dbt Labs dbt-Analytics-Engineering Value Pack (Frequently Bought Together)

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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You need a way to document relationships between raw source tables, dbt models, and downstream Bl dashboards. What type of tool would be best suited for this task?

A) dbt's built-in documentation (dbt docs)
B) A data profiling tool
C) A data catalog
D) A version control system

2. You're planning your production dbt deployment strategy. When deciding between completely separate development and deployment environments vs. using different schemas within a single data warehouse, what are I key factors to weigh?

A) The need to collaborate between developers with varying skill levels.
B) Your data warehouse's pricing model and how it charges for resource usage.
C) The complexity of your dbt project and the number of models.
D) The desired level of isolation and access control granularity.

3. (Multiple Select)

A) You need to temporarily disable a computationally expensive model that isnt critical for daily reporting.
B) A critical upstream data source has been delayed, and you only want to refresh dependent models once the data arrives.
C) There's an urgent request to update a single dashboard, and you know the exact subset of models to re-run.
D) You've refactored a core model and need to quickly validate its output and downstream dependencies.

4. (Multiple Select)

A) If macros themselves have dependencies on other macros, this adds an extra layer to consider.
B) Macros can completely obfuscate dependencies, making them untraceable.
C) Macros generally make dependency tracking easier by encapsulating logic.
D) If macros reference raw tables, those dependencies might not be reflected in dbt's lineage graphs.

5. Your dbt_project.yml contains the following: YAML

A) Runtime Error: Incorrectly specifying materialization within a nested YAML structure-
B) Compilation Error: Using "+" to indicate nested configuration is incorrect in -yml files.
C) No error: This is a valid configuration-
D) Compilation Error: Invalid indentation causing a YAML parsing issue.

Solutions: