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Databricks-Certified-Data-Engineer-Associate Exam Dumps : Databricks Certified Data Engineer Associate Exam

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Databricks Certified Data Engineer Associate Exam Questions and Answers

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Question 1

A data engineer needs to combine sales data from an on-premises PostgreSQL database with customer data in Azure Synapse for a comprehensive report. The goal is to avoid data duplication and ensure up-to-date information

How should the data engineer achieve this using Databricks?

Options:

A.

Develop custom ETL pipelines to ingest data into Databricks

B.

Use Lakehouse Federation to query both data sources directly

C.

Manually synchronize data from both sources into a single database

D.

Export data from both sources to CSV files and upload them to Databricks

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Question 2

A data engineer has written a function in a Databricks Notebook to calculate the population of bacteria in a given medium.

Analysts use this function in the notebook and sometimes provide input arguments of the wrong data type, which can cause errors during execution.

Which Databricks feature will help the data engineer quickly identify if an incorrect data type has been provided as input?

Options:

A.

The Data Engineer should add print statements to find out what the variable is.

B.

The Databricks debugger enables breakpoints that will raise an error if the wrong data type is submitted

C.

The Spark User interface has a debug tab that contains the variables that are used in this session.

D.

The Databricks debugger enables the use of a variable explorer to see at a glance the value of the variables.

Question 3

A data engineer is joining a very large events_df DataFrame containing billions of rows with a small country_lookup_df DataFrame containing fewer than 10,000 rows. The DataFrames are joined on the country_code column. The join is slow because of data shuffling.

How should the data engineer improve performance?

Options:

A.

Broadcast events_df when performing the join.

B.

Cache both DataFrames, and then run the same join.

C.

Persist both DataFrames, and then run the same join.

D.

Broadcast country_lookup_df when performing the join.

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