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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You've defined a unique test on a key column within a model. When running dbt test, you encounter a surprising failure. Which of the following might be the cause?

A) There are truly duplicate values in the column.
B) The unique test is too strict and doesn't align with the business definition of uniqueness.
C) An incorrect join in your model is inadvertently creating duplicate rows.
D) Upstream data was updated unexpectedly, leading to previously non-existent duplicates.

2. You discover that an essential dbt macro behaves differently between your development environment and production due to a subtle database version discrepancy. Which debugging approach would be most efficient?

A) Add verbose logging within the macro to track execution differences step by step.
B) Use database-specific functions to query the version information directly from within dbt models.
C) Temporarily introduce a conditional branch into the macro code that is environment-aware.
D) Set up a CIICD test that runs the macro in isolation using both database versions.

3. You have a model that assumes an input dataset will always be sorted by a particular column. Unfortunately, this is not always true. What might be the best way to make your model more robust?

A) Increase memory allocated to your data warehouse in hopes the sorting happens by default.
B) Add an explicit ORDER BY clause to the start of your model's SQL.
C) Implement a custom test to fail the model whenever the sorting assumption is violated.
D) Accept that this is a source data issue and cannot be addressed within dbt.

4. You've made several commits to your feature branch. Before merging into the main branch, you want to consolidate the changes into a single, clear commit. What Git technique would help achieve this?

A) Use git rebase -i (interactive rebase) to squash commits together.
B) Manually copy your files into a new branch, commit, and issue a pull request.
C) git cherry-pick specific commits from your branch and reapply them.
D) Run git rebase main followed by git commit -amend.

5. dbt Model Snippet:SQL

A) Your dbt_projectyml file has a model-level schema override.
B) The stg_orders model uses a schema config in its own model SQL
C) There's a custom macro in use that dynamically changes schemas.
D) Your sources.yml file is not configured correctly-

Solutions: