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</li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Deploy</span></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Containerized deployments</span></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Kubernetes</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Deploy in production</span></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Deploy the Langflow production environment on Kubernetes</h1></header><style>[data-ch-theme="github-dark"] { --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }</style>
|
||
<!-- -->
|
||
<p>The <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/charts/langflow-runtime" target="_blank" rel="noopener noreferrer">Langflow runtime Helm chart</a> is tailored for deploying applications in a production environment. It is focused on stability, performance, isolation, and security to ensure that applications run reliably and efficiently.</p>
|
||
<div class="theme-admonition theme-admonition-important admonition_xJq3 alert alert--info"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>important</div><div class="admonitionContent_BuS1"><p>For security reasons, the default Langflow runtime Helm chart sets <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/charts/langflow-runtime/values.yaml#L46" target="_blank" rel="noopener noreferrer"><code>readOnlyRootFilesystem: true</code></a>. This setting prevents modifications to the container's root filesystem at runtime, which is a recommended security measure in production environments.</p><p>If <code>readOnlyRootFilesystem</code> is disabled (false), it degrades your deployment's security posture. Only disable this setting if you understand the security implications and you have implemented other security measures.</p><p>For more information, see the <a href="https://kubernetes.io/docs/tasks/configure-pod-container/security-context/" target="_blank" rel="noopener noreferrer">Kubernetes documentation</a>.</p></div></div>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h2>
|
||
<ul>
|
||
<li>A <a href="https://kubernetes.io/docs/setup/" target="_blank" rel="noopener noreferrer">Kubernetes</a> server</li>
|
||
<li><a href="https://kubernetes.io/docs/tasks/tools/#kubectl" target="_blank" rel="noopener noreferrer">kubectl</a></li>
|
||
<li><a href="https://helm.sh/docs/intro/install/" target="_blank" rel="noopener noreferrer">Helm</a></li>
|
||
</ul>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="install-the-langflow-runtime-helm-chart">Install the Langflow runtime Helm chart<a href="#install-the-langflow-runtime-helm-chart" class="hash-link" aria-label="Direct link to Install the Langflow runtime Helm chart" title="Direct link to Install the Langflow runtime Helm chart"></a></h2>
|
||
<ol>
|
||
<li>
|
||
<p>Add the repository to Helm:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>helm repo add langflow https://langflow-ai.github.io/langflow-helm-charts</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>helm repo update</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li>
|
||
<p>Install the Langflow app with the default options in the <code>langflow</code> namespace.</p>
|
||
<div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Install chart with custom image</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Install chart and download flow</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>If you have a <a href="/deployment-docker#package-your-flow-as-a-docker-image">custom image with packaged flows</a>, you can deploy Langflow by overriding the default <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/charts/langflow-runtime/values.yaml" target="_blank" rel="noopener noreferrer"><code>values.yaml</code></a> with the <code>--set</code> flag:</p><div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>helm install my-langflow-app langflow/langflow-runtime -n langflow --create-namespace --set image.repository=myuser/langflow-hello-world --set image.tag=1.0.0</span></div></div><br></code></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><p>Install the chart and download flows from a URL with the <code>--set</code> flag:</p><div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>helm install my-langflow-app-with-flow langflow/langflow-runtime \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> -n langflow \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --create-namespace \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --set 'downloadFlows.flows[0].url=https://raw.githubusercontent.com/langflow-ai/langflow/dev/tests/data/basic_example.json'</span></div></div><br></code></div></div><p>If your shell requires escaping square brackets, modify the <code>--set</code> path as needed.
|
||
For example, <code>--set 'downloadFlows.flows\[0\].url=https://raw.githubusercontent.com/langflow-ai/langflow/dev/tests/data/basic_example.json'</code>.</p></div></div></div>
|
||
</li>
|
||
<li>
|
||
<p>Check the status of the pods:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>kubectl get pods -n langflow</span></div></div><br></code></div></div>
|
||
</li>
|
||
</ol>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="access-the-langflow-runtime">Access the Langflow runtime<a href="#access-the-langflow-runtime" class="hash-link" aria-label="Direct link to Access the Langflow runtime" title="Direct link to Access the Langflow runtime"></a></h2>
|
||
<ol>
|
||
<li>
|
||
<p>Get your service name:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>kubectl get svc -n langflow</span></div></div><br></code></div></div>
|
||
<p>The service name is your release name suffixed by <code>-langflow-runtime</code>. For example, if you used <code>helm install my-langflow-app-with-flow</code>, then the service name is <code>my-langflow-app-with-flow-langflow-runtime</code>.</p>
|
||
</li>
|
||
<li>
|
||
<p>Enable port forwarding to access Langflow from your local machine:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>kubectl port-forward -n langflow svc/my-langflow-app-with-flow-langflow-runtime 7860:7860</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li>
|
||
<p>Confirm you can access the API by calling <code>http://localhost:7860/api/v1/flows/</code>:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>curl -v http://localhost:7860/api/v1/flows/</span></div></div><br></code></div></div>
|
||
<p>A successful request returns a list of flows.</p>
|
||
</li>
|
||
<li>
|
||
<p>Run a packaged flow.
|
||
The following example gets the first flow ID from the flows list, and then runs the flow:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span># Get flow ID</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span>id=$(curl -s "http://localhost:7860/api/v1/flows/" | jq -r '.[0].id')</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span># Run flow</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span>curl -X POST \</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> "http://localhost:7860/api/v1/run/$id?stream=false" \</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> -H 'Content-Type: application/json' \</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> -d '{</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> "input_value": "Hello!",</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> "output_type": "chat",</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> "input_type": "chat"</span></div></div><div><span class="ch-code-line-number">_<!-- -->12</span><div style="display:inline-block;margin-left:16px"><span> }'</span></div></div><br></code></div></div>
|
||
</li>
|
||
</ol>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="configure-secrets-and-environment-variables">Configure secrets and environment variables<a href="#configure-secrets-and-environment-variables" class="hash-link" aria-label="Direct link to Configure secrets and environment variables" title="Direct link to Configure secrets and environment variables"></a></h2>
|
||
<p>Use the <code>.env</code> section of the Langflow runtime Helm chart's <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/charts/langflow-runtime/values.yaml" target="_blank" rel="noopener noreferrer"><code>values.yaml</code></a> file to define environment variables for your Langflow deployment.
|
||
This includes built-in <a href="/environment-variables">Langflow environment variables</a>, as well as <a href="/configuration-global-variables">global variables</a> used by your flows.</p>
|
||
<p>Langflow can source global variables from your runtime environment, such as Kubernetes secrets referenced in <code>values.yaml</code>.
|
||
For example, the Langflow runtime Helm chart's <a href="https://raw.githubusercontent.com/langflow-ai/langflow-helm-charts/refs/heads/main/examples/flows/basic-prompting-hello-world.json" target="_blank" rel="noopener noreferrer">example flow JSON</a> uses a global variable that is a secret.
|
||
If you want to run this flow in your Langflow deployment on Kubernetes, you need to include the secret in your runtime configuration.</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>When you export flows as JSON files, it's recommended to omit secrets.
|
||
Whether or not a secret is included depends on how you declare the secret in your flow and whether you use the <strong>Save with my API keys</strong> option.
|
||
For more information, see <a href="/concepts-flows-import">Import and export flows</a>.</p></div></div>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="set-secrets">Set secrets<a href="#set-secrets" class="hash-link" aria-label="Direct link to Set secrets" title="Direct link to Set secrets"></a></h3>
|
||
<p>Kubernetes secrets are the recommended way to store sensitive values and credentials.</p>
|
||
<p>Use <code>secretKeyRef</code> to reference a Kubernetes secret in <code>values.yaml</code>:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>env:</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> - name: OPENAI_API_KEY</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> valueFrom:</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> secretKeyRef:</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> name: openai-credentials</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> key: openai-key</span></div></div><br></code></div></div>
|
||
<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Create and set secrets with <code>kubectl</code> and <code>helm</code></summary><div><div class="collapsibleContent_i85q"><p>You can use <code>kubectl</code> and <code>helm</code> commands to create and set secrets:</p><ol>
|
||
<li>
|
||
<p>Create a secret:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>kubectl create secret generic openai-credentials \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --namespace langflow \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --from-literal=OPENAI_API_KEY=sk...</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li>
|
||
<p>Verify the secret exists:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>kubectl get secrets -n langflow openai-credentials</span></div></div><br></code></div></div>
|
||
<p>The result is encrypted.</p>
|
||
</li>
|
||
<li>
|
||
<p>Upgrade the Helm release to use the secret:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>helm upgrade my-langflow-app-image langflow/langflow-runtime -n langflow \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --reuse-values \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --set "extraEnv[0].name=OPENAI_API_KEY" \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --set "extraEnv[0].valueFrom.secretKeyRef.name=openai-credentials" \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --set "extraEnv[0].valueFrom.secretKeyRef.key=OPENAI_API_KEY"</span></div></div><br></code></div></div>
|
||
<p>Escape square brackets if required by your shell.</p>
|
||
</li>
|
||
</ol></div></div></details>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="set-the-log-level-and-other-configuration-variables">Set the log level and other configuration variables<a href="#set-the-log-level-and-other-configuration-variables" class="hash-link" aria-label="Direct link to Set the log level and other configuration variables" title="Direct link to Set the log level and other configuration variables"></a></h3>
|
||
<p>For non-sensitive variables, such as <code>LANGFLOW_LOG_LEVEL</code>, you can set the value directly in <code>values.yaml</code>:</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>env:</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> - name: LANGFLOW_LOG_LEVEL</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> value: "INFO"</span></div></div><br></code></div></div>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="configure-scaling">Configure scaling<a href="#configure-scaling" class="hash-link" aria-label="Direct link to Configure scaling" title="Direct link to Configure scaling"></a></h2>
|
||
<p>Use <code>replicaCount</code> and <code>resources</code> in the Langflow runtime Helm chart's <a href="https://github.com/langflow-ai/langflow-helm-charts/blob/main/charts/langflow-runtime/values.yaml" target="_blank" rel="noopener noreferrer"><code>values.yaml</code></a> file to configure scaling:</p>
|
||
<ul>
|
||
<li>
|
||
<p><strong>Horizontal scaling</strong>: Use <code>replicaCount</code> to set the number of replicas for your Langflow deployment.</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>replicaCount: 3</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li>
|
||
<p><strong>Vertical scaling</strong>: Use the <code>resources</code> section to adjust pod resources depending on your application's needs.</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>resources:</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> requests:</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> memory: "2Gi"</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> cpu: "1000m"</span></div></div><br></code></div></div>
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</li>
|
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</ul>
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||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="see-also">See also<a href="#see-also" class="hash-link" aria-label="Direct link to See also" title="Direct link to See also"></a></h2>
|
||
<ul>
|
||
<li><a href="/deployment-prod-best-practices">Best practices for Langflow on Kubernetes</a></li>
|
||
<li><a href="https://github.com/langflow-ai/langflow-helm-charts" target="_blank" rel="noopener noreferrer">Langflow Helm Charts repository</a></li>
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</ul></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/deployment-kubernetes-dev"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Deploy in development</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/deployment-gcp"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Google Cloud Platform</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#install-the-langflow-runtime-helm-chart" class="table-of-contents__link toc-highlight">Install the Langflow runtime Helm chart</a></li><li><a href="#access-the-langflow-runtime" class="table-of-contents__link toc-highlight">Access the Langflow runtime</a></li><li><a href="#configure-secrets-and-environment-variables" class="table-of-contents__link toc-highlight">Configure secrets and environment variables</a><ul><li><a href="#set-secrets" class="table-of-contents__link toc-highlight">Set secrets</a></li><li><a href="#set-the-log-level-and-other-configuration-variables" class="table-of-contents__link toc-highlight">Set the log level and other configuration variables</a></li></ul></li><li><a href="#configure-scaling" class="table-of-contents__link toc-highlight">Configure scaling</a></li><li><a href="#see-also" class="table-of-contents__link toc-highlight">See also</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column 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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