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Databricks Databricks-Certified-Data-Analyst-Associate Practice Test Questions Answers

Exam Code: Databricks-Certified-Data-Analyst-Associate (Updated 65 Q&As with Explanation)
 Exam Name: Databricks Certified Data Analyst Associate Exam
 Last Update: 14-Dec-2025
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Questions Include:

  • Single Choice: 65 Q&A's

    • Databricks-Certified-Data-Analyst-Associate Overview

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    Databricks-Certified-Data-Analyst-Associate Questions and Answers

    Question # 1

    In which of the following situations should a data analyst use higher-order functions?

    A.

    When custom logic needs to be applied to simple, unnested data

    B.

    When custom logic needs to be converted to Python-native code

    C.

    When custom logic needs to be applied at scale to array data objects

    D.

    When built-in functions are taking too long to perform tasks

    E.

    When built-in functions need to run through the Catalyst Optimizer

    Question # 2

    A data analyst is processing a complex aggregation on a table with zero null values and the query returns the following result:

    Which query did the analyst execute in order to get this result?

    A)

    B)

    C)

    D)

    A.

    Option A

    B.

    Option B

    C.

    Option C

    D.

    Option D

    Question # 3

    A data engineering team has created a Structured Streaming pipeline that processes data in micro-batches and populates gold-level tables. The microbatches are triggered every 10 minutes.

    A data analyst has created a dashboard based on this gold level data. The project stakeholders want to see the results in the dashboard updated within 10 minutes or less of new data becoming available within the gold-level tables.

    What is the ability to ensure the streamed data is included in the dashboard at the standard requested by the project stakeholders?

    A.

    A refresh schedule with an interval of 10 minutes or less

    B.

    A refresh schedule with an always-on SQL Warehouse (formerly known as SQL Endpoint

    C.

    A refresh schedule with stakeholders included as subscribers

    D.

    A refresh schedule with a Structured Streaming cluster

    Question # 4

    Which of the following describes how Databricks SQL should be used in relation to other business intelligence (BI) tools like Tableau, Power BI, and looker?

    A.

    As an exact substitute with the same level of functionality

    B.

    As a substitute with less functionality

    C.

    As a complete replacement with additional functionality

    D.

    As a complementary tool for professional-grade presentations

    E.

    As a complementary tool for quick in-platform Bl work

    Question # 5

    What describes Partner Connect in Databricks?

    A.

    it allows for free use of Databricks partner tools through a common API.

    B.

    it allows multi-directional connection between Databricks and Databricks partners easier.

    C.

    It exposes connection information to third-party tools via Databricks partners.

    D.

    It is a feature that runs Databricks partner tools on a Databricks SQL Warehouse (formerly known as a SQL endpoint).

    Free Databricks-Certified-Data-Analyst-Associate Databricks Exam Questions 6 to 24
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