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NEW QUESTION 22
A table customerLocations exists with the following schema:
1. id STRING,
2. date STRING,
3. city STRING,
4. country STRING
A senior data engineer wants to create a new table from this table using the following command:
1. CREATE TABLE customersPerCountry AS
2. SELECT country,
3. COUNT(*) AS customers
4. FROM customerLocations
5. GROUP BY country;
A junior data engineer asks why the schema is not being declared for the new table. Which of the following
responses explains why declaring the schema is not necessary?
- A. CREATE TABLE AS SELECT statements result in tables where schemas are optional
- B. CREATE TABLE AS SELECT statements adopt schema details from the source table and query
- C. CREATE TABLE AS SELECT statements assign all columns the type STRING
- D. CREATE TABLE AS SELECT statements infer the schema by scanning the data
- E. CREATE TABLE AS SELECT statements result in tables that do not support schemas
Answer: B
NEW QUESTION 23
Which of the following data workloads will utilize a Bronze table as its source?
- A. A job that queries aggregated data to publish key insights into a dashboard
- B. A job that ingests raw data from a streaming source into the Lakehouse
- C. A job that develops a feature set for a machine learning application
- D. A job that aggregates cleaned data to create standard summary statistics
- E. A job that enriches data by parsing its timestamps into a human-readable format
Answer: E
NEW QUESTION 24
A data engineer has a Job with multiple tasks that runs nightly. One of the tasks unexpectedly fails during 10
percent of the runs.
Which of the following actions can the data engineer perform to ensure the Job completes each night while
minimizing compute costs?
- A. They can institute a retry policy for the entire Job
- B. They can institute a retry policy for the task that periodically fails
- C. They can observe the task as it runs to try and determine why it is failing
- D. They can utilize a Jobs cluster for each of the tasks in the Job
- E. They can set up the Job to run multiple times ensuring that at least one will complete
Answer: B
NEW QUESTION 25
......
