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dbt Labs dbt Analytics Engineering Certification Sample Questions:

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

2. You're debugging a runtime error. Analyzing the compiled SQL alone doesn't provide enough clues to find the root cause. What's your next debugging step?

A) Examine the dbt logs for more context about the model's execution and dependencies.
B) Compare compiled SQL from a previous successful run to the current failing version-
C) Modify the compiled SQL directly and re-run the query against your warehouse.
D) Disable custom macros to see if one of them is interfering-

3. A new stakeholder needs to receive an email report generated from the results of a specific dbt model. Unfortunately, your Bl tool doesn't directly integrate with dbt. How could you address this?

A) Within the model's SQLi write logic to insert the output data into a dedicated reporting table-
B) Modify the model to output a CSV file and schedule a task to email the file as an attachment
C) Write a post-hook that queries the model, formats the results, and sends the email.
D) Develop a separate script, triggered after the dbt job, to handle report generation and emailing-

4. You want to implement a macro that displays a warning icon next to models in the DAG that haven't been tested. Which of the following would be necessary to make this work?

A) All of the above.
B) A custom CSS class for the warning icon and a way to apply it dynamically using the macro.
C) Configuration in your dbt_projectyml file to associate models with the relevant tests.
D) The ability for the macro to query the results of test executions from the dbt run-

5. You need to override a source description at the model level. How would you achieve this most effectively?

A) Utilize a Jinja macro to dynamically construct the description based on specific conditions.
B) Use the meta configuration in your model file to provide an alternative description.
C) You cannot override a source description directly in the model.
D) Create a separate column in the source with a model-specific description.

Solutions: