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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. You're considering adding workflow orchestration to manage dependencies between your dbt project, data loading tasks, and the triggering of downstream Bl updates. Which of the following types of tools would be most suitable for this?
A) General-purpose workflow orchestration tools (e.g., Airflow, Prefect)
B) Data lineage tools
C) CI/CD platforms
D) Data quality monitoring tools
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. You need to create a model that combines data from a large fact table with smaller dimension tables. Performance is paramount, and the data in the fact table updates incrementally but frequently. Which materialization strategy is likely to provide the optimal balance of efficiency and freshness?
A) Materialize all tables (fact and dimensions) as views.
B) Materialize the fact table as an incremental model and the dimension tables as views.
C) Materialize all tables (fact and dimensions) as tables.
D) Materialize the fact table as a table and the dimension tables as incremental models.
4. In what situations might it be acceptable to use raw data directly for reporting or analytics purposes?
A) In environments where strict data governance and transformation processes are in place.
B) When performance is a top priority, and the overhead of additional data transformations is undesirable.
C) When dealing with simple analyses, and there's high confidence in the quality of the raw data source.
D) Generally, using raw data directly for reporting should be avoided due to potential quality and consistency issues.
5. you're working with a dbt project where a central model fct_orders is refactored. Several downstream models rely on this fact table. Which of the following is the MOST efficient way to determine which downstream models might be affected by this change?
A) Run dbt test to see which tests might fail.
B) Manually review the code of all downstream models.
C) Use the dbt Is command to generate a lineage graph.
D) Execute dbt run and observe for errors.
E) Utilize the dbt docs generate and dbt docs serve commands.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B,C,D | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: E |
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