dbt Labs dbt Analytics Engineering Certification : dbt-Analytics-Engineering

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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

Question 1

You must exclude a specific model from being included in the generated documentation entirely. How would you achieve this?

A. Remove all descriptions and tags associated with the model.
B. Add a dæs: {enabled: false} entry to the model's YAML configuration.
C. Use the enabled flag in your dbt_projectyml file to control model inclusion.
D. Its not possible to exclude individual models; you can only exclude entire folders.

Question 2

You've meticulously added descriptions and tests to your dbt models. However, after running dbt docs generate, the tests don't appear in the generated documentation. Which of the following reasons are most likely?

A. There is a bug in the version of dbt you're using that specifically affects test rendering in documentation.
B. You are using a custom schema test macro that isnt configured to be included in the documentation.
C. The dbt_project.yml file may not have the appropriate settings for including tests in the documentation.
D. Your tests have incorrect syntax, and dbt is silently skipping them during documentation generation.

Question 3

You need to set up a production-like environment for load testing and performance tuning of dbt models. How might you approach the resource allocation and provisioning of this environment?

A. Partner with your data infrastructure team to get guidance based on their experience.
B. Create a CI/CD job that dynamically scales a cloned production environment for the test, then scales it back down.
C. Write dbt macros that artificially increase dataset sizes in development for simulating load.
D. Run performance tests directly against production during a designated off-peak period.

Question 4

Your dbt project contains both source descriptions (within your sources.yml file) and model descriptions. You notice that the source descriptions don't appear in the generated docs alongside the relevant models. What's then most likely reason?

A. Source descriptions only appear when you navigate directly to the Sources section of the documentation_
B. A recent update to dbt has changed how source descriptions are integrated into the documentation.
C. Your dbt_projectyml file is lacking the proper configuration to include source descriptions.
D. Source tables need to be explicitly tagged within your model configuration for their descriptions to appear

Question 5

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

Solutions: