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Following are some reference material for actual dbt Labs dbt-Analytics-Engineering exam test

dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You discover a model sorting large amounts of data using an ORDER BY clause with several columns. Performance needs to be increased. What's the FIRST step in your optimization process?

A) Examine query execution plans to identify bottlenecks and potential index usage.
B) Change the materialization from a 'table' to a 'view'.
C) Add a LIMIT clause to restrict the number of records sorted.
D) Remove unnecessary columns from the ORDER BY clause.

2. A raw source table undergoes periodic bulk updates that temporarily disrupt dependent models when they are running. Which of the following strategies might help prevent errors in these models? (Choose two)

A) Utilize snapshots to capture the state of the raw table before the bulk updates.
B) Add retries with a delay to any 'ref calls referencing this table.
C) Implement incremental materializations if possible.
D) Schedule dbt jobs to run after the bulk updates are typically complete.

3. You're working with ephemeral models in your dbt project. Which scenarios could cause an ephemeral model to fail?

A) Data quality tests defined within the model are not met.
B) A downstream dependency of the ephemeral model fails.
C) An upstream source table is temporarily inaccessible.
D) A syntax error in the model's SQL code.

4. External Dependency

A) Introduce a temporary staging model to transform the data into a compatible structure for your existing models.
B) All of the above.
C) Implement schema tests for the affected models to catch similar breakages immediately in the future.
D) Work with stakeholders to understand if the external change is intentional and adjust the business logic if needed.

5. dbt Model Snippet:SQL

A) Your dbt_projectyml file has a model-level schema override.
B) There's a custom macro in use that dynamically changes schemas.
C) Your sources.yml file is not configured correctly-
D) The stg_orders model uses a schema config in its own model SQL

Solutions: