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dbt Labs dbt Analytics Engineering Certification Sample Questions:

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

2. You're integrating a new dbt package and find its models conflict with naming conventions in your existing project. Which approach generally provides the most flexible solution?

A) Manually edit the SQL within the conflicting package models.
B) Contact the package maintainers to request changes aligning with your conventions.
C) Override the package's macros and redefine them within your project.
D) Utilize the dbt_project.yml file to re-alias the models provided by the package.

3. Your data warehouse environment undergoes a major version upgrade, introducing changes in SQL syntax and supported functions. How would you handle the migration of dbt projects to ensure compatibility?

A) Create temporary branches in your dbt projects to isolate upgrade-related code changes for each environment
B) All of the above.
C) Thoroughly test all dbt models across your staging and development environments to identify necessary updates.
D) Utilize custom macros to introduce conditional logic or abstract away syntax differences between versions, if feasible.

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

5. (Multiple Select)

A) Data integration testing frameworks (e.g., Great Expectations)
B) Tools specializing in schema change detection.
C) Continuous Integration (Cl) tools.
D) Anomaly detection platforms.

Solutions: