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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You've been tasked with improving the discoverability of dbt models within your project. Which of the following changes would be the MOST effective in achieving this goal?

A) Writing longer, more verbose descriptions for each column in your models.
B) Ensuring models have clear and concise descriptions that accurately reflect their purpose.
C) Adding a tags list to all models, even if the tags are somewhat generic.
D) Using custom macros to dynamically generate model descriptions based on metadata.

2. A team member proposes directly joining multiple raw source tables into a single large model for convenience.
Which of the following is a potential long-term consequence of this approach?

A) Maintenance complexity increases as business logic or source tables change.
B) Your DAG might inadvertently develop circular dependencies.
C) Incremental materialization strategies would no longer be applicable.
D) The dbt test command might run slower due to the complex join logic.

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) Table
B) Ephemeral
C) Snapshot
D) Incremental

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

5. (Multiple Select)

A) Increase the query_comment timeout setting in your dbt_project. yml
B) Apply an incremental materialization strategy to subsequent models if appropriate.
C) Use CTEs or views in the source definition to pre-filter columns or apply initial transformations.
D) Introduce a source snapshot to create a point-in-time copy of the data.

Solutions: