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Question 1

What is the role of data encryption in Microsoft Fabric's security strategy?

Options :

A : To ensure data integrity during processing

B : To protect sensitive data during storage and transmission

C : To automate the data masking process

D : To improve the performance of data queries

Answer: B

Question 2

Which Microsoft Fabric service is used to integrate and analyze data from various sources in real-time?

Options :

A : Azure Synapse Analytics

B : Azure Data Explorer

C : Azure Machine Learning

D : Power BI

Answer: A

Question 3

You have a Fabric workspace that contains a lakehouse and a notebook named Notebook1. Notebook1 reads

data into a DataFrame from a table named Table1 and applies transformation logic. The data from the

DataFrame is then written to a new Delta table named Table2 by using a merge operation.

You need to consolidate the underlying Parquet files in Table1.

Which command should you run?

Options :

A : VACUUM

B : BROADCAST

C : OPTIMIZE

D : CACHE

Answer: C

Question 4

Which of the following are key components of a data governance strategy?

Options :

A : Data access and usage policies

B : Data ownership and stewardship

C : Data encryption only

D : Data quality and accuracy standards

Answer: A,B,D

Question 5

Which PySpark method repartitions a DataFrame to optimize parallel processing?

Options :

A : persist

B : coalesce

C : collect

D : repartition

Answer: D