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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You're tasked with creating a model for audit purposes. The data must be preserved exactly as it was at a specific point in time. Update frequency is low, and there's no need for additional transformations on the captured dat a. What materialization should you use?

A) View
B) Table
C) Incremental
D) Snapshot

2. You discover a downstream model, dim products, references an outdated raw dataset, raw_product_archive, intended for historical analysis and not active products. What's the most appropriate corrective action?

A) Add a schema test to dim_products to catch potential errors.
B) Delete the raw_product_archive source, so it can't be used accidentally.
C) Leave it as-is since it's not actively causing any errors currently.
D) Update the dim_products model to reference the active product dataset.

3. (Multiple Select)

A) Defining generic tests that apply to multiple data sources.
B) Loading configuration data for production environments that differs from development settings.
C) Populating a lookup table with country codes.
D) Inserting large volumes of historical transactional data for backfilling purposes.

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

5. A newly-hired analyst needs to update a downstream model that depends on a chain of intermediate models. To minimize the potential for disruption, how can modularity help them?

A) Snapshots ensure that historical data won't be impacted unintentionally.
B) With clear dependencies, they can pinpoint which upstream models to test.
C) By using macros, modifications are limited to a single location.
D) Incremental materializations will help verify that the changes are successful.

Solutions: