- Full Platform: Deploy both control plane and data plane with full UI/API management capabilities
- Standalone Server: Deploy standalone instances of a LangGraph Server without the control plane UI
Important
The Self-Hosted deployment options require an Enterprise plan.
Full Platform
Overview
The Full Platform deployment model is a fully self-hosted solution where you manage both the control plane and data plane in your cloud. This option gives you full control and responsibility of the control plane and data plane infrastructure.| Control plane | Data plane | |
|---|---|---|
| What is it? |
|
|
| Where is it hosted? | Your cloud | Your cloud |
| Who provisions and manages it? | You | You |
Requirements
- You use
langgraph-cliand/or LangGraph Studio app to test graph locally. - You use
langgraph buildcommand to build image. - You have a Self-Hosted LangSmith instance deployed.
- You are using Ingress for your LangSmith instance. All agents will be deployed as Kubernetes services behind this ingress.
Architecture
Compute Platforms
- Kubernetes: The Full Platform deployment model supports deploying control plane and data plane infrastructure to any Kubernetes cluster.
If you would like to enable this on your LangSmith instance, please follow the Self-Hosted Full Platform deployment guide.
Standalone Server
Overview
The Standalone Server Only deployment model is the least restrictive option for deployment. There is no control plane. A simplified version of the Data plane infrastructure is managed by you.| Control plane | Data plane | |
|---|---|---|
| What is it? | n/a |
|
| Where is it hosted? | n/a | Your cloud |
| Who provisions and manages it? | n/a | You |
LangGraph Platform should not be deployed in serverless environments. Scale to zero may cause task loss and scaling up will not work reliably.
Architecture
Compute Platforms
Kubernetes
The Standalone Server deployment model supports deploying data plane infrastructure to a Kubernetes cluster.Docker
The Standalone Server deployment model supports deploying data plane infrastructure to any Docker-supported compute platform.To deploy a LangGraph Server, follow the how-to guide for how to deploy the Standalone Server.