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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

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

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q299-Q304):

NEW QUESTION # 299
You discover that dbt models run significantly slower in your production environment than in development. What potential causes should you investigate?

A. Inefficient use of snapshots or incremental models in your production dbt project_
B. Different database configurations or resource allocations (memory, CPU, etc.) between environments-
C. Production data volume being significantly larger than development data.
D. Network latency impactingressing access to remote data sources.

Answer: B,C,D

Explanation:
Each of these directly affects performance and could differ significantly between environments. C is relevant, but less likely the sole cause if development is performant.

NEW QUESTION # 300
(Multiple Select)

A. Misspelling "orders" as "orderes".
B. Using an 's' at the end of tables.
C. The error_after freshness check syntax.
D. Indenting freshness incorrectly under the customers table.

Answer: A,D

Explanation:
YAML cares about spelling and indentation. The others are valid parts of source definition syntax.

NEW QUESTION # 301
While onboarding a new team member, you need to ensure consistency between their local development setup and your existing production dbt deployment. Which of these are essential?

A. All of the above.
B. Setting up access and permissions in the data warehouse for the new user, aligning with your team's security practices.
C. Providing clear documentation on configuration of profiles_yml to connect to the correct targets.
D. Enforcing version control and utilizing a requirements txt file to pin dbt and adapter dependencies.

Answer: A

Explanation:
A: Version control and pinning dependencies ensure reliable behavior across machines. B: Accurate profiles are vital for successful dbt runs_ C: Data warehouse access is necessary for the developer to function.

NEW QUESTION # 302
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. Change the materialization from a 'table' to a 'view'.
B. Examine query execution plans to identify bottlenecks and potential index usage.
C. Add a LIMIT clause to restrict the number of records sorted.
D. Remove unnecessary columns from the ORDER BY clause.

Answer: B

Explanation:
Before implementing changes, it's crucial to understand current performance bottlenecks. Query execution plans provide this insight.

NEW QUESTION # 303
You've created a macro to display upstream dependencies differently from downstream dependencies in the DAG. However, after re-generating the documentation, the visualization doesn't seem to have changed. What should you investigate?

A. Ensure the macro is named correctly and located in the appropriate directory (macros folder) of your dbt project.
B. Verify that your web browser supports the CSS and JavaScript used for custom DAG styling.
C. Update the cache expiration settings of your web browser.
D. The built-in DAG functionality might have limitations preventing this type of customization.

Answer: A,B,D

Explanation:
B: dbt needs to be able to find your macro for it to be used. C: Browser compatibility can sometimes impact the rendering of custom visualizations. D: It's possible there are constraints on how far you can modify the built-in DAG.

NEW QUESTION # 304
......

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