Introduction

In this guide, we’ll look at best practices and caveats for using Upstash Workflow.

Core Principles

Execute business logic in context.run

Your workflow endpoint will be called multiple times during a workflow run. Therefore:

  • Place your business logic code inside the context.run function for each step
  • Code outside context.run only serves to connect steps

Example:

api/workflow/route.ts
export const { POST } = serve<string>(async (context) => {
  const input = context.requestPayload

  const result = await context.run("step-1", () => {
    return { success: true }
  })

  console.log("This log will appear multiple times")

  await context.run("step-2", () => {
    console.log("This log will appear just once")
    console.log("Step 1 status is:", result.success)
  })
})

Return Results from context.run for Later Use

Always return step results if needed in subsequent steps.

Because your workflow endpoint is called multiple times, result will be unitialized when the endpoint is called again to run step-2.

If you are curious about why an endpoint is called multiple times, see how Workflow works.

Avoiding Common Pitfalls

Avoid Non-deterministic Code Outside context.run

A workflow endpoint should always produce the same results, even if it’s called multiple times. Avoid:

  • Time-dependent code
  • Randomness
  • Non-idempotent functions

Example of what to avoid:

Ensure Idempotency in context.run

Business logic should be idempotent due to potential retries in distributed systems. In other words, when a workflow runs twice with the same input, the end result should be the same as if the workflow only ran once.

In the example below, the someWork function must be idempotent:

api/workflow/route.ts
export const { POST } = serve<string>(async (context) => {
  const input = context.requestPayload

  await context.run("step-1", async () => {
    return someWork(input)
  })
})

Imagine that someWork executes once and makes a change to a database. However, before the database had a chance to respond with the successful change, the connection is lost. Your Workflow cannot know if the database change was successful or not. The caller has no choice but to retry, which will cause someWork to run twice.

If someWork is not idempotent, this could lead to unintended consequences. For example duplicated records or corrupted data. Idempotency is crucial to maintaining the integrity and reliability of your workflow.

Don’t Nest Context Methods

Avoid calling context.call, context.sleep, context.sleepFor, or context.run within another context.run.

api/workflow/route.ts
import { serve } from "@upstash/workflow/nextjs"

export const { POST } = serve<string>(async (context) => {
  const input = context.requestPayload

  await context.run("step-1", async () => {
    await context.sleep(...) // ❌ INCORRECT
    await context.run(...) // ❌ INCORRECT
    await context.call(...) // ❌ INCORRECT
  })
})