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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. "The compiled SQL looks correct, but I'm still getting wrong results in my model!" What might you suggest to a colleague having this issue?

A) All of the above.
B) Examine the source tables for data quality issues like duplicates or missing values.
C) Test the model in isolation using the dbt run -select flag to narrow down dependencies.
D) Review the logic in 'on-run-start' or 'on-run-end' hooks, as they could be modifying data-

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

3. Your stakeholders require robust data visualization and dashboarding capabilities beyond what dbt itself offers. Which of the following would be good pairings with dbt to address this need?

A) Modern Bl tools (like Tableau, Looker, Power Bl)
B) Data observability platforms
C) Spreadsheet software (like Excel or Google Sheets)
D) Version control systems (e.g., Git)

4. Your dbt project is part of a larger application where code for multiple components is merged into a shared main branch. Conflicts are becoming frequent. Which strategies could help mitigate merge conflicts?

A) Develop a communication process to notify teammates when changes are made to potentially shared models or sources.
B) All of the above.
C) Establish clear ownership and responsibilities for different areas of the dbt project.
D) Encourage frequent merging of smaller feature branches into the main branch.

5. After merging a large pull request, you notice a critical issue introduced in one of the commits. What actions might be necessary?

A) Use git revert to create a new commit that specifically undoes the problematic changes.
B) All of the above could be needed as part of the fix.
C) Identify the problematic commit using git log or git blame.
D) Use git cherry-pick to apply specific commits from the reverted change to another branch, effectively restoring the necessary parts.

Solutions: