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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You've defined a unique test on a key column within a model. When running dbt test, you encounter a surprising failure. Which of the following might be the cause?

A) An incorrect join in your model is inadvertently creating duplicate rows.
B) There are truly duplicate values in the column.
C) Upstream data was updated unexpectedly, leading to previously non-existent duplicates.
D) The unique test is too strict and doesn't align with the business definition of uniqueness.

2. (Multiple Select)

A) Validating changes during development before deploying a new dbt model version.
B) Testing performance under a simulated heavy load.
C) Catching subtle errors or discrepancies that may not cause immediate functional issues.
D) Ensuring data synchronization after a migration.

3. (Multiple Select)

A) Using clear and consistent naming conventions across models and macros.
B) Encapsulating complex logic in well-named macros with descriptive comments.
C) Minimizing explicit model dependencies to create loosely coupled components.
D) Preferring long, monolithic SQL files with minimal CTEs.

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

5. A colleague expresses confusion about how dbt uses the dbt_project.yml file. Which of the following is the MOST accurate high-level explanation?

A) The dbt_project. yml file serves as a temporary cache for in-development models.
B) The dbt_project.yml file is primarily used for version control and collaboration in dbt projects
C) The dbt_projectyml file acts as a blueprint for how dbt should generate your data models, tests, and documentation.
D) The dbt_project yml file contains the actual SQL code that defines your data transformations.

Solutions: