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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

Section	Weight	Objectives
Managing Data Pipelines	15%	- CI/CD integration - Deployment strategies - Pipeline orchestration
Developing dbt Models	20%	- Model optimization 1. Performance tuning 2. Model contracts - Model design and structure 1. Ref and source functions 2. Materialization types 3. Incremental models
Implementing dbt Tests	10%	- Built-in tests - Test configuration and execution - Custom tests
External Dependencies	10%	- Managing snapshots - External sources integration - Using packages
Debugging and Error Resolution	15%	- Resolving data quality issues - Debugging techniques - Identifying modeling errors
Creating and Maintaining Documentation	10%	- Descriptions and metadata - Documentation standards - Generating documentation
Leveraging dbt State	5%	- State management - State-aware operations
dbt Models Governance	15%	- Project organization and structure - Naming conventions and standards - Version control integration

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q166-Q171):

NEW QUESTION # 166
While working on a feature branch, you need to incorporate some critical bug fixes that were merged into the main branch. Which Git commands, or combination of commands, would you use?

A. git rebase main
B. git merge main
C. git checkout main followed by git pull
D. Both B and C are viable options.

Answer: A,B

Explanation:
B: Rebasing integrates the main branch's changes onto your feature branch, keeping a linear history. C: Merging directly creates a merge commit, making the history slightly less linear but often easier to track when features are integrated.

NEW QUESTION # 167
You're using dbt Cloud and want to tighten control over when production deployments can occur. What dbt Cloud feature, in conjunction with your CI/CD configuration, would allow you to enforce this?

A. Webhooks for triggering jobs by external events.
B. Environment variables for sensitive credentials.
C. dbt Cloud's built-in source freshness checks.
D. Deployment jobs and schedules.

Answer: D

Explanation:
B enables you to define specific times or conditions for production deployments. Others are less directly related to controlling the timing.

NEW QUESTION # 168
You're working in a highly regulated environment. Merges into the main branch require multiple approvals. Which additional steps might need to be incorporated into your merge process?

A. Use a protected branch workflow on the remote repository with required reviews.
B. All of the above
C. Utilize signed commits to add a layer of traceability and verification-
D. Link pull requests to detailed change documentation and impact analysis.

Answer: B

Explanation:
A: Clear documentation is essential for compliance and audit trails. B: Protected branches enforce the approval process at the repository level. C: Signed commits offer proof of authorship and agreement on the changes-

NEW QUESTION # 169
You're refactoring a complex SQL query into a dbt model. You notice that the model's output has significantly fewer rows than expected. Which of the following are potential causes?

A. An incorrect materialization setting on the model.
B. Upstream data has quality issues with null values or unexpected joins.
C. There may be a LIMIT statement leftover from development.
D. Your model has accidental WHERE conditions that are too restrictive.

Answer: B,C,D

Explanation:
All except D could limit the result set more than expected. Materialization settings impact how tables are built, not the SQL logic itself.

NEW QUESTION # 170
(Multiple Select)

A. Leveraging appropriate indexes on columns used in joins and WHERE clauses.
B. Avoiding excessive use of UNION operations, especially within loops.
C. Using SELECT * whenever possible to avoid explicitly specifying needed columns.
D. Preferring correlated subqueries over joins when relationships are one-to-one.

Answer: A,B

Explanation:
UNION operations can be expensive. Indexing is essential for query optimization. SELECT * and correlated subqueries are generally less performant.

NEW QUESTION # 171
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