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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. dbt Model Snippet:SQL

A) Your sources.yml file is not configured correctly-
B) Your dbt_projectyml file has a model-level schema override.
C) There's a custom macro in use that dynamically changes schemas.
D) The stg_orders model uses a schema config in its own model SQL

2. You must exclude a specific model from being included in the generated documentation entirely. How would you achieve this?

A) Add a dæs: {enabled: false} entry to the model's YAML configuration.
B) Use the enabled flag in your dbt_projectyml file to control model inclusion.
C) Remove all descriptions and tags associated with the model.
D) Its not possible to exclude individual models; you can only exclude entire folders.

3. You need a way to document relationships between raw source tables, dbt models, and downstream Bl dashboards. What type of tool would be best suited for this task?

A) dbt's built-in documentation (dbt docs)
B) A data profiling tool
C) A version control system
D) A data catalog

4. (Multiple Select)

A) Utilize window functions to efficiently compute the difference without self-joins.
B) Pre-calculate frequently used periods (e.g., current month, previous month) and store them as intermediate CTEs.
C) Ensure relevant columns in underlying tables have appropriate indexes.
D) Introduce redundant columns in source tables to store pre-calculated percentage changes.

5. A model depends heavily on geospatial calculations, which are computationally expensive. What optimization strategy might be worth exploring?

A) Investigate whether the database offers specialized geospatial indexes or functions.
B) Ensure the underlying data adheres to DRY principles.
C) Convert the model to a snapshot to leverage historical data more effectively.
D) Pre-calculate common geospatial results as an incremental model.

Solutions: