dbt Labs Analytics Engineers dbt-Analytics-Engineering

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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You encounter the following error when running dbt compile:Runtime Error in model customer _ churn (models/transformations/customer_churn.sql)

A) You need to add a schema test to validate the existence of the fct orders table.
B) The fct_orders model depends on other models that haven't compiled successfully.
C) There's a typo in how you're referencing the fct_orders object in your SQL.
D) The fct_orders source is not configured correctly in your dbt_project.yml file.

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

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

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

4. While onboarding a new team member, you need to ensure consistency between their local development setup and your existing production dbt deployment. Which of these are essential?

A) All of the above.
B) Setting up access and permissions in the data warehouse for the new user, aligning with your team's security practices.
C) Providing clear documentation on configuration of profiles_yml to connect to the correct targets.
D) Enforcing version control and utilizing a requirements txt file to pin dbt and adapter dependencies.

5. Your team uses a custom macro to generate model descriptions dynamically. However, these descriptions don't appear in the DAG visualization within the documentation. Which of the following might cause this issue?

A) Custom macros always require explicit configuration in your dbt_project.yml file to be rendered in the DAG-
B) The macro might not be returning the description in the standard format that dbt documentation expects.
C) The generated documentation site might be cached, preventing the updated descriptions from appearing.
D) Dynamically generated descriptions are incompatible with DAG visualizations in dbt

Solutions: