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dbt Labs dbt Analytics Engineering Certification Sample Questions:

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

2. (Multiple Select)

A) Ensuring column ordering matches an external specification.
B) Checking for referential integrity with a separate lookup table.
C) Enforcing specific ratios or relationships between aggregated values.
D) Validating that the row count of the staging model falls within an expected range.

3. A CTE within a dbt model is incorrectly casting a string column to a numeric type.

A) A snapshot is incorrectly merging new data with incompatible types into an existing table.
B) A source table has inconsistent data, mixing true numeric values with strings.
C) A Jinja macro meant to filter out non-numeric strings has a logic flaw.

4. (Multiple Select)

A) Introduce a global persist_docs setting within your dbt_project.yml file to resolve schema inconsistencies.
B) Refer to the dbt documentation for a comprehensive list of valid properties within schema files.
C) Utilize a YAML validator tool independently of dbt to check for general formatting errors.
D) If available, compare your schema.yml to a previous working version to spot problematic changes.

5. Which of the following scenarios might warrant you using the --no-compile flag with dbt docs generate? When you have syntax errors in your dbt models that would prevent compilation.

A) When you're deploying documentation updates to a production environment and want to minimize risks associated with model
B) When you want to quickly preview documentation changes without triggering a full model build.
C) recompilation.
D) When your CI/CD pipeline requires you to generate documentation as a separate step from model compilation.

Solutions: