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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. A large dimension table is joined frequently in your dbt models. Due to its size, these joins significantly impact performance. Which strategy might offer improvement?

A) Add a WHERE clause to the model to filter out unnecessary rows during the join.
B) Rewrite the join logic by nesting conditions within a CTE.
C) Investigate database-specific techniques like hash joins or distribution keys for optimizing the join.
D) If the dimension data rarely changes, convert it to an incremental model.

2. You're collaborating on a branch and need to temporarily switch to a different branch to address an urgent hotfix. Which Git command allows you to save your current uncommitted work without interrupting the changes on your active branch?

A) git reset
B) git push
C) git stage
D) git stash

3. You need to roll out a database migration mid-month. It requires changes to some of your dbt model schemas. How would you manage a smooth transition?

A) Duplicate models, modifying them for the new schema, and switch over in your job configuration.
B) Pause all dbt jobs until after the database migration is fully completed.
C) Deploy model changes alongside database changes, accepting potential errors for a period.
D) Use feature branches and environment-aware logic in dbt to allow pre- and post-migration versions to coexist temporarily.

4. You're working in a highly collaborative environment. How could you manage contributions and updates to complex lineage macros to ensure maintainability and prevent conflicts?

A) Establish coding style guides and peer-review processes specifically for macros.
B) Limit the number of people authorized to make changes to sensitive lineage macros-
C) All of the above-
D) Utilize a robust version control system (e.g., Git) for macro code.

5. (Multiple Select)

A) A ref function referencing another model is incorrect.
B) You made a typo when defining the column name in your model.
C) An upstream source table schema was updated without updating the dbt model.
D) Your dbt tests are invalid.

Solutions: