-web-platform\",\"Shopify’s platform is the Web platform\",\"2023-07-26T15:51:33Z\",{\"_1230\":1239,\"_287\":1416,\"_1241\":-5,\"_1242\":1417,\"_1244\":1418},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/remix-app-bridge.png?v=1690230786\",1024,430,[1420,1125],\"Apps\",{\"_1230\":1252,\"_237\":-5,\"_1084\":1422},\"Remix is now the recommended way to build Admin apps on Shopify. With Remix, you get a best-in-class developer experience while ensuring exceptional out-of-the-box performance for your app. Remix embraces the web platform and web standards, allowing web developers to use more of their existing knowledge and skills.\",{\"_1230\":1255,\"_19\":1424,\"_1257\":1258,\"_1259\":1053},\"Surma\",[-5,-5,-5,-5,-5,-5,-5],\"Jul 26, 2023\",{\"_1230\":1231,\"_126\":1428,\"_1056\":1429,\"_237\":1430,\"_1235\":1431,\"_1237\":1432,\"_1246\":1434,\"_1248\":1436,\"_1249\":1437,\"_1250\":1438,\"_1253\":1439,\"_1260\":1441,\"_1262\":1433,\"_1263\":-5,\"_1264\":1442,\"_1266\":1431},\"gid://shopify/Article/555914297400\",\"building-flex-comp\",\"The Engineering Story Behind Flex Comp\",\"2022-10-05T18:00:02Z\",{\"_1230\":1239,\"_287\":1433,\"_1241\":-5,\"_1242\":1389,\"_1244\":1390},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/ShopifyEng_BlogIllustrations_220927_72ppi_03_BuildingShopifysNewFlexCompSystem.jpg?v=1666044315\",[1143,1435,1125],\"Hero\",\"How we built Flex Comp: Shopify's new approach to compensation that gives employees the ability to choose how they want to allocate their total reward between base salary, Restricted Stock Units (RSUs), and Stock Options today, with new features like Shop Cash in the future.\",\"How we built Flex Comp: Shopify's \u003cmeta charset=\\\"utf-8\\\"\u003e\u003cspan\u003e\u003cspan\u003enew approach to compensation that gives\u003c/span\u003e\u003c/span\u003e\u003cspan\u003e employees the ability to choose how they want to allocate their total reward between base salary, Restricted Stock Units (RSUs), and Stock Options today, with new features like Shop Cash in the future.\u003c/span\u003e\",{\"_1230\":1252,\"_237\":-5,\"_1084\":1436},{\"_1230\":1255,\"_19\":1440,\"_1257\":1258,\"_1259\":1053},\"Eric Poirier\",[-5,-5,-5,-5,-5,-5,-5],\"Oct 5, 2022\",\"mostReadArticles\",[1445,1451,1467,1483],{\"_1230\":1231,\"_126\":1364,\"_1056\":1365,\"_237\":1366,\"_1235\":1367,\"_1237\":1446,\"_1246\":1447,\"_1248\":1373,\"_1249\":1374,\"_1250\":1448,\"_1253\":1449,\"_1260\":1450,\"_1262\":1369,\"_1263\":-5,\"_1264\":1379,\"_1266\":1367},{\"_1230\":1239,\"_287\":1369,\"_1241\":-5,\"_1242\":1370,\"_1244\":1371},[1143,1145,1096],{\"_1230\":1252,\"_237\":-5,\"_1084\":1373},{\"_1230\":1255,\"_19\":1377,\"_1257\":1258,\"_1259\":1053},[-5,-5,-5,-5,-5,-5,-5],{\"_1230\":1231,\"_126\":1452,\"_1056\":1453,\"_237\":1454,\"_1235\":1455,\"_1237\":1456,\"_1246\":1458,\"_1248\":1460,\"_1249\":1461,\"_1250\":1462,\"_1253\":1463,\"_1260\":1465,\"_1262\":1457,\"_1263\":-5,\"_1264\":1466,\"_1266\":1455},\"gid://shopify/Article/557867991096\",\"building-commerce-data-models-with-shopifyql\",\"ShopifyQL Notebooks: Simplifying Querying with Commerce Data Models\",\"2023-02-14T16:00:04Z\",{\"_1230\":1239,\"_287\":1457,\"_1241\":-5,\"_1242\":1297,\"_1244\":1298},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/ShopifyEng_BlogIllustrations_210719_216ppi_05_FiveStepsforBuildingMachineLearning_2.jpg?v=1676298056\",[1459,1096],\"Data Science \u0026 Engineering\",\"We recently released ShopifyQL Notebooks, a powerful self-serve tool which enables merchants to explore their business metrics without any SQL expertise. Here’s how we used ShopifyQL and commerce data models to make it possible.\",\"\u003cmeta charset=\\\"utf-8\\\"\u003e\u003cspan\u003eWe recently released \u003c/span\u003e\u003ca href=\\\"https://www.shopify.com/ca/enterprise/shopifyql-notebooks\\\" target=\\\"_blank\\\" title=\\\"ShopifyQL Notebooks\\\" rel=\\\"noopener noreferrer\\\"\u003eShopifyQL Notebooks\u003c/a\u003e\u003cspan\u003e, a powerful self-serve tool which enables merchants to explore their business metrics without any SQL expertise. Here’s how we used ShopifyQL and commerce data models to make it possible.\u003c/span\u003e\",{\"_1230\":1252,\"_237\":-5,\"_1084\":1460},{\"_1230\":1255,\"_19\":1464,\"_1257\":1258,\"_1259\":1053},\"Cody Mazza-Anthony\",[-5,-5,-5,-5,-5,-5,-5],\"Feb 14, 2023\",{\"_1230\":1231,\"_126\":1468,\"_1056\":1469,\"_237\":1470,\"_1235\":1471,\"_1237\":1472,\"_1246\":1474,\"_1248\":1475,\"_1249\":1476,\"_1250\":1477,\"_1253\":1479,\"_1260\":1481,\"_1262\":1473,\"_1263\":-5,\"_1264\":1482,\"_1266\":1471},\"gid://shopify/Article/555413766200\",\"capturing-every-change-shopify-sharded-monolith\",\"Capturing Every Change From Shopify’s Sharded Monolith\",\"2021-03-12T18:51:39Z\",{\"_1230\":1239,\"_287\":1473,\"_1241\":-5,\"_1242\":1389,\"_1244\":1390},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/Untitled_design_13.png?v=1615570739\",[1459,1096],\"Shopify is moving from existing query-based CDC (Change-Data Capture) tooling (Longboat) to an immutable, append-only, log-based mechanism. This has required a complete re-platforming, involving a shift to new, open source technology such as Kafka Connect and Debezium.\",\"\u003cp\u003e\u003cspan style=\\\"font-weight: 400;\\\"\u003eShopify is moving from existing query-based CDC (Change-Data Capture) tooling (Longboat) to an immutable, append-only, log-based mechanism. This has required a complete re-platforming, involving a shift to new, open source technology such as \u003c/span\u003e\u003ca href=\\\"https://docs.confluent.io/platform/current/connect/index.html\\\"\u003e\u003cspan style=\\\"font-weight: 400;\\\"\u003eKafka Connect\u003c/span\u003e\u003c/a\u003e\u003cspan style=\\\"font-weight: 400;\\\"\u003e and \u003c/span\u003e\u003ca href=\\\"https://debezium.io/\\\"\u003e\u003cspan style=\\\"font-weight: 400;\\\"\u003eDebezium\u003c/span\u003e\u003c/a\u003e\u003cspan style=\\\"font-weight: 400;\\\"\u003e.\u003c/span\u003e\u003c/p\u003e\",{\"_1230\":1252,\"_237\":-5,\"_1084\":1478},\"Shopify’s data warehouse has gone through many iterations since the company's founding in 2004. Since then, the data warehouse has evolved and grown into a data lake, compromising multiple storage mechanisms, systems, and consumers.\",{\"_1230\":1255,\"_19\":1480,\"_1257\":1258,\"_1259\":1053},\"John Martin\",[-5,-5,-5,-5,-5,-5,-5],\"Mar 12, 2021\",{\"_1230\":1231,\"_126\":1484,\"_1056\":1485,\"_237\":1486,\"_1235\":1487,\"_1237\":1488,\"_1246\":1492,\"_1248\":1030,\"_1249\":1030,\"_1250\":1493,\"_1253\":1494,\"_1260\":1496,\"_1262\":1489,\"_1263\":-5,\"_1264\":1497,\"_1266\":1487},\"gid://shopify/Article/17488672\",\"17488672-webhook-best-practices\",\"Webhook Best Practices\",\"2012-01-11T15:32:00Z\",{\"_1230\":1239,\"_287\":1489,\"_1241\":-5,\"_1242\":1490,\"_1244\":1491},\"https://cdn.shopify.com/s/files/1/0779/4361/articles/woman-checking-phone.jpg?v=1599701277\",2000,1333,[1143,1278,1096],{\"_1230\":1252,\"_237\":-5,\"_1084\":-5},{\"_1230\":1255,\"_19\":1495,\"_1257\":1258,\"_1259\":1053},\"Shopify Engineering\",[-5,-5,-5,-5,-5,-5,-5],\"Jan 11, 2012\",\"localizedSettings\",{\"_1122\":1500,\"_1525\":1526,\"_1528\":1529,\"_1107\":1532,\"_1109\":1536,\"_1538\":1539},{\"_1501\":1502,\"_1523\":1524},\"topCards\",[1503,1512,1517],{\"_126\":1504,\"_237\":1505,\"_1246\":1506,\"_1262\":1507,\"_1263\":1505,\"_1508\":1509,\"_1510\":1511},\"open-source-at-shopify\",\"Open source at Shopify\",[728],\"https://cdn.shopify.com/b/shopify-brochure2-assets/c7a6d0c1a5816eca43b0c1583d7d76ea.png\",\"path\",\"https://shopify.github.io/?shpxid=6386561b-952A-48C1-E68F-77092081F384\",\"disableTopicLink\",\"true\",{\"_126\":1513,\"_237\":851,\"_1246\":1514,\"_1262\":1515,\"_1263\":851,\"_1508\":1516,\"_1510\":1511},\"dev-degree\",[728],\"https://cdn.shopify.com/b/shopify-brochure2-assets/a109aca8567e3a2725a08de1d1d46f57.png\",\"https://devdegree.ca/\",{\"_126\":1518,\"_237\":1519,\"_1246\":1520,\"_1262\":1521,\"_1263\":1519,\"_1508\":1522,\"_1510\":1511},\"shopify-engineering-on-x\",\"Shopify Engineering on X\",[728],\"https://cdn.shopify.com/b/shopify-brochure2-assets/d17af282566edbc2f375d56349065fc8.png\",\"https://x.com/shopifyeng\",\"bannerUrl\",\"https://www.shopify.com/editions/summer2024\",\"twoPane\",{\"_916\":1527,\"_287\":1025},\"Case Studies\",\"category4\",{\"_916\":1530,\"_287\":1051,\"_1531\":1530},\"Recommended\",\"preferredBlogCardTag\",{\"_1508\":1533,\"_1287\":669,\"_1534\":1535},\"/signup\",\"componentName\",\"become-partner\",{\"_287\":1537},\"https://www.shopify.com/partners\",\"conversionButton\",{\"_287\":1540},\"https://www.shopify.com/careers#Engineering\",\"localizedLinks\",{\"_1543\":1544,\"_1545\":1546,\"_1547\":1548},\"partnersSignup\",\"https://partners.shopify.com/signup?locale=en\",\"partnersUrl\",\"/https://www.shopify.com/partners\",\"careersUrl\",\"/https://www.shopify.com/careers#Engineering#Engineering\",\"~~layout\",\"actionData\"]\n");</script><script>window.__reactRouterContext.streamController.close();</script>