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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Deployment and Orchestration	15%	- Jobs and scheduling in dbt Cloud - CI/CD with dbt Cloud - Environments (dev, staging, prod) - Git version control integration
Topic 2: Testing and Documentation	20%	- dbt docs and DAG visualization - Documentation generation - Custom data tests - Schema tests (unique, not_null, accepted_values, relationships)
Topic 3: Models	25%	- Materializations (table, view, ephemeral, incremental) - Writing and managing SQL models - Snapshots - Seeds - Sources and references
Topic 4: Data Transformation Techniques	25%	- Common table expressions and subqueries - Macros and packages - Jinja templating - Refactoring and incremental models
Topic 5: dbt Fundamentals	15%	- dbt Core vs dbt Cloud - dbt workflow and best practices - dbt project structure

>> New dbt-Analytics-Engineering Practice Questions <<

dbt Labs - dbt-Analytics-Engineering - Marvelous New dbt Analytics Engineering Certification Exam Practice Questions

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q232-Q237):

NEW QUESTION # 232
(Multiple Select)

A. Setting up a linter for your SQL files, either as part of your IDE or code editor
B. Using the 'defer' option to partially run a DAG and expose errors early
C. Defining source freshness thresholds to catch issues with missing tables or views-
D. Implementing a robust suite of schema tests to validate object references-

Answer: A,D

Explanation:
Linters improve code hygiene, and schema tests proactively validate assumptions about model dependencies. 'Defer' helps with logic errors, and freshness checks are for source health.

NEW QUESTION # 233
A colleague asks, "Why do we need dbt docs when we already have good database documentation?" Provide a compelling response.

A. dbt docs automatically tracks model testing results.
B. dbt docs generates dynamic documentation that directly reflects your project's dependencies and current state.
C. dbt docs is mandatory for version control with dbt projects.
D. dbt docs primarily serves as a replacement for dbt seed.

Answer: B

Explanation:
Highlight how dbt docs offers up-to-date, project-specific documentation, while traditional database documentation can easily become outdated.

NEW QUESTION # 234
You're integrating a new dbt package and find its models conflict with naming conventions in your existing project. Which approach generally provides the most flexible solution?

A. Manually edit the SQL within the conflicting package models.
B. Contact the package maintainers to request changes aligning with your conventions.
C. Utilize the dbt_project.yml file to re-alias the models provided by the package.
D. Override the package's macros and redefine them within your project.

Answer: C

Explanation:
Re-aliasing at the project level offers a centralized and maintainable way to manage naming conflicts. Editing package code directly should be avoided if possible.

NEW QUESTION # 235
(Multiple Select)

A. The number of users currently active on the data warehouse.
B. Existing model patterns within the project for consistency.
C. The level of detail needed in downstream reporting.
D. The desired frequency for updating the data

Answer: C,D

Explanation:
Reporting needs and data freshness requirements directly shape model design. Consistency (D) is important, but secondary to functional requirements- The number of active users is more relevant to database sizing

NEW QUESTION # 236
You're integrating a new API-based data source. Select the most suitable way to incorporate this into your dbt project.

A. Create a seed file to load the data directly into a table.
B. Write a dbt macro to encapsulate the API interaction logic.
C. Utilize a dbt package tailored for the specific API, if available.
D. Create a source with a loaded_at_field and write custom logic to snapshot API data.

Answer: C

Explanation:
Explanation: Pre-built packages streamline the integration of common APIs. Options A or B are workarounds, and D might be part of a custom solution but not the primary approach.

NEW QUESTION # 237
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