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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. When merging code on a remote repository hosting platform (like GitHub), you notice options like "squash and merge" and "rebase and merge." Which factors would influence your choice between these options?

A) Your team's established conventions and preferences for maintaining the project history.
B) All of the above.
C) The size and complexity of the changes within the pull request.
D) Whether you want to preserve the feature branch commit history in detail.

2. You have a time-series fact table, and you're building incremental dbt models for efficiency. Model A loads an initial snapshot; subsequent models process new records only. During a dbt run, a model that processes new data fails. Select the possible consequences:

A) dbt will revert the fact table to a state before the project was ever run.
B) The initial snapshot will remain intact, but no new data will be updated.
C) All incremental models will need to be manually rerun after fixing the failed model.
D) The initial snapshot and all successfully processed incremental models will be unaffected.

3. "Our dbt jobs take hours to run, and it's hard to know why!" says a frustrated colleague. What initial investigation steps would you suggest?

A) Check your dbt_project.yml configuration for any project-wide performance settings to optimize.
B) Review any 'on-run-start' or 'on-run-end' hooks that might add unexpected overhead.
C) Look into dbt's profiling capabilities to pinpoint the slowest models and queries.
D) All of the above.

4. While onboarding a new team member, you need to ensure consistency between their local development setup and your existing production dbt deployment. Which of these are essential?

A) Setting up access and permissions in the data warehouse for the new user, aligning with your team's security practices.
B) Enforcing version control and utilizing a requirements txt file to pin dbt and adapter dependencies.
C) All of the above.
D) Providing clear documentation on configuration of profiles_yml to connect to the correct targets.

5. While working on a pull request, you realize a much better approach exists. Which actions could you take?

A) Add new commits to the existing branch, explaining the change of direction in the comments on the pull request.
B) Make the changes on your branch and use git push -force to overwrite the existing remote branch.
C) Close the original pull request, create a new branch, and open a new pull request.
D) Avoid introducing major changes during a pull request, as it hinders effective code review.

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