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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. Business requirements call for a report ranking products based on year-over-year (YoY) revenue growth. Historical data must be preserved. What's a potential issue in implementing this directly in a dbt model?

A) Incremental materializations aren't suitable for trend analysis.
B) Data warehouses might not be optimized for period-over-period comparisons.
C) ref() functions can hinder performance when working with historical data.
D) Views cannot perform complex date manipulation required for YoY calculations.

2. (Multiple Select)

A) Your production database has stricter data type constraints than development.
B) Environment variables used for sensitive credentials are not set correctly in production.
C) Your development profile in dbt_projectyml has incorrect connection details.
D) You have accidentally granted write permissions to the production data source during testing.

3. While reviewing a dbt project, you notice a pattern where ref() calls are chained together:
Model A references Model B, which in turn references Model C.
What's a potential downside of this pattern?

A) Test results might become less reliable.
B) Decreased performance due to unnecessary materializations.
C) Version control conflicts become more likely.
D) Model dependencies become harder to track and understand.

4. You've added new tests but notice they aren't failing even though you've intentionally introduced errors. What's a LIKELY cause?

A) Your dbt project has multiple targets configured.
B) You haven't compiled your project since writing the new tests.
C) The tests are defined in seeds.csv files.
D) Your tests have incorrect severity thresholds.

5. While explaining dbt concepts to a colleague, they ask, "Don't macros just add an extra layer of complexity?" How would you address their concern?

A) "Macros are primarily needed for legacy projects; new projects should avoid them."
B) "Macros don't introduce additional complexity but are mainly used for performance tuning."
C) "Yes, they do, but their maintainability benefits outweigh the initial complexity."
D) "Macros simplify debugging because they break down your dbt model logic."

Solutions: