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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

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

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q88-Q93):

NEW QUESTION # 88
(Multiple Select)

A. Additional records are appended with new data.
B. A small percentage of records have null values introduced in a field.
C. A column is renamed
D. The column ordering within the table is changed.

Answer: B,C

Explanation:
Renaming or introducing nulls can directly break downstream SQL that references that column. B (adding data) is generally less disruptive. Column order (D) is usually irrelevant for analytics.

NEW QUESTION # 89
You're working with a dataset where a column is expected to be updated frequently with newly arriving events. Which type of test would be MOST suitable to check that this process is working as intended?

A. A generic 'not_null' test on the column.
B. A test comparing the row count of the source table between different dbt runs.
C. A custom test comparing timestamps on the column in your dbt model to the current time.
D. A schema test on the column in the source table.

Answer: C

Explanation:
It focuses on freshness, which is the core concern in this scenario. The other options, while valid, don't target this specific assumption.

NEW QUESTION # 90
A source table is updated with a full overwrite every night. Your dbt job fails due to freshness checks. What's a likely cause and solution?

A. You need to schedule the dbt job to run after the nightly update.
B. The loaded_at field is absent Add the corresponding column or remove the check-
C. The freshness check is misconfigured- Adjust the count and period settings.
D. The source uses an incremental materialization. Change it to a 'table'

Answer: C

Explanation:
Freshness checks designed for incremental updates might fail with full overwrites. Other solutions might be needed in specific scenarios but aligning the check is the first step.

NEW QUESTION # 91
You're onboarding a new dbt project to an existing production database. You find tables that might conflict with naming conventions used by dbt. What's a proactive way to handle this?

A. Customize the schema property in your dbt_project.yml to namespace dbt-generated objects.
B. Update your dbt models to use aliases that avoid the name collisions.
C. Add configuration settings to your database connection profile instructing dbt to use a specific schema prefix.
D. Manually rename the conflicting tables in the database prior to running any dbt jobs.

Answer: A

Explanation:
A isolates dbt's output in a dedicated way. B is less common, C risks breaking existing applications, D is more tedious.

NEW QUESTION # 92

Answer:

Explanation:

Explanation:
For models not stored under finance:
# reporter and bi
For models inside the finance folder:
# finance, reporter, bi, and public
In dbt, grants configured at the root level apply to all models unless overridden by a more specific folder- or model-level configuration.
The root-level grant is:
+grants:
+select: ['reporter', 'bi']
This means all models by default are selectable by:
* reporter
* bi
Now the finance folder contains its own override:
finance:
+grants:
+select: ['finance']
When dbt merges grants, overrides do not replace the entire list-they add onto inherited grants unless explicitly cleared. Therefore, models inside the finance folder inherit the parent grants and add the finance grant.
So models under finance are accessible to:
* finance
* reporter
* bi
* and public (implicit default in most warehouses unless denied)
Models not inside finance use only the root grants:
* reporter
* bi
Thus the correct dropdown answers are:
* reporter and bi
* finance, reporter, bi, and public

NEW QUESTION # 93
......

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