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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You need to run a custom Python script after your dbt models execute. Where and how can you configure this in your dbt_project.yml file?

A) Utilize the on-run-end hook configuration.
B) Create an 'integration test' and use the PythonFunction class-
C) Include the script as a 'seed' file with a specific execution order
D) Define it as a 'snapshot' to ensure it runs after all models.

2. You've implemented the built-in dbt.get_column_values macro to display sample data values from a source column directly on the DAG. However, you notice performance issues when loading the docs. Which optimization strategy could you consider?

A) Replace dbt_get_column_values with a custom macro that only fetches the first few sample values.
B) Utilize a dbt snapshot to materialize the macro results instead of computing them on the fly.
C) Modify the macro to only retrieve sample values during development and not for production documentation.
D) Increase the compute resources allocated to your dbt documentation generation process.

3. You want to configure dbt to prevent tests from running if one or more of their parent models is unselected.
Which test command should you execute?
Choose 1 option.

A) dbt test --select "orders"
B) dbt test --select "orders" --indirect-selection=buildable
C) dbt test --select "orders" --indirect-selection=empty
D) dbt test --select "orders" --indirect-selection=cautious

4. You're setting up a development environment in a cloud data warehouse with usage-based billing. How might you approach cost management in this context?

A) Implement automated scripts to shut down the development environment during non-working hours.
B) Set up usage alerts in your data warehouse that notify the team if costs exceed certain thresholds.
C) Use dbt seeds to load smaller datasets for testing, reducing overall data processing costs.
D) Create a separate profiles.yml specifically for the development environment that utilizes smaller data warehouse resource classes.

5. Your dbt_project.yml contains the following: YAML

A) Compilation Error: Using "+" to indicate nested configuration is incorrect in -yml files.
B) No error: This is a valid configuration-
C) Runtime Error: Incorrectly specifying materialization within a nested YAML structure-
D) Compilation Error: Invalid indentation causing a YAML parsing issue.

Solutions: