AWS Certified Data Engineer Associate DEA-C01 Practice Question
A data analyst ingests daily CSV files into Amazon QuickSight by using an Athena data source. Some rows arrive with a null value in the customer_email column. Management requires that visualizations and calculated metrics in QuickSight never include rows that have a missing customer_email, but the underlying Athena table must remain unchanged. Which approach satisfies the requirement while ensuring that future ingestions are automatically cleaned?
Create an Athena view that filters out null customer_email values and point the QuickSight dataset to the view.
Add a filter in the QuickSight dataset editor that excludes rows where customer_email is null, then re-ingest the dataset.
Create a calculated field that replaces null customer_email values with the string Unknown and use that field in all visuals.
Define a filter inside each QuickSight analysis to hide rows with blank customer_email values.
Applying a row-level filter in the QuickSight dataset editor removes any row whose customer_email field is null before the data is imported into SPICE or sent to analyses. The filter is stored with the dataset, so every scheduled refresh or on-demand ingestion automatically excludes future rows with missing email values. Filters applied only in an analysis do not clean the data for other analyses, and replacing nulls keeps the bad rows. Creating a separate Athena view or Lambda job changes the data source rather than cleaning inside QuickSight, which the requirement forbids.
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AWS Certified Data Engineer Associate DEA-C01
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