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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

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

2. You've meticulously added descriptions and tests to your dbt models. However, after running dbt docs generate, the tests don't appear in the generated documentation. Which of the following reasons are most likely?

A) There is a bug in the version of dbt you're using that specifically affects test rendering in documentation.
B) Your tests have incorrect syntax, and dbt is silently skipping them during documentation generation.
C) The dbt_project.yml file may not have the appropriate settings for including tests in the documentation.
D) You are using a custom schema test macro that isnt configured to be included in the documentation.

3. A project stakeholder prefers a text-based lineage representation over the graphical DAG. Which of these approaches might be a suitable alternative?

A) Utilize a macro that generates a Markdown list representation of model dependencies.
B) Extend the dbt documentation framework to create a custom text-based lineage view
C) Rely on third-party tools that specialize in parsing dbt projects to produce textual lineage outputs
D) Disable the DAG visualization entirely within the generated documentation.

4. (Multiple Select)

A) Tools specializing in schema change detection.
B) Anomaly detection platforms.
C) Continuous Integration (Cl) tools.
D) Data integration testing frameworks (e.g., Great Expectations)

5. Data Quality Issue

A) Inspect any filters or transformations within the model's SQL that might be unintentionally excluding data.
B) Run dbt test on the model and see if existing tests fail, indicating a possible regression.
C) Add specific schema tests to the model, asserting that the column in question should not contain nulls.
D) Run dbt compile followed by dbt run -select model_name to isolate the model and observe its output closely.

Solutions: