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  • Exam Code: dbt-Analytics-Engineering
  • Exam Name: dbt Analytics Engineering Certification Exam
  • Updated: Jun 30, 2026
  • Q & A: 359 Questions and Answers
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  • Exam Code: dbt-Analytics-Engineering
  • Exam Name: dbt Analytics Engineering Certification Exam
  • Updated: Jun 30, 2026
  • Q & A: 359 Questions and Answers
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  • Exam Name: dbt Analytics Engineering Certification Exam
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  • Q & A: 359 Questions and Answers
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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

A) Inspect the manifest.json file.
B) Jinja templating
C) Snapshots
D) Manually examine the compiled SQL files.
E) Write a custom Python script to parse dbt models.
F) Use the dbt debug command.
G) dbt docs
H) dbt test
I) ref() and source() functions


2. (Multiple Select)

A) Configure separate dbt jobs with different schedules tailored to the model groups.
B) Have all models run nightly but use where conditions within models to limit work when data is unchanged.
C) Employ dbt snapshots to selectively run only models that depend on changed sources.
D) Use dbt tags to group models based on update frequency


3. (Multiple Select)

A) The number of users currently active on the data warehouse.
B) Existing model patterns within the project for consistency.
C) The desired frequency for updating the data
D) The level of detail needed in downstream reporting.


4. You need to roll out a database migration mid-month. It requires changes to some of your dbt model schemas. How would you manage a smooth transition?

A) Use feature branches and environment-aware logic in dbt to allow pre- and post-migration versions to coexist temporarily.
B) Deploy model changes alongside database changes, accepting potential errors for a period.
C) Pause all dbt jobs until after the database migration is fully completed.
D) Duplicate models, modifying them for the new schema, and switch over in your job configuration.


5. You need to regularly run performance tests to benchmark a time-sensitive incremental model. These tests involve more complex setup than standard dbt tests. How could you efficiently integrate them into your workflow?

A) Convert them into dbt seeds to easily execute them alongside model runs-
B) Create a dbt operation (macro) to encapsulate the test logic and invoke it as needed.
C) Define the performance tests as their own dbt project, triggered separately-
D) Write the tests as generic tests and use dbt's built-in warning thresholds.


Solutions:

Question # 1
Answer: B,G,I
Question # 2
Answer: A,D
Question # 3
Answer: C,D
Question # 4
Answer: A
Question # 5
Answer: B,C

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