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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

A) Your production database has stricter data type constraints than development.
B) You have accidentally granted write permissions to the production data source during testing.
C) Your development profile in dbt_projectyml has incorrect connection details.
D) Environment variables used for sensitive credentials are not set correctly in production.

2. While onboarding new data sources to your dbt project, you discover some have unexpectedly high null rates in key columns. How would you integrate tests for this into your dbt workflow?

A) Create not_null tests on the raw source tables in a separate dbt project dedicated to source validation.
B) Write tests within the initial staging models that calculate and check the null percentage.
C) Designate some nulls as acceptable by extending the not_null test with the OR condition.
D) Include a data quality monitoring step in your upstream ETL process before data reaches dbt

3. Collaborative Fix

A) Add clear commit messages that concisely summarize the purpose of the fix.
B) Include updated model documentation (dbt docs) outlining the logic and reasons for adjustment.
C) Open a pull request with detailed comments explaining the rationale for the changes and any potential side-effects.
D) All of the above.

4. You frequently need to debug model failures mid-DAG during development. Which of the following dbt features would be MOST helpful in this scenario?

A) Macros for modularizing SQL code
B) The dbt test command
C) dbt snapshots
D) The dbt run -fail-fast flag

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

Solutions: