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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You've added a new exposure to your project, but it doesn't appear in dbt docs. Here's part of your dbt_project.yml:YAML

A) The maturity property is missing within your exposure's configuration.
B) Exposures of type 'notebook' are not automatically detected by dbt docs generate.
C) You haven't run dbt docs serve after making changes to your project file.
D) The owner property is not correctly formatted as an email address.

2. You've created a complex lineage macro, and you want to include unit tests for the macro logic itself. How might you approach this?

A) Write a Jinja script that programmatically tests various input/output scenarios of your macro.
B) Utilize dbt's built-in macro testing framework.
C) Include test cases for the macro within your model-level schema.yml files.
D) Currently, there is no standard way to directly unit test macros within a dbt project

3. You've just added some schema tests to a critical model. Which command should you execute to ensure these new tests are run?

A) dbt compile
B) dbt seed
C) dbt test
D) dbt run

4. You're tasked with adding functionality to your dbt project for:

A) Handling slowly changing dimensions.
B) Auditing data quality with comprehensive anomaly detection tests.
C) Calculating complex financial metrics specific to your industry

5. (Multiple Select)

A) Increase the query_comment timeout setting in your dbt_project. yml
B) Use CTEs or views in the source definition to pre-filter columns or apply initial transformations.
C) Introduce a source snapshot to create a point-in-time copy of the data.
D) Apply an incremental materialization strategy to subsequent models if appropriate.

Solutions: