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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 built a macro to implement a common custom test pattern. When using this macro in multiple models, you realize the tests are running much slower than expected. What might be the cause?

A) The macro's SQL logic is inefficiently querying the model or other data.
B) This is expected behavior, and custom tests always incur a performance penalty.
C) Too many tests are being defined on individual models.
D) The macro is accidentally triggering downstream model rebuilds.

3. Your company wants to standardize pull request templates. Which information would be beneficial to include in such a template?

A) All of the above.
B) Checkboxes for confirming that tests have been run and documentation has been updated if necessary.
C) A section to link to relevant design documents or specifications.
D) Specific instructions for the reviewer, if certain aspects need special attention.

4. You're refactoring a complex SQL query into a dbt model. You notice that the model's output has significantly fewer rows than expected. Which of the following are potential causes?

A) There may be a LIMIT statement leftover from development.
B) Your model has accidental WHERE conditions that are too restrictive.
C) An incorrect materialization setting on the model.
D) Upstream data has quality issues with null values or unexpected joins.

5. You've been tasked with improving the discoverability of dbt models within your project. Which of the following changes would be the MOST effective in achieving this goal?

A) Adding a tags list to all models, even if the tags are somewhat generic.
B) Writing longer, more verbose descriptions for each column in your models.
C) Using custom macros to dynamically generate model descriptions based on metadata.
D) Ensuring models have clear and concise descriptions that accurately reflect their purpose.

Solutions: