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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. A dbt deployment pipeline fails on the production environment, yet everything works as intended in development and staging. Which areas would you investigate when troubleshooting?

A) Check if all required permissions are granted to the dbt user on the production database.
B) Verify the credentials and connection details between production and other environments in your profiles-yml.
C) Ensure consistency of dependency versions across different environments-
D) Consider schema differences, if any between the production data warehouse and other environments.

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

3. You want to compare the current version of a file in your working directory to the most recently committed version. Which Git command would be most helpful?

A) git diff
B) git log
C) git status
D) git show

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) Upstream data has quality issues with null values or unexpected joins.
C) Your model has accidental WHERE conditions that are too restrictive.
D) An incorrect materialization setting on the model.

5. You're working with a dbt project in both development and production environments.
Which configuration technique is best suited to handle differences in database connection details between these environments?

A) Use the target flag when running dbt commands.
B) Define multiple profile sections within the dbt_project.yml
C) Utilize environment variables in conjunction with the profiles.yml file.
D) Create separate branches for each environment and maintain different dbt_project.yml files in each branch.

Solutions: