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Data Build Tool DBT-Analytics-Engineering Exam Questions

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dbt Analytics Engineering Certification Exam

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  Updated July 25,2026
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Data Build Tool DBT-Analytics-Engineering Sample Questions – Free Practice Test & Real Exam Prep

Question #1

Consider this DAG:model_a model_c model_emodel_b model_d model_f(With model_c and model_d both feeding into the final layer.)You execute:dbt run --fail-fastin production with 2 threads. During the run, model_b and model_c are running in parallelwhen model_b returns an error.Assume there are no other errors in the model files, and model_c was still running whenmodel_b failed.Which model or models will successfully build as part of this dbt run? Choose 1option.

  • A. model_a, model_c, model_d, model_e, model_f  
  • B. model_a, model_c  
  • C. model_a  
  • D. model_a, model_c, model_e  
Answer: B 
Question #2

Given this dbt_project.yml:name: "jaffle_shop"version: "1.0.0"config-version: 2profile: "snowflake"model-paths: ["models"]macro-paths: ["macros"]snapshot-paths: ["snapshots"]target-path: "target"clean-targets:- "logs"- "target"- "dbt_modules"- "dbt_packages"models:jaffle_shop:orders:materialized: tableWhen executing a dbt run your models build as views instead of tables:19:36:14 Found 1 model, 0 tests, 0 snapshots, 0 analyses, 179 macros, 0 operations, 0seed files, 0 sources, 0 exposures, 0 metrics19:36:16 Concurrency: 1 threads (target='default')19:36:17 Finished running 1 view model in 3.35s.19:36:17 Completed successfully19:36:17 Done. PASS=1 WARN=0 ERROR=0 SKIP=0 TOTAL=1Which could be a root cause of why the model was not materialized as a table?The target-path is incorrectly configured.

  • A. Yes  
  • B. No  
Answer: A 
Question #3

What must happen before you can build models in dbt?Choose 1 option.

  • A. Sources must have been defined in your dbt project.  
  • B. You must have created a service account in your data platform.  
  • C. Underlying data must be accessible on your data platform.  
  • D. Raw data must be cleaned.  
Answer: C 
Question #4

Which two mechanisms allow dbt to write DRY code by reusing logic, preventingwriting the same code multiple times?Choose 2 options.

  • A. Copy/pasting folders containing multiple models  
  • B. Writing and using dbt macros  
  • C. Creating singular tests  
  • D. Using dbt packages  
  • E. Changing a model materialization from view to ephemeral  
Answer: B,D 
Question #5

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

  • A.“The package can be added with this configuration in the packages.yml file:”packages:- local: /opt/dbt/timeformat 
  • B.“The package can be installed by running the command dbt build.”
  • C.“The package default schema can be overridden in the dbt_project.yml file as:”models:timeformat:+schema: timeseries
  • D.“Including the package version/revision in the packages.yml file, for private git packageswill result in an error.”
Answer: C 
Question #6

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

  • A. It reruns all nodes in your previous invocation statement.  
  • B. It retries the previous command if it is not a syntax error in a model.  
  • C. It picks up from the error without running all of the upstream dependencies.  
  • D. It reuses selectors from the previous command.  
  • E. It reads a manifest.json file to identify the models and tests that failed in the last run.  
Answer: B,E 
Question #7

Is this materialization supported by Python models in dbt?Ephemeral

  • A. Yes  
  • B. No  
Answer: B 
Question #8

You run the command:dbt test --select 'test_type:singular'What will the command run?Options shown: 

  • A.furniture_customers_test
  • B.furniture_customers_testmacro_stg_tpch_orders_assert_pos_pricemacro_stg_tpch_suppliers_assert_pos_acct_balstg_tpch_orders_assert_positive_price
  • C.macro_stg_tpch_orders_assert_pos_pricemacro_stg_tpch_suppliers_assert_pos_acct_balstg_tpch_orders_assert_positive_price 
  • D.furniture_customers_teststg_tpch_orders_assert_positive_priceChoose 1 option.
Answer: C 
Question #9

Which command materializes my_model and only its first-degree parent model(s) in thedata platform?Choose 1 option.

  • A. dbt run --select +my_model  
  • B. dbt compile --select +my_model  
  • C. dbt run --select 1+my_model  
  • D. dbt run --select +1 my_model  
  • E. dbt compile --select +1 my_model  
Answer: D 
Question #10

Which two statements about Exposures are true?Choose 2 options

  • A. Models, sources, and metrics are downstream from Exposures.  
  • B. Exposures are materialized in the database.  
  • C. Exposures describe a downstream use of your dbt project.  
  • D. Exposures are defined in .sql files.  
  • E. You can run, test, and list resources that feed into your Exposure.  
Answer: C,E 
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