Databricks Databricks-Certified-Data-Analyst-Associate Valid Dump : Databricks Certified Data Analyst Associate Exam

Databricks-Certified-Data-Analyst-Associate real exams

Exam Code: Databricks-Certified-Data-Analyst-Associate

Exam Name: Databricks Certified Data Analyst Associate Exam

Updated: Oct 25, 2026

Q & A: 118 Questions and Answers

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Databricks Databricks-Certified-Data-Analyst-Associate Exam Syllabus Topics:

TopicDetails
Topic 1
  • Analytics applications: It describes key moments of statistical distributions, data enhancement, and the blending of data between two source applications. Moroever, the topic also explains last-mile ETL, a scenario in which data blending would be beneficial, key statistical measures, descriptive statistics, and discrete and continuous statistics.
Topic 2
  • Data Management: The topic describes Delta Lake as a tool for managing data files, Delta Lake manages table metadata, benefits of Delta Lake within the Lakehouse, tables on Databricks, a table owner’s responsibilities, and the persistence of data. It also identifies management of a table, usage of Data Explorer by a table owner, and organization-specific considerations of PII data. Lastly, the topic it explains how the LOCATION keyword changes, usage of Data Explorer to secure data.
Topic 3
  • Data Visualization and Dashboarding: Sub-topics of this topic are about of describing how notifications are sent, how to configure and troubleshoot a basic alert, how to configure a refresh schedule, the pros and cons of sharing dashboards, how query parameters change the output, and how to change the colors of all of the visualizations. It also discusses customized data visualizations, visualization formatting, Query Based Dropdown List, and the method for sharing a dashboard.
Topic 4
  • Databricks SQL: This topic discusses key and side audiences, users, Databricks SQL benefits, complementing a basic Databricks SQL query, schema browser, Databricks SQL dashboards, and the purpose of Databricks SQL endpoints
  • warehouses. Furthermore, the delves into Serverless Databricks SQL endpoint
  • warehouses, trade-off between cluster size and cost for Databricks SQL endpoints
  • warehouses, and Partner Connect. Lastly it discusses small-file upload, connecting Databricks SQL to visualization tools, the medallion architecture, the gold layer, and the benefits of working with streaming data.
Topic 5
  • SQL in the Lakehouse: It identifies a query that retrieves data from the database, the output of a SELECT query, a benefit of having ANSI SQL, access, and clean silver-level data. It also compares and contrasts MERGE INTO, INSERT TABLE, and COPY INTO. Lastly, this topic focuses on creating and applying UDFs in common scaling scenarios.

Reference: https://www.databricks.com/learn/certification/data-analyst-associate

Databricks Certified Data Analyst Associate Sample Questions:

Question #1

Which location can be used to determine the owner of a managed table?

  • A. Review the Owner field in the table page using the SQL Editor
  • B. Review the Owner field in the schema page using Data Explorer
  • C. Review the Owner field in the table page using Catalog Explorer
  • D. Review the Owner field in the database page using Data Explorer
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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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?

  • A. Data Intelligence Engine
  • B. Unity Catalog
  • C. Genie Spaces
  • D. Databricks Assistant
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #3

Which of the following data workloads will utilize a Gold table as its source?

  • A. A job that cleans data by removing malformatted records.
  • B. A job that ingests raw data from a streaming source into the Lakehouse.
  • C. A job that aggregates uncleaned data to create standard summary statistics.
  • D. A job that queries aggregated data designed to feed into a dashboard.
  • E. A job that enriches data by parsing its timestamps into a human-readable format.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

A data analyst is using Databricks Unity Catalog. The datasets are tagged by sensitivity, and confidential data is marked with the tag key confidential. The data analyst needs to quickly find all tables tagged as confidential to review their access permissions in the Databricks workspace search bar.
Which search key text should the data analyst use to find these tables?

  • A. tag:confidential
  • B. confidential:true
  • C. tag=confidential
  • D. search tag = ' confidential '
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

Which of the following statements about a refresh schedule is incorrect?

  • A. You must have workspace administrator privileges to configure a refresh schedule
  • B. A query can be refreshed anywhere from 1 minute lo 2 weeks
  • C. A refresh schedule is not the same as an alert.
  • D. Refresh schedules can be configured in the Query Editor.
  • E. A query being refreshed on a schedule does not use a SQL Warehouse (formerly known as SQL Endpoint).
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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