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<p>This page outlines the journey from locally-run flow to a cloud-hosted production server.</p>
<p>More specific instructions are available in the <a href="/deployment-docker">Docker</a> and <a href="/deployment-kubernetes-dev">Kubernetes</a> pages.</p>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="langflow-deployment-architecture">Langflow deployment architecture<a href="#langflow-deployment-architecture" class="hash-link" aria-label="Direct link to Langflow deployment architecture" title="Direct link to Langflow deployment architecture"></a></h2>
<p>Langflow can be deployed in two distinct environments:</p>
<ul>
<li><a href="/deployment-kubernetes-dev">Langflow IDE</a> - A development environment for creating and testing flows.</li>
<li><a href="/deployment-kubernetes-prod">Langflow runtime</a> - A production environment for hosting and serving flows.</li>
</ul>
<p>The <strong>Langflow IDE</strong> includes the frontend for visual development of your flow. The default <a href="https://github.com/langflow-ai/langflow/blob/main/docker_example/docker-compose.yml" target="_blank" rel="noopener noreferrer">docker-compose.yml</a> file hosted in the Langflow repository builds the Langflow IDE image. The Langflow IDE can be deployed on <a href="/deployment-docker">Docker</a> or <a href="/deployment-kubernetes-dev">Kubernetes</a>.</p>
<p>The <strong>Langflow runtime</strong> is a headless or backend-only mode. The server exposes your flow as an endpoint, and runs only the processes necessary to serve your flow, with PostgreSQL as the database for improved scalability. Use the Langflow <strong>runtime</strong> to deploy your flows if you don&#x27;t require the frontend for visual development. The Langflow runtime can be deployed on <a href="/deployment-docker">Docker</a> or <a href="/deployment-kubernetes-prod">Kubernetes</a>.</p>
<div class="theme-admonition theme-admonition-tip admonition_xJq3 alert alert--success"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_BuS1"><p>You can start Langflow in headless mode with the <a href="/environment-variables#LANGFLOW_BACKEND_ONLY">LANGFLOW_BACKEND_ONLY</a> environment variable.</p></div></div>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="package-your-flow-with-the-langflow-runtime-image">Package your flow with the Langflow runtime image<a href="#package-your-flow-with-the-langflow-runtime-image" class="hash-link" aria-label="Direct link to Package your flow with the Langflow runtime image" title="Direct link to Package your flow with the Langflow runtime image"></a></h2>
<p>To package your flow as a Docker image, copy your flow&#x27;s <code>.JSON</code> file with a command in the Dockerfile.</p>
<p>An example <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/examples/langflow-runtime/docker/Dockerfile" target="_blank" rel="noopener noreferrer">Dockerfile</a> for bundling flows is hosted in the Langflow Helm Charts repository.</p>
<p>For more on building the Langflow docker image and pushing it to Docker Hub, see <a href="/deployment-docker#package-your-flow-as-a-docker-image">Package your flow as a docker image</a>.</p>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="deploy-to-kubernetes">Deploy to Kubernetes<a href="#deploy-to-kubernetes" class="hash-link" aria-label="Direct link to Deploy to Kubernetes" title="Direct link to Deploy to Kubernetes"></a></h2>
<p>After your flow is packaged as a Docker image and available on Docker Hub, deploy your application by overriding the values in the <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/charts/langflow-runtime/Chart.yaml" target="_blank" rel="noopener noreferrer">langflow-runtime</a> Helm chart.</p>
<p>For more information, see <a href="/deployment-kubernetes-dev">Deploy the Langflow development environment on Kubernetes</a>.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/typescript-client"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TypeScript Client</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/deployment-docker"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Docker</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#langflow-deployment-architecture" class="table-of-contents__link toc-highlight">Langflow deployment architecture</a></li><li><a href="#package-your-flow-with-the-langflow-runtime-image" class="table-of-contents__link toc-highlight">Package your flow with the Langflow runtime image</a></li><li><a href="#deploy-to-kubernetes" class="table-of-contents__link toc-highlight">Deploy to Kubernetes</a></li></ul></div></div></div></div></main></div></div></div><footer class="footer"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
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