Databricks Databricks-Certified-Data-Analyst-Associate : 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: Nov 08, 2026

Q & A: 118 Questions and Answers

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Your IT career deserves a serious start in 2026. The Databricks Certified Data Analyst Associate certification provides it, and PassTorrent provides the material: 118 practice questions, 365 days of free updates.

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

SectionWeightObjectives
Topic 1: Securing Data8%- Security and Access Control
  • 1. Data Access Policies
  • 2. Unity Catalog Security
  • 3. Permissions and Roles
Topic 2: Executing Queries Using Databricks SQL and SQL Warehouses20%- SQL Querying
  • 1. SQL Warehouses
  • 2. Writing SQL Queries
  • 3. Query Optimization
  • 4. Joins and Subqueries
  • 5. Filtering and Aggregation
Topic 3: Importing Data5%- Data Import
  • 1. Creating Tables from Imported Data
  • 2. Uploading Files
  • 3. Loading CSV and JSON Data
Topic 4: Developing AI/BI Genie Spaces12%- AI and BI Features
  • 1. AI/BI Genie
  • 2. Natural Language Queries
  • 3. Workspace Configuration
Topic 5: Understanding of Databricks Data Intelligence Platform11%- Platform Components
  • 1. Databricks SQL
  • 2. Mosaic AI
  • 3. Lakeflow Jobs
  • 4. Delta Lake
  • 5. Unity Catalog
- Catalog and Governance
  • 1. Data Lineage
  • 2. Catalogs and Schemas
  • 3. Managed and External Tables
  • 4. Views and Certified Tables
Topic 6: Analyzing Queries15%- Query Analysis
  • 1. Monitoring Query Execution
  • 2. Performance Tuning
  • 3. Reading Query Plans
Topic 7: Managing Data8%- Data Management
  • 1. Cleaning Data with SQL
  • 2. Tagging and Lineage
  • 3. Handling Missing and Invalid Data
  • 4. Discovering Data Assets
Topic 8: Creating Dashboards and Visualizations16%- Visualization
  • 1. Dashboards
  • 2. Charts and Graphs
  • 3. Sharing and Publishing
  • 4. Alerts and Filters
Topic 9: Data Modeling with Databricks SQL5%- Modeling Concepts
  • 1. Data Organization
  • 2. Fact and Dimension Tables
  • 3. Views and Relationships

Databricks Certified Data Analyst Associate Exam FAQ — What Matters

Delivery is instant — payment triggers an automatic email within a minute, with unlimited installations and 24/7 assistance if nothing arrives within 2 hours (check spam). Updates arrive the same way: for 365 days, each new version is sent to your mailbox immediately upon release. And if you fail the corresponding Databricks-Certified-Data-Analyst-Associate exam within 60 days of purchase, we refund in full: submit a scanned enrollment slip plus the official Score Report PDF within 2 days of the exam, processed within 7 days. Excluded: exams within 3 days of purchase, candidate names that don't match the payer, and free or expired products. You can also exchange for two equal-value products free.

$200 USD per attempt, 70% to pass. Retakes bill the full fee again — which is why accurate preparation with the 118 practice questions from PassTorrent is the economical route.

Yes — a free Databricks Certified Data Analyst Associate demo is available to download before you decide. Evaluate the questions and answers yourself; every purchase then includes 365 days of free updates, renewable at 50% off afterward.

90 minutes for 45 questions. Practice seriously with the clock running — timed sessions in the PassTorrent engine turn time pressure into routine before test day.

The Databricks Certified Data Analyst Associate is Databricks's certification exam for Data Analyst, at the Associate level. For IT workers with aspirations, it's essential proof of capability — the line that starts or advances a career. Related credentials include Databricks Certified Data Engineer Associate, Databricks Certified Machine Learning Associate.

The Databricks Certified Data Analyst Associate blueprint spans 9 domains — including Analyzing Queries (15%), Understanding of Databricks Data Intelligence Platform (11%), Developing AI/BI Genie Spaces (12%). Allocate study time by weighting, and consult the full outline above for every subtopic.

No formal prerequisites. Databricks recommends 6+ months of hands-on experience with data analysis and Databricks SQL. Vendors revise eligibility rules periodically, so confirm the current requirements on the official page (official Databricks-Certified-Data-Analyst-Associate exam page) before registering.

Databricks Certified Data Analyst Associate Sample Questions:

Question #1

Data engineers and data analysts are working together on a data pipeline. The data engineer is working on the raw, bronze, and silver layers of the pipeline using Python, and the data analyst is working on the gold layer of the pipeline using SQL. The raw source of the pipeline is a streaming input. They now want to migrate their pipeline to use Delta Live Tables.
Which of the following changes will need to be made to the pipeline when migrating to Delta Live Tables?

  • A. The pipeline will need to be written entirely in Python.
  • B. The pipeline can have different notebook sources in SQL and Python.
  • C. The pipeline will need to use a batch source in place of a streaming source.
  • D. The pipeline will need to be written entirely in SQL.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).

Question #2

A data scientist has asked a data analyst to create histograms for every continuous variable in a data set. The data analyst needs to identify which columns are continuous in the data set.
What describes a continuous variable?

  • A. A quantitative variable Chat can take on a finite or countably infinite set of values
  • B. A quantitative variable that never stops changing
  • C. A categorical variable in which the number of categories continues to increase over time
  • D. A quantitative variable that can take on an uncountable set of values
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).

Question #3

A data analyst wants to create a dashboard with three main sections: Development, Testing, and Production.
They want all three sections on the same dashboard, but they want to clearly designate the sections using text on the dashboard.
Which of the following tools can the data analyst use to designate the Development, Testing, and Production sections using text?

  • A. Separate color palettes for each section
  • B. Separate endpoints for each section
  • C. Direct text written into the dashboard in editing mode
  • D. Separate queries for each section
  • E. Markdown-based text boxes
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).

Question #4

Which of the following is a benefit of Databricks SQL using ANSI SQL as its standard SQL dialect?

  • A. It is more compatible with Spark ' s interpreters
  • B. It is easy to migrate existing SQL queries to Databricks SQL
  • C. It is more performant than other SQL dialects
  • D. It allows for the use of Photon ' s computation optimizations
  • E. It has increased customization capabilities
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).

Question #5

A data analyst has a managed table table_name in database database_name. They would now like to remove the table from the database and all of the data files associated with the table. The rest of the tables in the database must continue to exist.
Which of the following commands can the analyst use to complete the task without producing an error?

  • A. DROP TABLE database_name.table_name;
  • B. DELETE TABLE database_name.table_name;
  • C. DELETE TABLE table_name FROM database_name;
  • D. DROP TABLE table_name FROM database_name;
  • E. DROP DATABASE database_name;
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).

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