step-functions（阶跃函数）

AWS Step Functions

AWS Step Functions is a serverless orchestration service that lets you build and run workflows using state machines. Coordinate multiple AWS services into business-critical applications.

Table of Contents

• Core Concepts
• Common Patterns
• CLI Reference
• Best Practices
• Troubleshooting
• References

Core Concepts

Workflow Types

State Types

Amazon States Language (ASL)

JSON-based language for defining state machines.

Common Patterns

Simple Lambda Workflow

{
  "Comment": "Process order workflow",
  "StartAt": "ValidateOrder",
  "States": {
    "ValidateOrder": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:us-east-1:123456789012:function:ValidateOrder",
      "Next": "ProcessPayment"
    },
    "ProcessPayment": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:us-east-1:123456789012:function:ProcessPayment",
      "Next": "FulfillOrder"
    },
    "FulfillOrder": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:us-east-1:123456789012:function:FulfillOrder",
      "End": true
    }
  }
}

Create State Machine

AWS CLI:

aws stepfunctions create-state-machine \
  --name OrderWorkflow \
  --definition file://workflow.json \
  --role-arn arn:aws:iam::123456789012:role/StepFunctionsRole \
  --type STANDARD

boto3:

import boto3
import json

sfn = boto3.client('stepfunctions')

definition = {
    "Comment": "Order workflow",
    "StartAt": "ProcessOrder",
    "States": {
        "ProcessOrder": {
            "Type": "Task",
            "Resource": "arn:aws:lambda:...",
            "End": True
        }
    }
}

response = sfn.create_state_machine(
    name='OrderWorkflow',
    definition=json.dumps(definition),
    roleArn='arn:aws:iam::123456789012:role/StepFunctionsRole',
    type='STANDARD'
)

Start Execution

import boto3
import json

sfn = boto3.client('stepfunctions')

response = sfn.start_execution(
    stateMachineArn='arn:aws:states:us-east-1:123456789012:stateMachine:OrderWorkflow',
    name='order-12345',
    input=json.dumps({
        'order_id': '12345',
        'customer_id': 'cust-789',
        'items': [{'product_id': 'prod-1', 'quantity': 2}]
    })
)

execution_arn = response['executionArn']

Choice State (Conditional Logic)

{
  "StartAt": "CheckOrderValue",
  "States": {
    "CheckOrderValue": {
      "Type": "Choice",
      "Choices": [
        {
          "Variable": "$.total",
          "NumericGreaterThan": 1000,
          "Next": "HighValueOrder"
        },
        {
          "Variable": "$.priority",
          "StringEquals": "rush",
          "Next": "RushOrder"
        }
      ],
      "Default": "StandardOrder"
    },
    "HighValueOrder": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:...:function:ProcessHighValue",
      "End": true
    },
    "RushOrder": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:...:function:ProcessRush",
      "End": true
    },
    "StandardOrder": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:...:function:ProcessStandard",
      "End": true
    }
  }
}

Parallel Execution

{
  "StartAt": "ProcessInParallel",
  "States": {
    "ProcessInParallel": {
      "Type": "Parallel",
      "Branches": [
        {
          "StartAt": "UpdateInventory",
          "States": {
            "UpdateInventory": {
              "Type": "Task",
              "Resource": "arn:aws:lambda:...:function:UpdateInventory",
              "End": true
            }
          }
        },
        {
          "StartAt": "SendNotification",
          "States": {
            "SendNotification": {
              "Type": "Task",
              "Resource": "arn:aws:lambda:...:function:SendNotification",
              "End": true
            }
          }
        },
        {
          "StartAt": "UpdateAnalytics",
          "States": {
            "UpdateAnalytics": {
              "Type": "Task",
              "Resource": "arn:aws:lambda:...:function:UpdateAnalytics",
              "End": true
            }
          }
        }
      ],
      "Next": "Complete"
    },
    "Complete": {
      "Type": "Succeed"
    }
  }
}

Map State (Iteration)

{
  "StartAt": "ProcessItems",
  "States": {
    "ProcessItems": {
      "Type": "Map",
      "ItemsPath": "$.items",
      "MaxConcurrency": 10,
      "Iterator": {
        "StartAt": "ProcessItem",
        "States": {
          "ProcessItem": {
            "Type": "Task",
            "Resource": "arn:aws:lambda:...:function:ProcessItem",
            "End": true
          }
        }
      },
      "ResultPath": "$.processedItems",
      "End": true
    }
  }
}

Error Handling

{
  "StartAt": "ProcessWithRetry",
  "States": {
    "ProcessWithRetry": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:...:function:Process",
      "Retry": [
        {
          "ErrorEquals": ["Lambda.ServiceException", "Lambda.TooManyRequestsException"],
          "IntervalSeconds": 2,
          "MaxAttempts": 6,
          "BackoffRate": 2
        },
        {
          "ErrorEquals": ["States.Timeout"],
          "IntervalSeconds": 5,
          "MaxAttempts": 3,
          "BackoffRate": 1.5
        }
      ],
      "Catch": [
        {
          "ErrorEquals": ["CustomError"],
          "ResultPath": "$.error",
          "Next": "HandleCustomError"
        },
        {
          "ErrorEquals": ["States.ALL"],
          "ResultPath": "$.error",
          "Next": "HandleAllErrors"
        }
      ],
      "End": true
    },
    "HandleCustomError": {
      "Type": "Task",
      "Resource": "arn:aws:lambda:...:function:HandleCustom",
      "End": true
    },
    "HandleAllErrors": {
      "Type": "Fail",
      "Error": "ProcessingFailed",
      "Cause": "An error occurred during processing"
    }
  }
}

CLI Reference

State Machine Management

Executions

Best Practices

Design

• Keep states focused — one purpose per state
• Use meaningful state names
• Implement comprehensive error handling
• Use Parallel for independent tasks
• Use Map for batch processing

Performance

• Use Express workflows for high-volume, short tasks
• Set appropriate timeouts
• Limit Map concurrency to avoid throttling
• Use SDK integrations when possible (avoid Lambda wrapper)

Reliability

• Retry transient errors
• Catch and handle specific errors
• Use idempotent operations
• Enable X-Ray tracing

Cost Optimization

• Use Express for short workflows (< 5 minutes)
• Combine related operations to reduce transitions
• Use Wait states instead of Lambda delays

Troubleshooting

Execution Failed

# Get execution history
aws stepfunctions get-execution-history \
  --execution-arn arn:aws:states:us-east-1:123456789012:execution:MyWorkflow:exec-123 \
  --query 'events[?type==`TaskFailed` || type==`ExecutionFailed`]'

Lambda Timeout

Causes:

• Lambda running too long
• Task timeout too short

Fix:

{
  "Type": "Task",
  "Resource": "arn:aws:lambda:...",
  "TimeoutSeconds": 300,
  "HeartbeatSeconds": 60
}

State Stuck

Check:

• Task state waiting for callback
• Wait state not yet elapsed
• Activity worker not responding

Invalid State Machine

# Validate definition
aws stepfunctions validate-state-machine-definition \
  --definition file://workflow.json

References

• Step Functions Developer Guide
• Step Functions API Reference
• Step Functions CLI Reference
• Amazon States Language