AWS Certified Data Engineer Associate DEA-C01 Practice Question

An ecommerce company uses an Amazon Redshift RA3 cluster. A BI query joins two 200-GB Redshift tables with an Aurora PostgreSQL orders table through a federated query. Grafana runs the query every minute, causing 10-second latency and high Aurora CPU. Data may be 5 minutes old, and the team wants the lowest ongoing cost. What should the data engineer do?

  • Replace the query with a standard Redshift view and rely on the query result cache for most dashboard requests.

  • Unload the two Redshift tables to Amazon S3, create external tables, and use Redshift Spectrum to join them with the federated orders table.

  • Create a materialized view that joins the Redshift and federated tables, and schedule REFRESH MATERIALIZED VIEW every 5 minutes with Amazon EventBridge. Point the dashboard to the materialized view.

  • Use AWS DMS and COPY to load the orders table into Redshift every 5 minutes, then keep the dashboard query unchanged.

AWS Certified Data Engineer Associate DEA-C01
Data Store Management
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