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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You're building tests for a dbt model that performs a join across multiple large datasets. You notice performance issues - tests are taking a very long time to run. What might be optimization strategies?

A) Create snapshots of the source tables and test on those snapshots instead.
B) Accept that tests on complex models will always be slow.
C) Refactor model SQL to use incremental logic to avoid full table scans.
D) Focus on tests that can validate a subset of the data rather than the entire dataset.

2. A colleague expresses confusion about how dbt uses the dbt_project.yml file. Which of the following is the MOST accurate high-level explanation?

A) The dbt_project.yml file is primarily used for version control and collaboration in dbt projects
B) The dbt_project yml file contains the actual SQL code that defines your data transformations.
C) The dbt_project. yml file serves as a temporary cache for in-development models.
D) The dbt_projectyml file acts as a blueprint for how dbt should generate your data models, tests, and documentation.

3. A project stakeholder requests access to an intermediate stage of a dbt transformation pipeline to validate specific calculations.
You need to weigh this request carefully because:

A) Exposing intermediate results can lead to premature analysis based on incomplete data.
B) Raw data, development data, and production data often have different levels of data quality, completeness, and timeliness.
C) Granting access to intermediate data may confuse stakeholders who are not familiar with the full transformation process-
D) All of the above-

4. Select the dbt materialization that typically DOES NOT persist its results to disk:

A) Incremental
B) Snapshot
C) Table
D) Ephemeral

5. dbt Model Snippet

A) The ref() functions arent correctly resolving dependencies.
B) The underlying data types of o.customer_id and c.customer_id mismatch.
C) The presence of filters on the source fct_orders or dim_customers.
D) The logic contained within a custom macro.

Solutions: