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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. Security best practices dictate that data warehouse access should follow a "least privilege" principle. How would you implement this within dbt environments?

A) A combination of the above approaches.
B) Create separate data warehouse user accounts for development, staging, and production, each with minimal required permissions.
C) Restrict access to sensitive data in development and staging environments using encryption or masking techniques.
D) Leverage dbt's built-in grants mechanism to fine-tune object-level access within models.

2. You've identified the same complex date calculations repeated across multiple models. Which approach aligns with modularity and DRY (Don't Repeat Yourself) principles?

A) Introduce a new intermediate table to store the result of the date calculations.
B) Write a custom Python function and import it into your dbt project.
C) Create a macro, encapsulating the date calculations, and reference it in the affected models.
D) Continue copying the date calculation logic into each relevant model.

3. (Multiple Select)

A) Using credentials with appropriate permissions (likely read-only) to access production data sources.
B) Potentially running on a different data warehouse or with different database settings.
C) Scheduling models to run outside normal business hours to reduce resource contention.
D) Implementing more rigorous access controls and auditing procedures.

4. While setting up profiles.yml, a colleague suggests hardcoding database passwords directly. You propose alternative approaches for the sake of security. Which of the following are valid arguments in favor of your approach?

A) Credentials often need to be rotated, and hardcoding them would make updates cumbersome.
B) Hardcoded credentials can be accidentally committed to version control, posing a security risk.
C) Using environment variables or secrets managers improves maintainability and auditability of credentials.
D) All of the above.

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) Use the dbt Is command to generate a lineage graph.
B) Manually review the code of all downstream models.
C) Run dbt test to see which tests might fail.
D) Utilize the dbt docs generate and dbt docs serve commands.
E) Execute dbt run and observe for errors.

Solutions: