Skip to main content

A set of Step Functions high-level patterns.

Project description

cdk-stepfunctions-patterns

build jsii-publish downloads

npm version PyPI version NuGet version

cdk-stepfunctions-patterns library is a set of AWS CDK constructs that provide resiliency patterns implementation for AWS Step Functions.

All these patterns are composable, meaning that you can combine them together to create quite complex state machines that are much easier to maintain and support than low-level JSON definitions.

Try / Catch pattern

Step Functions support Try / Catch pattern natively with Task and Parallel states.

TryTask construct adds a high level abstraction that allows you to use Try / Catch pattern with any state or sequence of states.

Example

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
import aws_cdk.aws_stepfunctions as sfn
from cdk_stepfunctions_patterns import TryTask

# ...

sfn.StateMachine(self, "TryCatchStepMachine",
    definition=TryTask(self, "TryCatch",
        try_process=sfn.Pass(self, "A1").next(sfn.Pass(self, "B1")),
        catch_process=sfn.Pass(self, "catchHandler"),
        # optional configuration properties
        catch_props={
            "errors": ["Lambda.AWSLambdaException"],
            "result_path": "$.ErrorDetails"
        }
    )
)

Resulting StepFunction

Try / Finally pattern

It is often useful to design state machine using Try / Finally pattern. The idea is to have a Final state that has to be executed regardless of successful or failed execution of the Try state. There may be some temporal resource you want to delete or notification to send.

Step Functions do not provide a native way to implement that pattern but it can be done using Parallel state and catch all catch specification.

TryTask construct abstracts these implementation details and allows to express the pattern directly.

Example

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
import aws_cdk.aws_stepfunctions as sfn
from cdk_stepfunctions_patterns import TryTask

# ...

sfn.StateMachine(self, "TryFinallyStepMachine",
    definition=TryTask(self, "TryFinally",
        try_process=sfn.Pass(self, "A2").next(sfn.Pass(self, "B2")),
        finally_process=sfn.Pass(self, "finallyHandler"),
        # optional configuration properties
        finally_error_path="$.FinallyErrorDetails"
    )
)

Resulting StepFunction

Try / Catch / Finally pattern

This is a combination of two previous patterns. TryTask construct allows you to express rather complex error handling logic in a very compact form.

Example

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
import aws_cdk.aws_stepfunctions as sfn
from cdk_stepfunctions_patterns import TryTask

# ...

sfn.StateMachine(self, "TryCatchFinallyStepMachine",
    definition=TryTask(self, "TryCatchFinalli",
        try_process=sfn.Pass(self, "A3").next(sfn.Pass(self, "B3")),
        catch_process=sfn.Pass(self, "catchHandler3"),
        finally_process=sfn.Pass(self, "finallyHandler3")
    )
)

Resulting StepFunction

Retry with backoff and jitter

Out of the box Step Functions retry implementation provides a way to configure backoff factor, but there is no built in way to introduce jitter. As covered in Exponential Backoff And Jitter and Wait and Retry with Jittered Back-off this retry technique can be very helpful in high-load scenarios.

RetryWithJitterTask construct provides a custom implementation of retry with backoff and jitter that you can use directly in your state machines.

Example

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
import aws_cdk.aws_stepfunctions as sfn
from cdk_stepfunctions_patterns import RetryWithJitterTask

# ...

sfn.StateMachine(self, "RetryWithJitterStepMachine",
    definition=RetryWithJitterTask(self, "AWithJitter",
        try_process=sfn.Pass(self, "A4").next(sfn.Pass(self, "B4")),
        retry_props={"errors": ["States.ALL"], "max_attempts": 3}
    )
)

Resulting StepFunction

Resilience lambda errors handling

LambdaInvoke construct from aws-stepfunctions-tasks module is probably one of the most used ones. Still, handling of AWS Lambda service exceptions is often overlooked.

ResilientLambdaTask is a drop-in replacement construct for LambdaInvoke that adds retry for the most common transient errors:

  • Lambda.ServiceException
  • Lambda.AWSLambdaException
  • Lambda.SdkClientException
  • Lambda.TooManyRequestsException

Example

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
import aws_cdk.aws_lambda as lambda_
from cdk_stepfunctions_patterns import ResilientLambdaTask

# ...

lambda_function = lambda_.Function(self, "LambdaFunction")

calculate_jitter_task = ResilientLambdaTask(self, "InvokeLambda",
    lambda_function=lambda_function
)

That would result in the following state definition:

"InvokeLambda": {
    "Type": "Task",
    "Resource": "arn:aws:states:::lambda:invoke",
    "Parameters": {
        "FunctionName": "<ARN of lambda function>"
    },
    "Retry": [{
        "ErrorEquals": [
        "Lambda.ServiceException",
        "Lambda.AWSLambdaException",
        "Lambda.SdkClientException",
        "Lambda.TooManyRequestsException"
        ],
        "IntervalSeconds": 2,
        "MaxAttempts": 6,
        "BackoffRate": 2
    }]
}

Validation of proper resilience lambda errors handling

It is often a challenge to enforce consistent transient error handling across all state machines of a large application. To help with that, cdk-stepfuctions-patterns provides a CDK aspect to verify that all Lambda invocations correctly handle transient errors from AWS Lambda service.

Use ResilienceLambdaChecker aspect as shown below.

Example

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
import aws_cdk.core as cdk
from cdk_stepfunctions_patterns import ResilienceLambdaChecker

app = cdk.App()
# ...

# validate compliance rules
app.node.apply_aspect(ResilienceLambdaChecker())

If there are some states in your application that do not retry transient errors or miss some recommended error codes, there will be warning during CDK synthesize stage:

PS C:\Dev\GitHub\cdk-stepfunctions-patterns> cdk synth --strict
[Warning at /StepFunctionsPatterns/A] No retry for AWS Lambda transient errors defined - consider using ResilientLambdaTask construct.
[Warning at /StepFunctionsPatterns/B] Missing retry for transient errors: Lambda.AWSLambdaException,Lambda.SdkClientException.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cdk-stepfunctions-patterns-0.1.5.tar.gz (6.9 MB view details)

Uploaded Source

Built Distribution

File details

Details for the file cdk-stepfunctions-patterns-0.1.5.tar.gz.

File metadata

  • Download URL: cdk-stepfunctions-patterns-0.1.5.tar.gz
  • Upload date:
  • Size: 6.9 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.7.8

File hashes

Hashes for cdk-stepfunctions-patterns-0.1.5.tar.gz
Algorithm Hash digest
SHA256 35fe1c6345d9b3f415134b17f6b4e50443bf9e89c2293e8c37ca2277fc995f32
MD5 1637c5562752f37248552cfbd2e45a3e
BLAKE2b-256 c80908c128e17826161fef1710de633f0964184c58ab7aad779cdd5a5fe533b7

See more details on using hashes here.

File details

Details for the file cdk_stepfunctions_patterns-0.1.5-py3-none-any.whl.

File metadata

  • Download URL: cdk_stepfunctions_patterns-0.1.5-py3-none-any.whl
  • Upload date:
  • Size: 6.9 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.7.8

File hashes

Hashes for cdk_stepfunctions_patterns-0.1.5-py3-none-any.whl
Algorithm Hash digest
SHA256 97631efc5072ec16ea308387e4b846693acaf6dbc358025cdb3075d0af6a17af
MD5 d359f6db3d4d4af5f8882fcbedc85714
BLAKE2b-256 0809fcc74ebcd96bd37065100d5b45f71504ee9fb296174117224e4fdb758a18

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page