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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

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

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q110-Q115):

NEW QUESTION # 110
You want to trigger a dbt job immediately upon successful completion of an upstream ETL process. Which methods could achieve this?

A. Using the dbt build command to run all dependent models after a successful dbt run.
B. Using dbt Cloud's webhooks to create an endpoint that your ETL process can call.
C. Scheduling a dbt job with a very frequent interval (e.g., every 5 minutes) to poll for changes in a metadata table.
D. Configuring the ETL process to send a completion notification to your CIICD tool, triggering the dbt job.

Answer: B,D

Explanation:
A and B establish event-driven, active triggering. C is a workaround that may be inefficient and introduce a lag. D is for sequential execution, not external event dependency.

NEW QUESTION # 111
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. Enforcing version control and utilizing a requirements txt file to pin dbt and adapter dependencies.
D. Providing clear documentation on configuration of profiles_yml to connect to the correct targets.

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 # 112
(Multiple Select)

A. Nesting multiple correlated subqueries within a single query_
B. Using SELECT * to include all columns dynamically
C. Writing custom macros to encapsulate frequently used SQL logic.
D. Leveraging window functions to calculate values across rows or groups.

Answer: A,B

Explanation:
SELECT * can lead to performance issues and unexpected results. Correlated subqueries often have better-performing joins equivalents. Macros and window functions are good practices.

NEW QUESTION # 113
The dataset you work with contains personally identifiable information (PII). Which types of additional tooling might be necessary for your project beyond a core dbt implementation?

A. Automated ETL pipelines
B. Advanced statistical modeling tools.
C. Data masking or tokenization solutions.
D. Enhanced data access governance and auditing tools.

Answer: C,D

Explanation:
Data masking/tokenization protects sensitive data, and access governance/auditing ensures compliance when handling PII, which are distinct challenges from the core dbt workflow.

NEW QUESTION # 114
(Multiple Select)

A. You're trying to optimize the performance of a particularly complex transformation.
B. Data type conversions in your models consistently fail during execution.
C. You suspect that filters in a source definition arent being applied correctly.
D. You encounter an error message that references a specific line number in the compiled code.

Answer: A,C

Explanation:
Compiled SQL helps verify applied logic and is useful for query optimization. Line numbers in errors often point to compiled SQL- Data type errors are typically less related to the compiled structure.

NEW QUESTION # 115
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