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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You write a macro to dynamically create a filter string and apply it within a model as follows:SQL

A) The generate_filter macro should be placed within a separate macros directory, not inline in the model.
B) The database doesn't support comparison of the data type of the region column with a string value.
C) You cannot dynamically apply filters using Jinja; they must be hardcoded in your model's SQL.
D) The macro templating incorrectly nests single and double quotes.

2. (Multiple Select)

A) Run dbt docs generate and dbt docs serve to inspect the lineage graph.
B) Add -full-refresh flag to dbt run to ensure all models are rebuilt from scratch.
C) Write custom macros to log intermediate data for each model.
D) IJse the -select flag with dbt run to execute models incrementally, starting with the most upstream dependency.

3. In what situations might it be acceptable to use raw data directly for reporting or analytics purposes?

A) Generally, using raw data directly for reporting should be avoided due to potential quality and consistency issues.
B) When performance is a top priority, and the overhead of additional data transformations is undesirable.
C) In environments where strict data governance and transformation processes are in place.
D) When dealing with simple analyses, and there's high confidence in the quality of the raw data source.

4. Which two configuration items can be defined under models: in your dbt_project.yml file?
Choose 2 options.

A) schema
B) source
C) target
D) tags
E) test

5. You need to parameterize a dbt model that filters data based on a country code. Which approach offers the BEST combination of flexibility and security?

A) Create a seed file mapping country codes to filter values and reference it in the model.
B) Use environment variables in conjunction with Jinja to substitute the country code.
C) Build a dynamic query string entirely within a Jinja macro.
D) Pass the country code as a CLI argument when executing dbt run.

Solutions: