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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You write a macro to dynamically create a filter string and apply it within a model as follows:SQL

A) The generate_filter macro should be placed within a separate macros directory, not inline in the model.
B) You cannot dynamically apply filters using Jinja; they must be hardcoded in your model's SQL.
C) The macro templating incorrectly nests single and double quotes.
D) The database doesn't support comparison of the data type of the region column with a string value.

2. (Multiple Select)

A) Tables are well-suited for datasets that undergo frequent, wholesale changes.
B) Tables persist their results on disk, consuming storage resources.
C) Tables generally offer the fastest query performance for pre-computed models.
D) Tables, by default, are rebuilt completely with each dbt run.

3. (Multiple Select)

A) You made a typo when defining the column name in your model.
B) Your dbt tests are invalid.
C) An upstream source table schema was updated without updating the dbt model.
D) A ref function referencing another model is incorrect.

4. "Isn't debugging harder with many smaller models in a DAG?" How would you address this concern expressed by a colleague?

A) "Our DAG will be simple, so debugging model dependencies won't be a concern."
B) "Smaller models are easier to test individually, leading to faster issue identification."
C) "We'll rely extensively on snapshots to trace errors back to their origin."
D) "Debugging is slightly harder, but the benefits outweigh the added effort."

5. A team member proposes directly joining multiple raw source tables into a single large model for convenience.
Which of the following is a potential long-term consequence of this approach?

A) Your DAG might inadvertently develop circular dependencies.
B) Incremental materialization strategies would no longer be applicable.
C) The dbt test command might run slower due to the complex join logic.
D) Maintenance complexity increases as business logic or source tables change.

Solutions: