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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

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

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q185-Q190):

NEW QUESTION # 185
You have a time-series fact table, and you're building incremental dbt models for efficiency. Model A loads an initial snapshot; subsequent models process new records only. During a dbt run, a model that processes new data fails. Select the possible consequences:

A. The initial snapshot will remain intact, but no new data will be updated.
B. All incremental models will need to be manually rerun after fixing the failed model.
C. dbt will revert the fact table to a state before the project was ever run.
D. The initial snapshot and all successfully processed incremental models will be unaffected.

Answer: A,D

Explanation:
A and D are true. Incremental models and snapshot models are designed to work independently within a well-structured dbt project. Failure of one shouldn't affect another. B is incorrect. Dbt doesn't have automatic rollback across entire tables. C is incorrect. Only downstream dependent incremental models would require a rerun, not all of them.

NEW QUESTION # 186
You've included the popular 'dbt-utils' package in your project. Where should you primarily expect to find the models and macros it offers?

A. Within the 'seeds' directory of your dbt project.
B. In the 'dbt_project.yml' file under a 'packages' section.
C. Automatically materialized as new tables in your data warehouse.
D. Within your 'models' directory namespaced to distinguish them from your own models.

Answer: D

Explanation:
Packages extend your project's functionality by placing items within your model's directory offering seamless integration.

NEW QUESTION # 187
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. Both B and C are viable options.
B. git rebase main
C. git checkout main followed by git pull
D. git merge main

Answer: B,D

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 # 188
Select the dbt materialization that typically DOES NOT persist its results to disk:

A. Incremental
B. Snapshot
C. Table
D. Ephemeral

Answer: D

Explanation:
Ephemeral materializations are computed within CTEs (Common Table Expressions). Their results exist only during the query's execution and are useful for intermediate steps within complex transformations.

NEW QUESTION # 189
You're experimenting with new transformations. You want to iterate on a model without affecting data in the production warehouse. Which dbt command should you use along with appropriate flags?

A. dbt compile to ensure changes are valid without executing models.
B. dbt seed with -select to load data into production.
C. dbt run with -target to specify a development environment.
D. dbt test with -defer to temporarily bypass upstream dependencies.

Answer: C

Explanation:
The -target flag allows you to isolate development work within different environments preventing accidental changes to production data.

NEW QUESTION # 190
......

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