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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

A) The source data is sensitive and requires role-based access control.
B) You need to apply custom column-level transformations to a raw source.
C) The source has multiple tables with related schemas requiring standardization.
D) You want to test different loading strategies for a large source table.

2. Type Mismatch

A) Modify the source table directly in the database to adjust the data type, ensuring backward compatibility.
B) Introduce a staging model specifically to perform the type conversion, creating a clean separation.
C) Handle the type conversion with a custom macro and apply it selectively within your dbt project.
D) Use a CAST operation within the affected model's SQL, leaving the underlying source unchanged.

3. You're considering adding workflow orchestration to manage dependencies between your dbt project, data loading tasks, and the triggering of downstream Bl updates. Which of the following types of tools would be most suitable for this?

A) Data lineage tools
B) General-purpose workflow orchestration tools (e.g., Airflow, Prefect)
C) CI/CD platforms
D) Data quality monitoring tools

4. (Multiple Select)

A) model-paths
B) database
C) materialized: view
D) test-paths

5. You're using the dbt-utils.get_column_values macro to list out the unique values from a specific source column in the documentation. However, the generated docs don't display any results. Which of the following reasons are most likely?

A) The macro itself might have a bug or an issue with how it's being used
B) There is a limit on how many unique values the macro can display within the documentation.

Solutions: