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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You want to trigger a dbt job immediately upon successful completion of an upstream ETL process. Which methods could achieve this?

A) Using the dbt build command to run all dependent models after a successful dbt run.
B) Configuring the ETL process to send a completion notification to your CIICD tool, triggering the dbt job.
C) Scheduling a dbt job with a very frequent interval (e.g., every 5 minutes) to poll for changes in a metadata table.
D) Using dbt Cloud's webhooks to create an endpoint that your ETL process can call.

2. (Multiple Select)

A) Leveraging appropriate indexes on columns used in joins and WHERE clauses.
B) Preferring correlated subqueries over joins when relationships are one-to-one.
C) Using SELECT * whenever possible to avoid explicitly specifying needed columns.
D) Avoiding excessive use of UNION operations, especially within loops.

3. (Multiple Select)

A) Setting up tags strategically and using the -s flag when executing dbt commands.
B) Using dbt run -m to select models using a path pattern.
C) Defining a custom source in sources.yml that selects tables from the desired subdirectory.
D) Configuring separate dbt projects for each subdirectory and running them independently.

4. A team member suggests building a dbt package for a set of reusable transformations your team frequently uses. When is this MOST likely a good idea?

A) The transformations are project-specific but used across multiple models.
B) The transformations are complex and involve domain-specific logic that might be beneficial to others.
C) The transformations are relatively simple and could be written as macros.
D) You need to limit access to these transformations to a specific team within your organization.

5. You receive a comment on your pull request that says, "This change could be implemented more efficiently." What are some effective ways to respond while keeping the code review process constructive?

A) Request the reviewer to provide a code snippet demonstrating a more efficient implementation.
B) Discuss the potential trade-offs between efficiency and other factors like readability or maintainability.
C) All of the above
D) Explain your current approach and the reasoning behind your choices.

Solutions: