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Cloud SaaS

Overview

LangGraph's Cloud SaaS is a managed service for deploying LangGraph APIs, regardless of its definition or dependencies. The service offers managed implementations of checkpointers and stores, allowing you to focus on building the right cognitive architecture for your use case. By handling scalable & secure infrastructure, LangGraph Cloud offers the fastest path to getting your LangGraph API deployed to production.

Deployment

A deployment is an instance of a LangGraph API. A single deployment can have many revisions. When a deployment is created, all the necessary infrastructure (e.g. database, containers, secrets store) are automatically provisioned. See the architecture diagram below for more details.

See the how-to guide for creating a new deployment.

Resource Allocation

Deployment Type CPU Memory Scaling
Development 1 CPU 1 GB Up to 1 container
Production 1 CPU 2 GB Up to 10 containers

Revision

A revision is an iteration of a deployment. When a new deployment is created, an initial revision is automatically created. To deploy new code changes or update environment variable configurations for a deployment, a new revision must be created. When a revision is created, a new container image is built automatically.

See the how-to guide for creating a new revision.

Asynchronous Deployment

Infrastructure for deployments and revisions are provisioned and deployed asynchronously. They are not deployed immediately after submission. Currently, deployment can take up to several minutes.

Architecture

Subject to Change

The Cloud SaaS deployment architecture may change in the future.

A high-level diagram of a Cloud SaaS deployment.

diagram

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