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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

Question 1

A source table is updated with a full overwrite every night. Your dbt job fails due to freshness checks. What's a likely cause and solution?

A. The freshness check is misconfigured- Adjust the count and period settings.
B. The loaded_at field is absent Add the corresponding column or remove the check-
C. The source uses an incremental materialization. Change it to a 'table'
D. You need to schedule the dbt job to run after the nightly update.

Question 2

You're collaborating on a project where team members have varying levels of dbt experience. How can you use the dbt_project.yml to help standardize practices?

A. Include a docs: section with detailed descriptions of core models and transformations.
B. Define custom macros in the project file to encapsulate commonly used SQL patterns.
C. Set up pre-commit hooks within the project file to enforce linting and formatting rules.
D. Configure project-level tests to ensure adherence to data quality standards.

Question 3

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. Schema and table name.
C. A detailed description in the dbt_projectyml.
D. A source freshness check.

Question 4

Your dbt project contains both source descriptions (within your sources.yml file) and model descriptions. You notice that the source descriptions don't appear in the generated docs alongside the relevant models. What's then most likely reason?

A. Source tables need to be explicitly tagged within your model configuration for their descriptions to appear
B. Your dbt_projectyml file is lacking the proper configuration to include source descriptions.
C. A recent update to dbt has changed how source descriptions are integrated into the documentation.
D. Source descriptions only appear when you navigate directly to the Sources section of the documentation_

Question 5

You want to include a multi-paragraph description for a source. Which of the following approaches is the most suitable?

A. Reference an external Markdown file within the source description.
B. Utilize YAML's block scalar syntax (using l) to maintain formatting for multi-line descriptions.
C. dbt documentation does not support multi-paragraph descriptions for sources.
D. Write a longer description directly within the YAML file, breaking it across multiple lines.

Solutions: