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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You define several sources. However, some are frequently updated, while others rarely change. How can you optimize your dbt run command to account for this difference?

A) Include the -exclude flag along with less-frequently updated source names.
B) Employ the defer option if downstream models permit and ensure freshness checks are adjusted.
C) Set up dbt schedules within your dbt_project.yml with different intervals for each group.
D) Group sources based on update frequency and create separate dbt run commands for each group.

2. (Multiple Select)

A) Enable version control on your dbt_project.yml file and related configuration.
B) Leverage your data warehouse's built-in auditing or change tracking features, if available.
C) Integrate a specialized data lineage tool that tracks dependencies down to the database level..
D) Configure dbt to log all executed SQL statements with sufficient metadata for auditing.

3. You encounter the following error when running dbt compile:Runtime Error in model customer _ churn (models/transformations/customer_churn.sql)

A) There's a typo in how you're referencing the fct_orders object in your SQL.
B) The fct_orders source is not configured correctly in your dbt_project.yml file.
C) You need to add a schema test to validate the existence of the fct orders table.
D) The fct_orders model depends on other models that haven't compiled successfully.

4. You've updated a model's description in a YAML file to reflect a new business requirement. You've also added additional context to the column descriptions. After regenerating the documentation, you notice the model description has updated, but the column descriptions have not. What could be the most likely reasons?

A) You are viewing an older cached version of the documentatiom
B) The model's YAML file has incorrect syntax preventing column descriptions from rendering.
C) You forgot to run dbt docs generate after modifying the YAML file.
D) The documentation was not configured correctly to display column descriptions.

5. Which two are true for a dbt retry command?
Choose 2 options.

A) It reuses selectors from the previous command.
B) It retries the previous command if it is not a syntax error in a model.
C) It reads a manifest.json file to identify the models and tests that failed in the last run.
D) It picks up from the error without running all of the upstream dependencies.
E) It reruns all nodes in your previous invocation statement.

Solutions: