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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. A colleague has made updates to some model descriptions and wants you to quickly regenerate the docs to only include those changes. Which command variation would be the most efficient without a full recompilation?

A) dbt docs generate --models +[model_namel
B) Utilize dbt's incremental model feature along with dbt docs generate -no-compile.
C) dbt docs generate -select [model_name]
D) It's not possible to partially regenerate dbt docs; you need to run the full dbt docs generate command.

2. You've been tasked with customizing the appearance of the generated documentation. Which of the following would be the most efficient starting point?

A) Investigate overriding the default CSS and JavaScript files used by the documentation site.
B) Search for third-party dbt packages designed for documentation customization.
C) Write a macro that programmatically generates a new documentation structure based on your requirements_
D) Edit the json files created during the dbt docs generate process to adjust the display of information.

3. You discover that an essential dbt macro behaves differently between your development environment and production due to a subtle database version discrepancy. Which debugging approach would be most efficient?

A) Add verbose logging within the macro to track execution differences step by step.
B) Use database-specific functions to query the version information directly from within dbt models.
C) Temporarily introduce a conditional branch into the macro code that is environment-aware.
D) Set up a CIICD test that runs the macro in isolation using both database versions.

4. A new dataset is loaded into your warehouse as a table daily. You need to create a dbt source for it. Which is the MOST essential element to include in your configuration?

A) An enabled flag set to 'True'
B) A detailed description in the dbt_projectyml.
C) Schema and table name.
D) A source freshness check.

5. You add a new seed file. Here's a snippet of your dbt_project.yml:YAML

A) Specifying column_types directly under seeds is invalid in a dbt_project_yml.
B) You cannot enable a seed file using the enabled property.
C) The "+" is incorrect for nested elements in this context
D) The syntax within the column_types section is incorrect

Solutions: