Free Access GAQM.Databricks-Certified-Data-Engineer-Associate.v2025-10-18.q113 Practice Test (Page 10)

Question 41

A data engineer needs to create a table in Databricks using data from their organization's existing SQLite database.
They run the following command:

Which of the following lines of code fills in the above blank to successfully complete the task?

A.org.apache.spark.sql.jdbc

B.autoloader

C.DELTA

D.sqlite

E.org.apache.spark.sql.sqlite

Question 42

Which of the following must be specified when creating a new Delta Live Tables pipeline?

A.A key-value pair configuration

B.The preferred DBU/hour cost

C.A path to cloud storage location for the written data

D.A location of a target database for the written data

E.At least one notebook library to be executed

Question 43

Which of the following describes the relationship between Gold tables and Silver tables?

A.Gold tables are more likely to contain more data than Silver tables.

B.Gold tables are more likely to contain valuable data than Silver tables.

C.Gold tables are more likely to contain aggregations than Silver tables.

D.Gold tables are more likely to contain a less refined view of data than Silver tables.

E.Gold tables are more likely to contain truthful data than Silver tables.

Question 44

A data engineer has developed a data pipeline to ingest data from a JSON source using Auto Loader, but the engineer has not provided any type inference or schema hints in their pipeline. Upon reviewing the data, the data engineer has noticed that all of the columns in the target table are of the string type despite some of the fields only including float or boolean values.
Which of the following describes why Auto Loader inferred all of the columns to be of the string type?

A.Auto Loader cannot infer the schema of ingested data

B.JSON data is a text-based format

C.There was a type mismatch between the specific schema and the inferred schema

D.Auto Loader only works with string data

E.All of the fields had at least one null value

Question 45

Which of the following describes a scenario in which a data team will want to utilize cluster pools?

A.An automated report needs to be refreshed as quickly as possible.

B.An automated report needs to be made reproducible.

C.An automated report needs to be tested to identify errors.

D.An automated report needs to be version-controlled across multiple collaborators.

E.An automated report needs to be runnable by all stakeholders.

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