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Exam Code: Databricks-Certified-Data-Analyst-Associate Vendor: Databricks Name: Databricks Certified Data Analyst Associate Exam 118 Q&A with Explanation Last Update: Aug 3, 2026
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Databricks-Certified-Data-Analyst-Associate
Total Questions:
118 Q&A's
Single Choice Questions:
118 Q&A's

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Databricks Certified Data Analyst Associate Exam Questions and Answers

Question 1

A Data Analyst is working on employees_df and needs to add a new column where a 10% tax is calculated on the salary. Additionally, the DataFrame contains the column age, which is not needed.

Which code fragment adds the tax column and removes the age column?

Options:

A.

employees_df = employees_df.withColumn( " tax " , employees_df.salary * 10).dropField( " age " )

B.

employees_df = employees_df.withColumn( " tax " , employees_df.salary * 0.1).drop( " age " )

C.

employees_df = employees_df.withColumn( " tax " , lit(0.1) * col( " salary " )).dropField( " age " )

D.

employees_df = employees_df.withColumn( " tax " , employees_df.salary * 10).drop( " age " )

Question 2

A data analyst wants to generate insights from large, complex datasets. The analyst needs to quickly understand the meaning of various data columns, ask questions in natural language, and receive AI-driven recommendations for optimizing data queries and workflows.

Which Databricks component is primarily responsible for enabling these capabilities?

Options:

A.

Data Intelligence Engine

B.

Unity Catalog

C.

Genie Spaces

D.

Databricks Assistant

Question 3

A data analyst has come across a column in a table that contains personally identifiable information (PII). The data analyst should not have access to this type of PII data.

How should the data analyst proceed?

Options:

A.

Stop working with the data and delete the table and any existing metadata or data files.

B.

Stop working with the data and proceed with the project using other data.

C.

Stop working with the data and notify their supervisor to ensure the data is handled following organizational and legal best practices.

D.

Drop the column containing PII data and continue with the project without notifying anybody.

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