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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. 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) The freshness check is misconfigured- Adjust the count and period settings.
B) The loaded_at field is absent Add the corresponding column or remove the check-
C) You need to schedule the dbt job to run after the nightly update.
D) The source uses an incremental materialization. Change it to a 'table'
2. While reviewing a dbt project, you notice a pattern where ref() calls are chained together:
Model A references Model B, which in turn references Model C.
What's a potential downside of this pattern?
A) Decreased performance due to unnecessary materializations.
B) Model dependencies become harder to track and understand.
C) Test results might become less reliable.
D) Version control conflicts become more likely.
3. A new stakeholder needs to receive an email report generated from the results of a specific dbt model. Unfortunately, your Bl tool doesn't directly integrate with dbt. How could you address this?
A) Modify the model to output a CSV file and schedule a task to email the file as an attachment
B) Within the model's SQLi write logic to insert the output data into a dedicated reporting table-
C) Develop a separate script, triggered after the dbt job, to handle report generation and emailing-
D) Write a post-hook that queries the model, formats the results, and sends the email.
4. You write a macro to dynamically create a filter string and apply it within a model as follows:SQL
A) The database doesn't support comparison of the data type of the region column with a string value.
B) You cannot dynamically apply filters using Jinja; they must be hardcoded in your model's SQL.
C) The generate_filter macro should be placed within a separate macros directory, not inline in the model.
D) The macro templating incorrectly nests single and double quotes.
5. Which two configuration items can be defined under models: in your dbt_project.yml file?
Choose 2 options.
A) target
B) tags
C) source
D) schema
E) test
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: B,C,D | Question # 4 Answer: D | Question # 5 Answer: B,D |
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