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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

Question 1

A project stakeholder prefers a text-based lineage representation over the graphical DAG. Which of these approaches might be a suitable alternative?

A. Utilize a macro that generates a Markdown list representation of model dependencies.
B. Rely on third-party tools that specialize in parsing dbt projects to produce textual lineage outputs
C. Disable the DAG visualization entirely within the generated documentation.
D. Extend the dbt documentation framework to create a custom text-based lineage view

Question 2

You need to build a model to identify customers who haven't placed orders in the past 90 days. Performance with this model is critical, as it will trigger a re-engagement campaign. Which strategy is likely to yield the best results?

A. Join the customers and orders table, group by customer ID and use a HAVING clause to filter inactive customers.
B. Create a materialized view that contains only active customers and join against the orders table.
C. IJse a window function to rank order dates for each customer and filter those where the most recent order is older than 90 days.
D. Filter the orders table for dates within the past 90 days, then find customers without corresponding order IDs.

Question 3

(Multiple Select)

A. Run dbt Is to confirm that all dependencies for the macro and the model are resolved correctly.
B. Check the generated column names in the compiled SQL to ensure they match existing columns in the data.
C. Add {{ log(macros, info=true) statements within the macro to track how it executes-
D. Implement unit tests specifically for the macro to validate its output under different inputs

Question 4

Your dbt project contains sensitive dat
a. You need to load seed data (e.g., lookup tables) while ensuring it's not accidentally committed to version control. How can you best achieve this?

A. Create separate seed files and add them to your .gitignore or equivalent.
B. Employ a secrets management tool and integrate it with your dbt deployment.
C. Utilize environment variables to store seed data values.
D. Write the seed data into log files, excluding them from version control.

Question 5

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

Solutions: