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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

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

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dbt Labs dbt Analytics Engineering Certification Exam 認定 dbt-Analytics-Engineering 試験問題 (Q197-Q202):

質問 # 197
A developer imports a package from a private repository called timeformat for use within their project.
Which statement is correct? Choose 1 option.
Options:

A. "The package default schema can be overridden in the dbt_project.yml file as:" models:
timeformat:
+schema: timeseries
B. "The package can be installed by running the command dbt build."
C. "Including the package version/revision in the packages.yml file, for private git packages will result in an error."
D. "The package can be added with this configuration in the packages.yml file:" packages:
- local: /opt/dbt/timeformat

正解：A

解説：
The only correct statement is Option C, because dbt allows you to override the schema for a package's models directly within your project's dbt_project.yml file. Packages behave just like subfolders within your own project, and therefore the standard configuration pattern applies:
models:
timeformat:
+schema: timeseries
This correctly overrides the package's default schema, allowing all models within the timeformat package to be built into the timeseries schema.
Why the other options are incorrect
Option A
Local packages can be added using a path reference, but that is not what a private Git repository refers to. A private repo must be added using git: plus SSH/HTTPS URL, not local: unless the developer literally cloned the repo into a local directory. The question specifically describes a private repository, so this is not the correct statement.
Option B
Packages are installed using dbt deps, not dbt build.
dbt build only runs models, tests, and snapshots; it does not install dependencies.
Option D
Including a version or revision is allowed for private Git-based packages. You can specify branches, tags, or commit hashes safely in packages.yml.

質問 # 198
(Multiple Select)

A. Establish a naming convention in dbt that external tools can rely upon.
B. Create views on top of dbt model tables, providing a stable abstraction layer for the Bl tools.
C. Avoid refactoring dbt models that are directly queried by external tools.
D. Instruct dbt to rename columns rather than dropping and recreating them during updates.

正解：B

解説：
B decouples the tools from the underlying model. A is database dependent, C is fragile, D inhibits improvement

質問 # 199
You establish a process using dbt tests and snapshots to track data quality changes over time. To maximize the utility of this historical record for troubleshooting, what additional step would be beneficial?

A. Schedule regular alerts whenever a test result deviates significantly from previous runs.
B. Automatically purge snapshots older than a certain date to save storage resources.
C. Integrate metadata about dbt model versions and schema changes alongside the snapshots.
D. Convert the dbt test results and snapshots into time-series tables for easier trend analysis.

正解：A、C、D

解説：
These enhance the historical context and make the data actionable for resolving issues- A might discard valuable information prematurely

質問 # 200
Which two are true for a dbt retry command?
Choose 2 options.

A. It reruns all nodes in your previous invocation statement.
B. It reuses selectors from the previous command.
C. It reads a manifest.json file to identify the models and tests that failed in the last run.
D. It retries the previous command if it is not a syntax error in a model.
E. It picks up from the error without running all of the upstream dependencies.

正解：C、D

質問 # 201
You need a materialization that automatically adapts to upstream schema changes while still preserving query performance. Which dbt materialization offers this kind of flexibility?

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

正解：D

解説：
Views are dynamically built at query time, inheriting their schema from the underlying sources, thus providing built-in adaptation.

質問 # 202
......

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