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AWS DVA-C02 Drill: Step Functions API Integration - Cost-Effective Endpoint Referencing

Jeff Taakey
Author
Jeff Taakey
21+ Year Enterprise Architect | AWS SAA/SAP & Multi-Cloud Expert.

Jeff’s Note
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Unlike generic exam dumps, ADH analyzes this scenario through the lens of a Real-World Lead Developer.

For DVA-C02 candidates, the confusion often lies in how to dynamically inject API Gateway endpoints into Step Functions workflows while minimizing operational complexity and costs.

In production, this is about knowing exactly which CloudFormation property supports parameter substitution for state machine definitions without needing costly external dependencies like Secrets Manager or AppConfig. Let’s drill down.

The Certification Drill (Simulated Question)
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Scenario
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Acme Innovations is developing a serverless order processing workflow. They use AWS CloudFormation to deploy both an Amazon API Gateway API that handles incoming client requests and an AWS Step Functions state machine to orchestrate the backend order fulfillment process. Once deployed, the Step Functions workflow must invoke the API Gateway API using its endpoint URL. The engineering team wants a solution to reference the API Gateway endpoint inside the Step Functions state machine that is straightforward, low maintenance, and most cost-effective.

The Requirement:
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Select the best CloudFormation-based method that enables the Step Functions workflow to reference the API Gateway API endpoint after deployment, minimizing cost and complexity.

The Options
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  • A) Configure the CloudFormation template to reference the API endpoint in the DefinitionSubstitutions property for the AWS::StepFunctions::StateMachine resource.
  • B) Configure the CloudFormation template to store the API endpoint in an environment variable for the AWS::StepFunctions::StateMachine resource. Configure the state machine to reference the environment variable.
  • C) Configure the CloudFormation template to store the API endpoint in a standard AWS::SecretsManager::Secret resource. Configure the state machine to reference the secret.
  • D) Configure the CloudFormation template to store the API endpoint in a standard AWS::AppConfig::ConfigurationProfile resource. Configure the state machine to reference the configuration.

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Correct Answer
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A

Quick Insight: The Developer Imperative
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  • For Developers: Using DefinitionSubstitutions in the CloudFormation template lets you directly substitute the dynamically generated API Gateway endpoint into the Step Functions state machine definition at deployment time — avoiding the need for extra resources, like Secrets Manager or AppConfig, that add cost and complexity.
  • The environment variable option is not supported for Step Functions the way it is for Lambda.
  • Secrets Manager and AppConfig introduce unnecessary overhead and costs for a simple reference value.

Content Locked: The Expert Analysis
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You’ve identified the answer. But do you know the implementation details that separate a Junior from a Senior?


The Expert’s Analysis
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Correct Answer
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Option A

The Winning Logic
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The DefinitionSubstitutions property of the AWS::StepFunctions::StateMachine CloudFormation resource allows developers to define placeholders in the state machine’s JSON or YAML definition that CloudFormation replaces at deploy time with specific values — in this case, the API Gateway endpoint URL. This approach provides a seamless, native way to inject dynamic values without additional AWS services.

  • It is cost-effective because it does not deploy extra resources.
  • It avoids runtime complexity by baking the endpoint directly into the state machine definition.
  • It leverages CloudFormation native features that are designed exactly for this use case.

The Trap (Distractor Analysis):
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  • Option B: Step Functions do not support environment variables natively like Lambda functions do. Attempting to inject API endpoints here via environment variables will fail or add unsupported complexity.

  • Option C: Using Secrets Manager to store the API endpoint is overkill and incurs additional cost and permission management. Secrets Manager is best reserved for sensitive credentials, not public API URLs.

  • Option D: AWS AppConfig is intended for application configuration feature flags and complex configuration management — introducing unnecessary complexity and cost for a simple static value like an endpoint.


The Technical Blueprint
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B) For Developer (Code/CLI Snippet):
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Example snippet showing how to use DefinitionSubstitutions in CloudFormation to inject the API Gateway URL into the Step Functions definition:

Resources:
  ApiGatewayRestApi:
    Type: AWS::ApiGateway::RestApi
    Properties:
      Name: OrderProcessingAPI

  StateMachine:
    Type: AWS::StepFunctions::StateMachine
    Properties:
      RoleArn: !GetAtt StateMachineExecutionRole.Arn
      DefinitionString:
        Fn::Sub: |
          {
            "StartAt": "InvokeAPI",
            "States": {
              "InvokeAPI": {
                "Type": "Task",
                "Resource": "arn:aws:states:::apigateway:invoke",
                "Parameters": {
                  "ApiEndpoint": "${ApiEndpoint}",
                  "Method": "POST",
                  "Stage": "prod",
                  "Path": "/orders"
                },
                "End": true
              }
            }
          }
      DefinitionSubstitutions:
        ApiEndpoint: !Sub "https://${ApiGatewayRestApi}.execute-api.${AWS::Region}.amazonaws.com"

This defines ${ApiEndpoint} as the API Gateway invoke URL, which is injected into the state machine’s JSON at deploy time.


The Comparative Analysis (Mandatory for Associate)
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Option API Complexity Performance Use Case
A Low High Best for injecting dynamic API endpoints directly during deployment with no runtime cost
B Medium (Unsupported) Medium Not supported for Step Functions, meant for Lambda environment variables
C High Medium Intended for sensitive info, expensive and unnecessary for endpoints
D High Medium Used for complex app config, overkill for static endpoint URL

Real-World Application (Practitioner Insight)
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Exam Rule
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“For the exam, always pick DefinitionSubstitutions when you see dynamic Step Functions input referencing API Gateway endpoints within CloudFormation.”

Real World
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“In production, you might pass parameters or use Lambda as a proxy for added flexibility—but for certification tests and cost-effective infrastructure, DefinitionSubstitutions is the cleanest approach.”


(CTA) Stop Guessing, Start Mastering
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Disclaimer

This is a study note based on simulated scenarios for the DVA-C02 exam.

The DevPro Network: Mission and Founder

A 21-Year Tech Leadership Journey

Jeff Taakey has driven complex systems for over two decades, serving in pivotal roles as an Architect, Technical Director, and startup Co-founder/CTO.

He holds both an MBA degree and a Computer Science Master's degree from an English-speaking university in Hong Kong. His expertise is further backed by multiple international certifications including TOGAF, PMP, ITIL, and AWS SAA.

His experience spans diverse sectors and includes leading large, multidisciplinary teams (up to 86 people). He has also served as a Development Team Lead while cooperating with global teams spanning North America, Europe, and Asia-Pacific. He has spearheaded the design of an industry cloud platform. This work was often conducted within global Fortune 500 environments like IBM, Citi and Panasonic.

Following a recent Master’s degree from an English-speaking university in Hong Kong, he launched this platform to share advanced, practical technical knowledge with the global developer community.


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