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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You discover a vulnerability in a third-party lineage-enhancing dbt package you use. Where might you first look for information and potential fixes?

A) Centralized dbt documentation or a discussion forum.
B) The GitHub repository or documentation of the dbt package.
C) Directly in the manifest.json or packages.yml files within your project
D) Only the authors of the dbt package would be able to address the vulnerability.

2. You need to update a core configuration setting that impacts many models in your project. To mitigate risk, you want to deploy and test these changes in a pre-production staging environment before rolling them out widely. How would you organize your work?

A) Write complex environment-aware macros to switch behavior dynamically, reducing code duplicatiom
B) Manually duplicate and modify the models in a dedicated staging schema, deploying with a separate dbt job.
C) Use dbts --target flag to selectively execute models in staging and production environments.
D) Create a feature branch, make changes, then test in staging by switching your profile.

3. 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) Write a Jinja script that programmatically tests various input/output scenarios of your macro.
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

4. You're implementing singular tests (accepted values). After providing a list of valid values, you notice some strange behavior: the test is passing even with records that contain unexpected dat a. What's the most likely issue?

A) The model's data type isn't compatible with the accepted_values test.
B) Your test case is accidentally permitting null values, which bypass the check.
C) The accepted_values test configuration has the wrong column specified.
D) A downstream process is overwriting the results after the model is built.

5. You're integrating a new API-based data source. Select the most suitable way to incorporate this into your dbt project.

A) Write a dbt macro to encapsulate the API interaction logic.
B) Utilize a dbt package tailored for the specific API, if available.
C) Create a seed file to load the data directly into a table.
D) Create a source with a loaded_at_field and write custom logic to snapshot API data.

Solutions: