AWS Certified Data Engineer Associate DEA-C01 Practice Question
A company needs a serverless orchestration solution for a daily pipeline that performs three steps: run an AWS Glue ETL job, submit an Amazon Redshift Data API SQL statement to load the results, and send a final Amazon SNS notification. The solution must provide built-in retry logic, parallel branch support, and detailed execution logging without managing infrastructure. Which AWS service should the data engineering team use to automate this pipeline end-to-end?
Create a workflow in AWS Step Functions that invokes the Glue job, uses the Redshift Data API integration, and finishes with an SNS Publish state.
Deploy a DAG on Amazon Managed Workflows for Apache Airflow to call the Glue job, execute the Redshift load, and issue the SNS notification.
Use an Amazon EventBridge rule to trigger the Glue job, followed by a chained Lambda function that runs the Redshift COPY command and publishes to SNS.
Build the pipeline as an AWS Glue Workflow that links the ETL job to a crawler and a custom Redshift step, then sends an SNS message.
AWS Step Functions is a fully managed, serverless workflow service that natively integrates with more than 200 AWS SDK operations, including invoking AWS Glue jobs and calling the Amazon Redshift Data API. The service offers declarative retry policies, parallel branches, and CloudWatch execution logs without requiring cluster or environment management.
Amazon EventBridge rules can trigger multiple targets but cannot coordinate multi-step workflows with branching and retries. AWS Glue Workflows focus on coordinating Glue resources and cannot directly call Redshift without custom code. Amazon Managed Workflows for Apache Airflow provides comparable capabilities but introduces infrastructure to size, patch, and scale, contradicting the requirement to avoid management overhead.
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What is AWS Step Functions?
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Why is AWS Step Functions preferred over EventBridge for complex workflows?
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What does 'serverless orchestration' mean in the context of this solution?
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What is AWS Step Functions and why is it ideal for this solution?
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How does AWS Step Functions integrate with AWS Glue and Redshift?
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Why is Amazon EventBridge not suitable for this requirement?
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AWS Certified Data Engineer Associate DEA-C01
Data Operations and Support
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