/aws-step-functions
Build workflows with AWS Step Functions state machines using the JSONata query language. Covers Amazon States Language (ASL) structure, state types, variables, data transformation, error handling, AWS service integration, and migrating from the JSONPath to the JSONata query
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Build workflows with AWS Step Functions state machines using the JSONata query language. Covers Amazon States Language (ASL) structure, state types, variables, data transformation, error handling, AWS service integration, and migrating from the JSONPath to the JSONata query
SKILL.md
aws-step-functions.SKILL.mdname: aws-step-functions
description: "Build workflows with AWS Step Functions state machines using the JSONata query language. Covers Amazon States Language (ASL) structure, state types, variables, data transformation, error handling, AWS service integration, and migrating from the JSONPath to the JSONata query language."
argument-hint: "[what workflow are you building?]"
AWS Step Functions
Overview
AWS Step Functions uses Amazon States Language (ASL) to define state machines as JSON. With AWS Step Functions, you can create workflows, also called State machines, to build distributed applications, automate processes, orchestrate microservices, and create data and machine learning pipelines.
This skill provides comprehensive guidance for writing state machines in ASL, covering:
- ASL structure and JSONata expression syntax
- Details on the eight available workflow states
- The `$states` reserved variable
- Workflow variables with `Assign`
- Error handling
- AWS Service integration patterns
- Example code for data transformation and architecture
- Validation and testing of state machines
- How to migrate from JSONPath to JSONata
When to Load Reference Files
Load the appropriate reference file based on what the user is working on:
- **ASL structure**, **state types**, **Task**, **Pass**, **Choice**, **Wait**, **Succeed**, **Fail**, **Parallel**, **Map** → see [references/asl-state-types.md](references/asl-state-types.md)
- **Error handling**, **troubleshooting**, **Retry**, **Catch**, **fallback**, **error codes**, **States.Timeout**, **States.ALL** → see [references/error-handling.md](references/error-handling.md)
- **Service integrations**, **Lambda invoke**, **DynamoDB**, **SNS**, **SQS**, **SDK integrations**, **Resource ARN**, **sync**, **async** → see [references/service-integrations.md](references/service-integrations.md)
- **Migrating from JSONPath to JSONata**, **migration**, **JSONPath to JSONata**, **InputPath**, **Parameters**, **ResultSelector**, **ResultPath**, **OutputPath**, **intrinsic functions**, **Iterator**, **payload template** → see [references/migrating-from-jsonpath-to-jsonata.md](references/migrating-from-jsonpath-to-jsonata.md)
- **Validation**, **linting**, **testing**, **TestState**, **test state**, **mock**, **mocking**, **unit test**, **inspection level**, **DEBUG**, **TRACE**, **validate state**, **test in isolation** → see [references/validation-and-testing.md](references/validation-and-testing.md)
- **Architecture patterns**, **examples**, **polling**, **saga**, **compensation**, **scatter-gather**, **semaphore**, **lock**, **human-in-the-loop**, **escalation**, **Express to Standard** → see [references/architecture-patterns.md](references/architecture-patterns.md)
- **Data transformation**, **JSONata expressions**, **filtering**, **aggregation**, **string operations**, **$reduce**, **$lookup**, **$toMillis**, **$partition**, **$parse**, **$hash**, **$uuid** → see [references/transforming-data.md](references/transforming-data.md)
- **State input/output**, **$states**, **Assign**, **Output**, **Arguments**, **variable scope**, **variable limits**, **evaluation order**, **passing data between states** → see [references/processing-state-inputs-and-outputs.md](references/processing-state-inputs-and-outputs.md)
- **Deployment**, **SAM**, **CloudFormation**, **IaC**, **DefinitionSubstitutions**, **X-Ray tracing**, **logging** → see the [aws-serverless-deployment skill](../aws-serverless-deployment/) or [deploy-on-aws plugin](../../deploy-on-aws/)
Quick Reference
Standard vs Express Workflows
| | Standard | Express | | --------------------------------- | ------------------------------------ | ------------------------------------------- | | **Max duration** | 1 year | 5 minutes | | **Execution semantics** | Exactly-once | At-least-once (async) / At-most-once (sync) | | **Execution history** | Retained 90 days, queryable via API | CloudWatch Logs only | | **Max throughput** | 2,000 exec/sec | 100,000 exec/sec | | **Pricing model** | Per state transition | Per execution count + duration | | **`.sync` / `.waitForTaskToken`** | Supported | Not supported | | **Best for** | Auditable, non-idempotent operations | High-volume, idempotent event processing |
**Choose Standard** for: payment processing, order fulfillment, compliance workflows, anything that must never execute twice.
**Choose Express** for: IoT data ingestion, streaming transformations, mobile backends, high-throughput short-lived processing.
Setting the State Machine Query Language
JSONata is the modern, preferred way to reference and transform data in ASL. It replaces the five JSONPath I/O fields (`InputPath`, `Parameters`, `ResultSelector`, `ResultPath`, `OutputPath`) with just two: `Arguments` (inputs) and `Output`.
**Enable at the top level** to apply to all states:
{ "QueryLanguage": "JSONata", "StartAt": "...", "States": {...} }**Or per-state** to migrate from JSONPath incrementally:
{ "Type": "Task", "QueryLanguage": "JSONata", ... }**JSONPath is still supported** and is the default if `QueryLanguage` is omitted — existing state machines do not need to be migrated.
Best Practices
- Set `"QueryLanguage": "JSONata"` at the top level for new state machines unless the user wants to use JSONPath
- Keep `Output` minimal — only include what the state immediately after the current state needs
- Use `Assign` to store variables needed in later states instead of threading it through Output
- Use `$states.i
Read more
name: aws-step-functions description: "Build workflows with AWS Step Functions state machines using the JSONata query language. Covers Amazon States Language (ASL) structure, state types, variables, data transformation, error handling, AWS service integration, and migrating from the JSONPath to the JSONata query language." argument-hint: "[what workflow are you building?]"
AWS Step Functions
Overview
AWS Step Functions uses Amazon States Language (ASL) to define state machines as JSON. With AWS Step Functions, you can create workflows, also called State machines, to build distributed applications, automate processes, orchestrate microservices, and create data and machine learning pipelines.
This skill provides comprehensive guidance for writing state machines in ASL, covering:
- ASL structure and JSONata expression syntax
- Details on the eight available workflow states
- The `$states` reserved variable
- Workflow variables with `Assign`
- Error handling
- AWS Service integration patterns
- Example code for data transformation and architecture
- Validation and testing of state machines
- How to migrate from JSONPath to JSONata
When to Load Reference Files
Load the appropriate reference file based on what the user is working on:
- **ASL structure**, **state types**, **Task**, **Pass**, **Choice**, **Wait**, **Succeed**, **Fail**, **Parallel**, **Map** → see [references/asl-state-types.md](references/asl-state-types.md)
- **Error handling**, **troubleshooting**, **Retry**, **Catch**, **fallback**, **error codes**, **States.Timeout**, **States.ALL** → see [references/error-handling.md](references/error-handling.md)
- **Service integrations**, **Lambda invoke**, **DynamoDB**, **SNS**, **SQS**, **SDK integrations**, **Resource ARN**, **sync**, **async** → see [references/service-integrations.md](references/service-integrations.md)
- **Migrating from JSONPath to JSONata**, **migration**, **JSONPath to JSONata**, **InputPath**, **Parameters**, **ResultSelector**, **ResultPath**, **OutputPath**, **intrinsic functions**, **Iterator**, **payload template** → see [references/migrating-from-jsonpath-to-jsonata.md](references/migrating-from-jsonpath-to-jsonata.md)
- **Validation**, **linting**, **testing**, **TestState**, **test state**, **mock**, **mocking**, **unit test**, **inspection level**, **DEBUG**, **TRACE**, **validate state**, **test in isolation** → see [references/validation-and-testing.md](references/validation-and-testing.md)
- **Architecture patterns**, **examples**, **polling**, **saga**, **compensation**, **scatter-gather**, **semaphore**, **lock**, **human-in-the-loop**, **escalation**, **Express to Standard** → see [references/architecture-patterns.md](references/architecture-patterns.md)
- **Data transformation**, **JSONata expressions**, **filtering**, **aggregation**, **string operations**, **$reduce**, **$lookup**, **$toMillis**, **$partition**, **$parse**, **$hash**, **$uuid** → see [references/transforming-data.md](references/transforming-data.md)
- **State input/output**, **$states**, **Assign**, **Output**, **Arguments**, **variable scope**, **variable limits**, **evaluation order**, **passing data between states** → see [references/processing-state-inputs-and-outputs.md](references/processing-state-inputs-and-outputs.md)
- **Deployment**, **SAM**, **CloudFormation**, **IaC**, **DefinitionSubstitutions**, **X-Ray tracing**, **logging** → see the [aws-serverless-deployment skill](../aws-serverless-deployment/) or [deploy-on-aws plugin](../../deploy-on-aws/)
Quick Reference
Standard vs Express Workflows
| | Standard | Express | | --------------------------------- | ------------------------------------ | ------------------------------------------- | | **Max duration** | 1 year | 5 minutes | | **Execution semantics** | Exactly-once | At-least-once (async) / At-most-once (sync) | | **Execution history** | Retained 90 days, queryable via API | CloudWatch Logs only | | **Max throughput** | 2,000 exec/sec | 100,000 exec/sec | | **Pricing model** | Per state transition | Per execution count + duration | | **`.sync` / `.waitForTaskToken`** | Supported | Not supported | | **Best for** | Auditable, non-idempotent operations | High-volume, idempotent event processing |
**Choose Standard** for: payment processing, order fulfillment, compliance workflows, anything that must never execute twice.
**Choose Express** for: IoT data ingestion, streaming transformations, mobile backends, high-throughput short-lived processing.
Setting the State Machine Query Language
JSONata is the modern, preferred way to reference and transform data in ASL. It replaces the five JSONPath I/O fields (`InputPath`, `Parameters`, `ResultSelector`, `ResultPath`, `OutputPath`) with just two: `Arguments` (inputs) and `Output`.
**Enable at the top level** to apply to all states:
{ "QueryLanguage": "JSONata", "StartAt": "...", "States": {...} }**Or per-state** to migrate from JSONPath incrementally:
{ "Type": "Task", "QueryLanguage": "JSONata", ... }**JSONPath is still supported** and is the default if `QueryLanguage` is omitted — existing state machines do not need to be migrated.
Best Practices
- Set `"QueryLanguage": "JSONata"` at the top level for new state machines unless the user wants to use JSONPath
- Keep `Output` minimal — only include what the state immediately after the current state needs
- Use `Assign` to store variables needed in later states instead of threading it through Output
- Use `$states.i
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