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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

A) dbt will issue a warning but continue processing.
B) The staging model run will fail.
C) Downstream models relying on the staging model will continue to function.
D) The dbt run will succeed, but the staging model will have null values due to the missing data.

2. You need to grant readonly access to the results of your dbt project to stakeholders outside your team. Considering security, which approach would be the MOST suitable?

A) Regularly run dbt seed to export CSV files, which are then shared with stakeholders.
B) Have stakeholders directly query the dbt models, providing access to the production data warehouse.
C) Embed dbt model results within a Bl dashboard and manage access through the Bl tool.
D) Create a designated reporting schema and set up views that map to the dbt model outputs

3. You discover that dbt models create objects with the default database user's permissions. However, a policy mandates that analytics objects must be owned by a dedicated, less privileged account. How could you adapt your dbt workflow?

A) Write dbt macros that contain permission management logic as part of the model deployment.
B) Implement pre-hooks or post-hooks to execute ALTER OWNER statements after model creation.
C) Modify your dbt profile to use the less privileged account's credentials during job execution.
D) Configure the target database to automatically assign desired ownership to new objects in the schema

4. (Multiple Select)

A) You have a very simple filter that is applied to just a small subset of models.
B) Your data warehouse has a non-standard SQL function used in various reporting dashboards.
C) You need to perform data type conversions for a specific set of columns.
D) You detect a frequently-used, non-trivial SQL transformation pattern across multiple models.

5. You frequently need to spin up short-lived development environments on demand for testing and experimentation. Which dbt feature would streamline this process, especially when it involves custom configuration?

A) dbt's -vars flag to override variable values.
B) Creating multiple deployment environments in dbt Cloud.
C) Using dbt tags to selectively execute parts of your project.
D) dbt profiles defined in your dbt_project.yml file.

Solutions: