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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You need to grant readonly access to the results of your dbt project to stakeholders outside your team. Considering security, which approach would be the MOST suitable?

A) Regularly run dbt seed to export CSV files, which are then shared with stakeholders.
B) Embed dbt model results within a Bl dashboard and manage access through the Bl tool.
C) Create a designated reporting schema and set up views that map to the dbt model outputs
D) Have stakeholders directly query the dbt models, providing access to the production data warehouse.

2. While refactoring models, you accidentally drop a table in your development environment that mirrors production. Which inherent characteristic of development environments likely contributed to this issue?

A) Both A and C-
B) Development environments often have less stringent permissions to facilitate experimentation.
C) Development datasets might be incomplete or outdated compared to productiom
D) Developers working in development environments might expect the ability to make and revert changes with fewer consequences.

3. You suspect discrepancies between a raw data source and its corresponding dbt representation. Which of the following would NOT directly help in pinpointing the cause of this mismatch?

A) Reviewing the source definition within your dbt_project.yml .
B) Examining any source freshness warnings or errors in recent dbt runs.
C) Checking if any custom macros or tests are modifying the source data.
D) Comparing the dbt-generated SQL against the raw table's SELECT statement.

4. You discover that a heavily used model is taking significantly longer to materialize. After investigation, you determine that the complexity of the model's logic is a contributing factor. Which of the following actions is LEAST likely to help improve performance?

A) Break down the model into smaller, intermediate models using CTEs.
B) Change the materialization from a table to a view.
C) Consider applying an incremental materialization strategy if suitable.
D) Investigate potential optimizations in the underlying SQL code.

5. Unexpected Results

A) Revert the changes in your version control system to restore the model to its previous working state.
B) Use diff tools or version control history to compare the refactored logic against the previous version.
C) Implement targeted profiling to measure the execution time of specific query sections within the model.

Solutions: