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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

A) Indenting freshness incorrectly under the customers table.
B) Misspelling "orders" as "orderes".
C) The error_after freshness check syntax.
D) Using an 's' at the end of tables.


2. You've implemented a macro to standardize descriptions across a set of models. After updating the macro and regenerating docs, the changes don't seem to be reflected. What could be the cause?

A) Your macro implementation has a subtle logic error.
B) The documentation generator is caching the old version of the macro.
C) The macro might only be applied to specific model types.
D) Changes to macros sometimes require a full re-compilation of all models for the updates to take effect in the documentation.


3. Select the dbt materialization that typically DOES NOT persist its results to disk:

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


4. Performance Bottleneck

A) Implement database-level indexes on columns involved in the joins, if appropriate.
B) Add -full-refresh to dbt run on the model to ensure downstream models don't cause errors.
C) Introduce CTEs to pre-calculate aggregated data or common subexpressions, especially if reused repeatedly.
D) Run EXPLAIN or equivalent on the compiled query to pinpoint the most expensive operations.


5. 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) Its not possible to exclude individual models; you can only exclude entire folders.
D) Remove all descriptions and tags associated with the model.


Solutions:

Question # 1
Answer: A,B
Question # 2
Answer: A,B,D
Question # 3
Answer: D
Question # 4
Answer: C,D
Question # 5
Answer: B

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