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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You want to compare the current version of a file in your working directory to the most recently committed version. Which Git command would be most helpful?

A) git diff
B) git log
C) git show
D) git status

2. A user reports a critical security issue discovered in a third-party dbt package you use. Where could you most likely find updated information about potential vulnerabilities or fixes?

A) The packages.yml file in your dbt project.
B) Within dbt Cloud's central package documentation and release notes.
C) Directly from the maintainer of the dbt package, often in a GitHub repository or similar
D) The locally generated dbt documentation for the installed packages.

3. (Multiple Select)

A) The desired frequency for updating the data
B) The level of detail needed in downstream reporting.
C) Existing model patterns within the project for consistency.
D) The number of users currently active on the data warehouse.

4. You're setting up baseline comparisons with historical dat
a. Which factors are crucial to consider when selecting or generating the baseline dataset?

A) The baseline should cover a representative time range relevant to your analysis.
B) The baseline needs to align in structure (schemas) with the dbt models being tested.
C) The data volume in the baseline should be large enough to identify statistical patterns.
D) If using data, the baseline might need sanitization to remove PII-

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

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

Solutions: