惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Vercel News
Vercel News
博客园 - 【当耐特】
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
小众软件
小众软件
Hugging Face - Blog
Hugging Face - Blog
aimingoo的专栏
aimingoo的专栏
WordPress大学
WordPress大学
G
Google Developers Blog
博客园 - 叶小钗
大猫的无限游戏
大猫的无限游戏
P
Proofpoint News Feed
J
Java Code Geeks
U
Unit 42
云风的 BLOG
云风的 BLOG
阮一峰的网络日志
阮一峰的网络日志
N
Netflix TechBlog - Medium
宝玉的分享
宝玉的分享
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
D
Docker
V
Visual Studio Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
H
Help Net Security
V
V2EX
T
Tailwind CSS Blog

Workflow SDK Documentation

Patterns for Defining Tools Human-in-the-Loop Building Durable AI Agents Queueing User Messages Resumable Streams Sleep, Suspense, and Scheduling Streaming Updates from Tools API Reference Workflow Globals Changelog Resilient run start Cookbook Building a World Deploying Astro Fastify Hono Getting Started NestJS Next.js Nitro Nuxt Python SvelteKit Vite corrupted-event-log fetch-in-workflow hook-conflict Errors node-js-module-in-workflow
Express
2026-05-31 · via Workflow SDK Documentation

Set up your first durable workflow in an Express application.

This guide will walk through setting up your first workflow in an Express app. Along the way, you'll learn more about the concepts that are fundamental to using the Workflow SDK in your own projects.


Start by creating a new Express project.

Enter the newly made directory:

Initialize the project:

Install workflow, express, nitro, and rollup

By default, Express doesn't include a build system. Nitro adds one which enables compiling workflows, runs, and deploys for development and production. Learn more about Nitro here.

If using TypeScript, you need to install the @types/express package.

Configure Nitro

Create a new file nitro.config.ts for your Nitro configuration with module workflow/nitro. This enables usage of the "use workflow" and "use step" directives.

import { defineNitroConfig } from "nitro/config";

export default defineNitroConfig({
  modules: ["workflow/nitro"],
  vercel: { entryFormat: "node" },
  routes: {
    "/**": { handler: "./src/index.ts", format: "node" },
  },
});

Update package.json

To use the Nitro builder, update your package.json to include the following scripts:

{
  // ...
  "scripts": {
    "dev": "nitro dev",
    "build": "nitro build"
  },
  // ...
}

Create a new file for our first workflow:

import { sleep } from "workflow";

export async function handleUserSignup(email: string) {
  "use workflow"; 

  const user = await createUser(email);
  await sendWelcomeEmail(user);

  await sleep("5s"); // Pause for 5s - doesn't consume any resources
  await sendOnboardingEmail(user);

  return { userId: user.id, status: "onboarded" };
}

We'll fill in those functions next, but let's take a look at this code:

  • We define a workflow function with the directive "use workflow". Think of the workflow function as the orchestrator of individual steps.
  • The Workflow SDK's sleep function allows us to suspend execution of the workflow without using up any resources. A sleep can be a few seconds, hours, days, or even months long.

Let's now define those missing functions.

import { FatalError } from "workflow";

// Our workflow function defined earlier

async function createUser(email: string) {
  "use step"; 

  console.log(`Creating user with email: ${email}`);

  // Full Node.js access - database calls, APIs, etc.
  return { id: crypto.randomUUID(), email };
}

async function sendWelcomeEmail(user: { id: string; email: string }) {
  "use step"; 

  console.log(`Sending welcome email to user: ${user.id}`);

  if (Math.random() < 0.3) {
    // By default, steps will be retried for unhandled errors
    throw new Error("Retryable!");
  }
}

async function sendOnboardingEmail(user: { id: string; email: string }) {
  "use step"; 

  if (!user.email.includes("@")) {
    // To skip retrying, throw a FatalError instead
    throw new FatalError("Invalid Email");
  }

  console.log(`Sending onboarding email to user: ${user.id}`);
}

Taking a look at this code:

  • Business logic lives inside steps. When a step is invoked inside a workflow, it gets enqueued to run on a separate request while the workflow is suspended, just like sleep.
  • If a step throws an error, like in sendWelcomeEmail, the step will automatically be retried until it succeeds (or hits the step's max retry count).
  • Steps can throw a FatalError if an error is intentional and should not be retried.

We'll dive deeper into workflows, steps, and other ways to suspend or handle events in Foundations.

To invoke your new workflow, we'll create both the Express app and a new API route handler at src/index.ts with the following code:

import express from "express";
import { start } from "workflow/api";
import { handleUserSignup } from "../workflows/user-signup.js";

const app = express();
app.use(express.json());

app.post("/api/signup", async (req, res) => {
  const { email } = req.body;
  await start(handleUserSignup, [email]);
  return res.json({ message: "User signup workflow started" });
});

export default app;

This route handler creates a POST request endpoint at /api/signup that will trigger your workflow.

To start your development server, run the following command in your terminal in the Express root directory:

Once your development server is running, you can trigger your workflow by running this command in the terminal:

curl -X POST --json '{"email":"hello@example.com"}' http://localhost:3000/api/signup

Check the Express development server logs to see your workflow execute as well as the steps that are being processed.

Additionally, you can use the Workflow SDK CLI or Web UI to inspect your workflow runs and steps in detail.

# Open the observability Web UI
npx workflow web
# or if you prefer a terminal interface, use the CLI inspect command
npx workflow inspect runs

Workflow SDK Web UI


Workflow SDK apps currently work best when deployed to Vercel and needs no special configuration.

Enable Fluid compute before deploying. Workflow is designed to take advantage of Fluid compute for efficient suspension and resumption. Without Fluid compute enabled, each workflow resume incurs a separate function cold start, which can result in significantly higher costs.

Check the Deploying section to learn how your workflows can be deployed elsewhere.

start() says it received an invalid workflow function

If you see this error:

'start' received an invalid workflow function. Ensure the Workflow Development Kit is configured correctly and the function includes a 'use workflow' directive.

Check both of these first:

  1. The workflow function includes "use workflow".
  2. Your Nitro config includes the workflow/nitro module.

See start-invalid-workflow-function for full examples and fixes.