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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

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

2. (Multiple Select)

A) The model involves complex transformations that are computationally expensive.
B) You need to grant access to a model's results to users with limited permissions.
C) Long-term storage of the model's output isn't a primary requirement.
D) The model's data needs to be frequently joined with other datasets for analysis.

3. You're working on a dbt project in a development environment where compute resources are limited. You want to prototype a new model quickly without incurring high materialization overhead. Which materialization would be most suitable for this?

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

4. You're collaborating with others on a dbt project. A new feature branch introduces unexpected errors. Which command combination helps analyze potential issues before merging into the main branch?

A) dbt run followed by dbt test on both the feature branch and the main branch.
B) dbt deps followed by dbt compile
C) dbt seed to populate any new source tables.
D) dbt docs generate on the new feature branch.

5. A performance-critical model depends on multiple complex transformations that would benefit from being pre-computed. Direct querying of this model should be as fast as possible. Which materialization is likely the best choice?

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

Solutions: