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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. Logic Error

A) Deploy the modified model to a development or staging environment.
B) Adjust the model's SQL query and re-run it to observe the changes in output.
C) Write new unit tests that specifically target the faulty calculation logic with various input scenarios.
D) Create a separate branch specifically for addressing this issue.

2. 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) Modify the model to output a CSV file and schedule a task to email the file as an attachment
B) Within the model's SQLi write logic to insert the output data into a dedicated reporting table-
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-

3. Your team follows a convention where commit messages include a relevant issue tracker reference (e.g., JIRA- 123). You've been working on multiple features and fixes. Which of the following best promotes clean commits?

A) Include all relevant issue references in a single commit message when you're ready to create a pull request.
B) Don't worry about commit messages, as the pull request title and description are more important.
C) Commit all your changes at once with a generic message like "Project updates."
D) Break down your changes into smaller, atomic commits, each referencing the issue it addresses.

4. Which of the following scenarios would likely require you to use the -no-compile flag with the dbt docs generate command?

A) Updating existing column descriptions to reflect recent upstream changes.
B) Running the documentation generation process in a production setting where compilation could introduce risks.
C) You've made syntax errors in your model definitions and want to prevent documentation errors due to compilation failures.
D) Adding a new model and its corresponding description in your project.

5. You want to standardize descriptions across a large number of models that share the same underlying source schemas. Which approach might be the most efficient?

A) Focus on using a version control system and enforce descriptions directly within the source system.
B) Write a Jinja macro that dynamically generates descriptions based on metadata.
C) Create a CSV lookup file and maintain custom source descriptions within the file.
D) Manually copy and paste the descriptions into each model's YAML file.

Solutions: