Free Practice Amazon Data-Engineer-Associate Exam Questions 2025

Your company's Cloud Data Engineering team is using Amazon Kinesis Data Streams to process real-time streaming data from IoT devices. The stream is configured with 4 shards. Lately, the team observes that during peak operational hours, there are intermittent delays in data processing and some records appear to be dropped. The team is using a custom Kinesis consumer application for data processing.

What initial step should the team take to begin troubleshooting these performance issues?

A Data Engineering Consultant is working on optimizing the CI/CD pipeline for a data processing application on AWS. The application's CI/CD pipeline utilizes AWS CodeBuild for its build and test processes. One of the requirements is to reduce build times and resource consumption. The application has conditional build scenarios, where certain builds require more compute resources than others based on the complexity and size of the data being processed.

Which feature of AWS CodeBuild should the consultant configure to optimize the build process while considering varying resource needs for different builds?

A data engineer wants to orchestrate a set of extract, transform, and load (ETL) jobs that run on AWS. TheETL jobs contain tasks that must run Apache Spark jobs on Amazon EMR, make API calls to Salesforce, andload data into Amazon Redshift.The ETL jobs need to handle failures and retries automatically. The data engineer needs to use Python toorchestrate the jobs.Which service will meet these requirements?

A company needs to load customer data that comes from a third party into an Amazon Redshift datawarehouse. The company stores order data and product data in the same data warehouse. The company wantsto use the combined dataset to identify potential new customers.A data engineer notices that one of the fields in the source data includes values that are in JSON format.How should the data engineer load the JSON data into the data warehouse with the LEAST effort?

A financial services company is in need of an enhanced storage solution for their transactional relational database system. The solution must ensure high durability, strong consistency, and enhanced read performance for real-time analytics. Additionally, the company needs to maintain high availability and disaster recovery capabilities. Cost management is also a priority, but not at the expense of these performance characteristics. The company's current infrastructure does not require multiple geographical regions.

Which combination of AWS storage services and features should the consultant recommend to meet these requirements? (Select TWO)