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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. After configuring a dbt package, you notice its models depend on a source table absent from your warehouse. How do you typically address this?

A) Rewrite the package's model from scratch within your project to remove the dependency.
B) File an issue or submit a pull request to the package's repository.
C) Update your source definitions to include the required table.
D) Override the package model's SQL query to reference an existing table in your warehouse.

2. (Multiple Select)

A) Minimize the number of intermediate models, even if it means complex SQL within a few large models.
B) Introduce CTEs within models to create logical groupings of transformations.
C) Materialize all models as 'views' for maximum flexibility and to avoid potential storage bottlenecks.
D) Consider common reporting needs when designing downstream models.

3. dbt Model Snippet:SQL

A) The SUM(order_amount) aggregation logic.
B) The GROUP BY month clause leading to duplicate rows.
C) Incorrect Jinja usage within a macro used for templating.
D) The source() function retrieving data from the incorrect schema.

4. You're working in a dbt Cloud development environment. You make a change to a model definition that accidentally introduces an invalid column reference. What's the likely sequence of events when you trigger a dbt run?

A) The job will fail during compilation, and a clear error message will point to the invalid reference.
B) The job execution state will depend on the specific SQL dialect of your data warehouse.
C) The job will succeed but produce incorrect output due to the invalid reference.
D) The job will succeed, as dbt only validates schema changes at deployment time.

5. (Multiple Select)

A) The staging model run will fail.
B) Downstream models relying on the staging model will continue to function.
C) The dbt run will succeed, but the staging model will have null values due to the missing data.
D) dbt will issue a warning but continue processing.

Solutions: