diff --git a/404.html b/404.html index bbe70a8e64..5d3f5a18dd 100644 --- a/404.html +++ b/404.html @@ -23,7 +23,7 @@ - + diff --git a/about-langflow.html b/about-langflow.html index c1c07f4832..8a9771ea02 100644 --- a/about-langflow.html +++ b/about-langflow.html @@ -23,7 +23,7 @@ - + diff --git a/agent-tutorial.html b/agent-tutorial.html index c87905a6e7..b221920378 100644 --- a/agent-tutorial.html +++ b/agent-tutorial.html @@ -23,7 +23,7 @@ - + diff --git a/agents-tools.html b/agents-tools.html index 33ef16755e..a5a00e7060 100644 --- a/agents-tools.html +++ b/agents-tools.html @@ -23,7 +23,7 @@ - + diff --git a/agents.html b/agents.html index 143df1d091..689ebc35fd 100644 --- a/agents.html +++ b/agents.html @@ -23,7 +23,7 @@ - + diff --git a/api-build.html b/api-build.html index a69ae5179b..f92314f1e3 100644 --- a/api-build.html +++ b/api-build.html @@ -23,7 +23,7 @@ - + diff --git a/api-files.html b/api-files.html index 0ebdde02e0..4c69d792c1 100644 --- a/api-files.html +++ 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index f1a87af3ba..1ba13fba24 100644 --- a/api/build-public-tmp.html +++ b/api/build-public-tmp.html @@ -23,7 +23,7 @@ - + diff --git a/api/build-vertex-stream.html b/api/build-vertex-stream.html index 721d344aca..b7c67e053d 100644 --- a/api/build-vertex-stream.html +++ b/api/build-vertex-stream.html @@ -23,7 +23,7 @@ - + diff --git a/api/build-vertex.html b/api/build-vertex.html index a4dd196207..05a22cec61 100644 --- a/api/build-vertex.html +++ b/api/build-vertex.html @@ -23,7 +23,7 @@ - + diff --git a/api/cancel-build.html b/api/cancel-build.html index b1d1dacfad..9c513a2931 100644 --- a/api/cancel-build.html +++ b/api/cancel-build.html @@ -23,7 +23,7 @@ - + diff --git a/api/check-if-store-has-api-key.html b/api/check-if-store-has-api-key.html index 743e366222..e1f4ce79dd 100644 --- a/api/check-if-store-has-api-key.html +++ b/api/check-if-store-has-api-key.html @@ -23,7 +23,7 @@ - + diff --git a/api/check-if-store-is-enabled.html b/api/check-if-store-is-enabled.html index cc73874442..f111d33594 100644 --- a/api/check-if-store-is-enabled.html +++ b/api/check-if-store-is-enabled.html @@ -23,7 +23,7 @@ - + diff --git a/api/check-installed-mcp-servers.html b/api/check-installed-mcp-servers.html index bc308237bc..e704dfab23 100644 --- a/api/check-installed-mcp-servers.html +++ b/api/check-installed-mcp-servers.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-api-key-route.html b/api/create-api-key-route.html index ac843f6903..0100f07e6e 100644 --- a/api/create-api-key-route.html +++ b/api/create-api-key-route.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-flow.html b/api/create-flow.html index 61ce190747..14b6d95f5c 100644 --- a/api/create-flow.html +++ b/api/create-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-flows.html b/api/create-flows.html index 026be55fb7..1aa891ccd6 100644 --- a/api/create-flows.html +++ b/api/create-flows.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-folder-redirect.html b/api/create-folder-redirect.html index 5419b3911c..4a73fd0024 100644 --- a/api/create-folder-redirect.html +++ b/api/create-folder-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-project.html b/api/create-project.html index b9e92cf89b..e3964b7d74 100644 --- a/api/create-project.html +++ b/api/create-project.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-upload-file.html b/api/create-upload-file.html index ee4e41473e..80ecbc7302 100644 --- a/api/create-upload-file.html +++ b/api/create-upload-file.html @@ -23,7 +23,7 @@ - + diff --git a/api/create-variable.html b/api/create-variable.html index 2cc35fb0ba..782c87f4b3 100644 --- a/api/create-variable.html +++ b/api/create-variable.html @@ -23,7 +23,7 @@ - + diff --git a/api/custom-component-update.html b/api/custom-component-update.html index d43c1adfd7..8c6f356c09 100644 --- a/api/custom-component-update.html +++ b/api/custom-component-update.html @@ -23,7 +23,7 @@ - + diff --git a/api/custom-component.html b/api/custom-component.html index 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a/api/delete-vertex-builds.html b/api/delete-vertex-builds.html index f4d4d6a8c0..0b4cc0be78 100644 --- a/api/delete-vertex-builds.html +++ b/api/delete-vertex-builds.html @@ -23,7 +23,7 @@ - + diff --git a/api/download-component.html b/api/download-component.html index 97f628a014..5e3bd127ca 100644 --- a/api/download-component.html +++ b/api/download-component.html @@ -23,7 +23,7 @@ - + diff --git a/api/download-file-1.html b/api/download-file-1.html index 1c98c12f45..5b23583c31 100644 --- a/api/download-file-1.html +++ b/api/download-file-1.html @@ -23,7 +23,7 @@ - + diff --git a/api/download-file-2.html b/api/download-file-2.html index 52a7182118..9a55927e0a 100644 --- a/api/download-file-2.html +++ b/api/download-file-2.html @@ -23,7 +23,7 @@ - + diff --git a/api/download-file-redirect.html b/api/download-file-redirect.html index 239ff702b1..7f7a2db9a5 100644 --- a/api/download-file-redirect.html +++ b/api/download-file-redirect.html @@ -23,7 +23,7 @@ - + diff --git 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a/api/edit-file-name.html b/api/edit-file-name.html index fc49a2d73d..91ddcb9cbc 100644 --- a/api/edit-file-name.html +++ b/api/edit-file-name.html @@ -23,7 +23,7 @@ - + diff --git a/api/experimental-run-flow.html b/api/experimental-run-flow.html index d55692c694..17aab9bf30 100644 --- a/api/experimental-run-flow.html +++ b/api/experimental-run-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/get-all.html b/api/get-all.html index a726116546..08290cc512 100644 --- a/api/get-all.html +++ b/api/get-all.html @@ -23,7 +23,7 @@ - + diff --git a/api/get-api-keys-route.html b/api/get-api-keys-route.html index fa5036cf5b..49fc587910 100644 --- a/api/get-api-keys-route.html +++ b/api/get-api-keys-route.html @@ -23,7 +23,7 @@ - + diff --git a/api/get-build-events.html b/api/get-build-events.html index 26f0ccb899..4ec1450573 100644 --- a/api/get-build-events.html +++ b/api/get-build-events.html @@ -23,7 +23,7 @@ - + diff --git a/api/get-components.html b/api/get-components.html index 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@@ -23,7 +23,7 @@ - + diff --git a/components-embedding-models.html b/components-embedding-models.html index 8ceb968a2c..f06118826d 100644 --- a/components-embedding-models.html +++ b/components-embedding-models.html @@ -23,7 +23,7 @@ - + diff --git a/components-helpers.html b/components-helpers.html index 581412d489..dd6b8a8a9d 100644 --- a/components-helpers.html +++ b/components-helpers.html @@ -23,7 +23,7 @@ - + diff --git a/components-io.html b/components-io.html index 0715c28ccf..7a6643c053 100644 --- a/components-io.html +++ b/components-io.html @@ -23,7 +23,7 @@ - + diff --git a/components-logic.html b/components-logic.html index 915edb4616..18c0049789 100644 --- a/components-logic.html +++ b/components-logic.html @@ -23,7 +23,7 @@ - + diff --git a/components-memories.html b/components-memories.html index c8358d4101..02dc699516 100644 --- a/components-memories.html +++ b/components-memories.html @@ -23,7 +23,7 @@ - + diff --git a/components-models.html b/components-models.html index d7bf5c3d59..b8823580a5 100644 --- a/components-models.html +++ b/components-models.html @@ -23,7 +23,7 @@ - + diff --git a/components-processing.html b/components-processing.html index 0d6734dc78..2720ef5bff 100644 --- a/components-processing.html +++ b/components-processing.html @@ -23,7 +23,7 @@ - + diff --git a/components-prompts.html b/components-prompts.html index 4b3cd53649..7bda2d3b23 100644 --- a/components-prompts.html +++ b/components-prompts.html @@ -23,7 +23,7 @@ - + diff --git a/components-tools.html b/components-tools.html index e88ad0c03e..b7091152e9 100644 --- a/components-tools.html +++ b/components-tools.html @@ -23,7 +23,7 @@ - + diff --git a/components-vector-stores.html b/components-vector-stores.html index 5d521ec98f..0efd940890 100644 --- a/components-vector-stores.html +++ b/components-vector-stores.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-components.html b/concepts-components.html index f37b72b611..2c161bd298 100644 --- a/concepts-components.html +++ b/concepts-components.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-file-management.html b/concepts-file-management.html index 58899d1519..7fe22959b1 100644 --- a/concepts-file-management.html +++ b/concepts-file-management.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-flows-import.html b/concepts-flows-import.html index 93867906ba..fe1603234c 100644 --- a/concepts-flows-import.html +++ b/concepts-flows-import.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-flows.html b/concepts-flows.html index 3b8dd594c6..ffb533a54f 100644 --- a/concepts-flows.html +++ b/concepts-flows.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-overview.html b/concepts-overview.html index f9c5717e8f..fabf954e23 100644 --- a/concepts-overview.html +++ b/concepts-overview.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-playground.html b/concepts-playground.html index ed2ca8c755..c7c9d07abe 100644 --- a/concepts-playground.html +++ b/concepts-playground.html @@ -23,7 +23,7 @@ - + diff --git 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b/configuration-custom-database.html index 47ea480eb4..8d57b224a3 100644 --- a/configuration-custom-database.html +++ b/configuration-custom-database.html @@ -23,7 +23,7 @@ - + diff --git a/configuration-global-variables.html b/configuration-global-variables.html index ba7454ed4c..59fa3b3522 100644 --- a/configuration-global-variables.html +++ b/configuration-global-variables.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-bundles.html b/contributing-bundles.html index 3e50206844..b05343c86f 100644 --- a/contributing-bundles.html +++ b/contributing-bundles.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-community.html b/contributing-community.html index 980ce61c16..daceef2cf1 100644 --- a/contributing-community.html +++ b/contributing-community.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-component-tests.html b/contributing-component-tests.html index 355e61d1ba..4dce960e8b 100644 --- a/contributing-component-tests.html +++ b/contributing-component-tests.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-components.html b/contributing-components.html index 0c3d2e9eaa..5fbf816cd1 100644 --- a/contributing-components.html +++ b/contributing-components.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-github-issues.html b/contributing-github-issues.html index db4f975c6a..5ccefd8c72 100644 --- a/contributing-github-issues.html +++ b/contributing-github-issues.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-how-to-contribute.html b/contributing-how-to-contribute.html index eb4d26d84b..1be38f8016 100644 --- a/contributing-how-to-contribute.html +++ b/contributing-how-to-contribute.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-telemetry.html b/contributing-telemetry.html index 19c06a9030..6299c54f21 100644 --- a/contributing-telemetry.html +++ b/contributing-telemetry.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-templates.html b/contributing-templates.html index 00c31a71f2..22cc440f21 100644 --- a/contributing-templates.html +++ b/contributing-templates.html @@ -23,7 +23,7 @@ - + diff --git a/data-types.html b/data-types.html index de28b6fad0..2d498b3445 100644 --- a/data-types.html +++ b/data-types.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-caddyfile.html b/deployment-caddyfile.html index 96abfab846..4dda86c745 100644 --- a/deployment-caddyfile.html +++ b/deployment-caddyfile.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-docker.html b/deployment-docker.html index 19f12f8232..619b27fff4 100644 --- a/deployment-docker.html +++ b/deployment-docker.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-gcp.html b/deployment-gcp.html index c7cf538e9b..6f3d317fb6 100644 --- a/deployment-gcp.html +++ b/deployment-gcp.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-hugging-face-spaces.html b/deployment-hugging-face-spaces.html index e81a0810dc..7830d2c7d4 100644 --- a/deployment-hugging-face-spaces.html +++ b/deployment-hugging-face-spaces.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-kubernetes-dev.html b/deployment-kubernetes-dev.html index 9c4e26a4c4..684caf1fb1 100644 --- a/deployment-kubernetes-dev.html +++ b/deployment-kubernetes-dev.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-kubernetes-prod.html b/deployment-kubernetes-prod.html index 211a2de15c..39e10e595e 100644 --- a/deployment-kubernetes-prod.html +++ b/deployment-kubernetes-prod.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-overview.html b/deployment-overview.html index df20bc3690..d99639c34e 100644 --- a/deployment-overview.html +++ b/deployment-overview.html @@ -3,7 +3,7 @@ -Langflow deployment overview | Langflow Documentation +Langflow deployment overview | Langflow Documentation @@ -23,7 +23,7 @@ - + @@ -47,25 +47,29 @@ Download Langflow Desktop -

Langflow deployment overview

You have a flow, and want to share it with the world in a production environment.

-

This page outlines the journey from locally-run flow to a cloud-hosted production server.

-

More specific instructions are available in the Docker and Kubernetes pages.

-

Langflow deployment architecture​

-

Langflow can be deployed in two distinct environments:

+

Langflow deployment overview

This section includes the different ways to bring your locally-built flows to the world.

    -
  • Langflow IDE - A development environment for creating and testing flows.
    • -
  • Langflow runtime - A production environment for hosting and serving flows.
    • -
-

The Langflow IDE includes the frontend for visual development of your flow. The default docker-compose.yml file hosted in the Langflow repository builds the Langflow IDE image. The Langflow IDE can be deployed on Docker or Kubernetes.

-

The Langflow runtime 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 runtime to deploy your flows if you don't require the frontend for visual development. The Langflow runtime can be deployed on Docker or Kubernetes.

-
tip

You can start Langflow in headless mode with the LANGFLOW_BACKEND_ONLY environment variable.

-

Package your flow with the Langflow runtime image​

-

To package your flow as a Docker image, copy your flow's .JSON file with a command in the Dockerfile.

-

An example Dockerfile for bundling flows is hosted in the Langflow Helm Charts repository.

-

For more on building the Langflow docker image and pushing it to Docker Hub, see Package your flow as a docker image.

-

Deploy to Kubernetes​

-

After your flow is packaged as a Docker image and available on Docker Hub, deploy your application by overriding the values in the langflow-runtime Helm chart.

-

For more information, see Deploy the Langflow development environment on Kubernetes.

  • +
  • +

    To self-host your local server through an Ngrok gateway, see Deploy a public Langflow server. +This approach uses ngrok to forward traffic and share your local Langflow server over the internet, without deploying to a cloud provider or exposing your network directly.

    +
    • +
  • +

    To build and deploy a Langflow container that includes your flow files, see Containerize a Langflow application. +This approach bundles your flows and dependencies into a portable, reproducible Docker image for easy deployment across different environments.

    +
    • +
  • +

    To deploy a Langflow server on a remote server with Docker and Caddy, see Deploy Langflow on a remote server. +This approach is good for hosting your own Langflow instance on a remote server with secure web access, using Docker containers and Caddy as a reverse proxy for HTTPS support.

    +
    • +
  • +

    To deploy Langflow on Kubernetes, see Langflow Kubernetes architecture and best practices +This approach creates production-grade deployments with high availability, scalability, and robust orchestration.

    +
    • +
  • +

    For cloud provider-specific deployment guides, see your cloud provider's documentation. +The Langflow documentation provides a few examples, such as Google Cloud Platform and Hugging Face Spaces, to help you get started.

    +
    • +
Search
diff --git a/deployment-prod-best-practices.html b/deployment-prod-best-practices.html index 4986c4cd6e..ea5f01ee20 100644 --- a/deployment-prod-best-practices.html +++ b/deployment-prod-best-practices.html @@ -3,7 +3,7 @@ -Langflow architecture and best practices on Kubernetes | Langflow Documentation +Langflow architecture and best practices on Kubernetes | Langflow Documentation @@ -23,7 +23,7 @@ - + @@ -47,7 +47,12 @@ Download Langflow Desktop -

Langflow architecture and best practices on Kubernetes

While Langflow offers flexible deployment options, deploying on a Kubernetes cluster is highly recommended for production environments.

+

Langflow architecture and best practices on Kubernetes

Langflow can be deployed in two distinct environments.

+
    +
  • Langflow IDE: The Langflow IDE includes the frontend for visual development of your flow. The default docker-compose.yml file hosted in the Langflow repository builds the Langflow IDE image. The Langflow IDE can be deployed on Docker or Kubernetes.
    • +
  • Langflow runtime: The Langflow runtime 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 runtime to deploy your flows if you don't require the frontend for visual development. The Langflow runtime can be deployed on Docker or Kubernetes.
    • +
+
tip

You can start Langflow in headless mode with the LANGFLOW_BACKEND_ONLY environment variable.

Deploying on Kubernetes offers the following advantages:

  • Scalability: Kubernetes allows you to scale the Langflow service to meet the demands of your workload.
    • @@ -59,12 +64,12 @@

    Langflow deployment​

    A typical Langflow deployment includes:

      -
    • Langflow API and UI – The Langflow service is the core component of the Langflow platform. It provides a RESTful API for executing flows.
      • -
    • Kubernetes cluster – The Kubernetes cluster provides a platform for deploying and managing the Langflow service and its supporting components.
      • -
    • Persistent storage – Persistent storage is used to store the Langflow service's data, such as models and training data.
      • -
    • Ingress controller – The ingress controller provides a single entry point for traffic to the Langflow service.
      • -
    • Load balancer – Balances traffic across multiple Langflow replicas.
      • -
    • Vector database – If you are using Langflow for RAG, you can integrate with the vector database in Astra Serverless.
      • +
    • Langflow API and UI: The Langflow service is the core component of the Langflow platform. It provides a RESTful API for executing flows.
      • +
    • Kubernetes cluster: The Kubernetes cluster provides a platform for deploying and managing the Langflow service and its supporting components.
      • +
    • Persistent storage: Persistent storage is used to store the Langflow service's data, such as models and training data.
      • +
    • Ingress controller: The ingress controller provides a single entry point for traffic to the Langflow service.
      • +
    • Load balancer: Balances traffic across multiple Langflow replicas.
      • +
    • Vector database: If you are using Langflow for RAG, you can integrate with the vector database in Astra Serverless.

    Langflow reference architecture on Kubernetes

    Environment isolation​

    diff --git a/deployment-public-server.html b/deployment-public-server.html index 499ea5031e..3ed3b0d6b6 100644 --- a/deployment-public-server.html +++ b/deployment-public-server.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-railway.html b/deployment-railway.html index 48c6dea08a..e709d746a7 100644 --- a/deployment-railway.html +++ b/deployment-railway.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-render.html b/deployment-render.html index 9d02f2047b..2d5e83df17 100644 --- a/deployment-render.html +++ b/deployment-render.html @@ -23,7 +23,7 @@ - + diff --git a/develop-application.html b/develop-application.html index 9ba9072d6f..a32af8aa57 100644 --- a/develop-application.html +++ b/develop-application.html @@ -23,7 +23,7 @@ - + diff --git a/document-qa.html b/document-qa.html index 39bd6e9c64..e5313d0eb6 100644 --- a/document-qa.html +++ b/document-qa.html @@ -23,7 +23,7 @@ - + diff --git a/environment-variables.html b/environment-variables.html index 11efbbcd25..93bbd9f020 100644 --- a/environment-variables.html +++ b/environment-variables.html @@ -23,7 +23,7 @@ - + diff --git a/financial-report-parser.html b/financial-report-parser.html index 3fe5ba75ec..aa77e81eed 100644 --- a/financial-report-parser.html +++ b/financial-report-parser.html @@ -23,7 +23,7 @@ - + diff --git a/get-started-installation.html b/get-started-installation.html index e43d76feb2..c6a80dcac1 100644 --- a/get-started-installation.html +++ b/get-started-installation.html @@ -23,7 +23,7 @@ - + diff --git a/get-started-quickstart.html b/get-started-quickstart.html index fd24c445a8..ea9a438005 100644 --- a/get-started-quickstart.html +++ b/get-started-quickstart.html @@ -23,7 +23,7 @@ - + diff --git a/index.html b/index.html index 72e588fb0f..299931d472 100644 --- a/index.html +++ b/index.html @@ -23,7 +23,7 @@ - + diff --git a/install-custom-dependencies.html b/install-custom-dependencies.html index ec9225d677..78aca473ce 100644 --- a/install-custom-dependencies.html +++ b/install-custom-dependencies.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-apify.html b/integrations-apify.html index 6212a21026..505e20b531 100644 --- a/integrations-apify.html +++ b/integrations-apify.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-arize.html b/integrations-arize.html index 32ba059fe9..5ea50be0f9 100644 --- a/integrations-arize.html +++ b/integrations-arize.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-assemblyai.html b/integrations-assemblyai.html index 8a1a7ba583..a6fdc65aa0 100644 --- a/integrations-assemblyai.html +++ b/integrations-assemblyai.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-cleanlab.html b/integrations-cleanlab.html index 549265a705..54a66d4a88 100644 --- a/integrations-cleanlab.html +++ b/integrations-cleanlab.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-composio.html b/integrations-composio.html index 32077e0366..dfcf13608c 100644 --- a/integrations-composio.html +++ 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