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Databricks Databricks-Certified-Data-Analyst-Associate Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Modeling with Databricks SQL | 5% | - Delta table structure - Schema design principles - Performance-oriented modeling |
| Topic 2: Managing Data | 8% | - Unity Catalog usage - Data cleaning and preparation - Discovering and registering datasets - Dataset versioning and management |
| Topic 3: Understanding of Databricks Data Intelligence Platform | 11% | - Core architecture and components - Workspace navigation and interface - Lakehouse platform fundamentals |
| Topic 4: Analyzing Queries | 15% | - Liquid clustering and indexing - Query history and auditing - Execution plans and analysis - Performance optimization |
| Topic 5: Securing Data | 8% | - Access control and permissions - Data governance policies - Secure storage and compliance |
| Topic 6: Creating Dashboards and Visualizations in Databricks | 16% | - Filtering and interactivity - Scheduling and sharing dashboards - Visualization types and best practices - Dashboard creation and layout |
| Topic 7: Developing, Sharing, and Maintaining AI/BI Genie Spaces | 12% | - Genie space setup and configuration - Natural language query setup - Access control and sharing - Maintenance and improvement |
| Topic 8: Importing Data | 5% | - Databricks Marketplace - API and Auto Loader - S3 and cloud storage integration - UI-based data ingestion - Delta Sharing |
| Topic 9: Executing Queries using Databricks SQL and Databricks SQL Warehouses | 20% | - ANSI SQL syntax and functions - Aggregations and grouping - Creating and managing views - Joining and combining datasets - Warehouse configuration and performance |
Common Questions About the Databricks Certified Data Analyst Associate
The Databricks Certified Data Analyst Associate exam is the official Databricks assessment behind the Databricks Certified Data Analyst Associate credential, which sits at the Associate level. Passing it confirms that your skills meet the vendor's current requirements rather than a textbook outline.
According to the official exam information, the Databricks Certified Data Analyst Associate exam includes 45 questions and gives you 90 minutes to complete them. Treat that as a pacing exercise, not just a knowledge check: bank the questions you know first, flag the ones that stall you, and circle back instead of burning minutes on a single item. Before test day, run at least one full timed session in the Pass4suresVCE desktop or online test engine, so the clock never feels unfamiliar when it counts.
To pass the Databricks Certified Data Analyst Associate exam you need Approximately 70% (not officially disclosed), and the official registration fee is $200 USD. Keep one thing in mind: a failed attempt is not discounted, so retaking the exam means paying $200 USD again in full. A practical safeguard is to sit a complete Pass4suresVCE practice test a week or two before your exam date; if your timed scores are not sitting comfortably above the passing mark, consider pushing your booking back and drilling the weak domains first.
The official prerequisites for the Databricks Certified Data Analyst Associate exam are as follows: No mandatory prerequisites; recommended 6+ months hands-on experience in data analysis and SQL usage with Databricks. Requirements can change over time, so confirm the details on the official Databricks exam page at https://www.databricks.com/learn/certification/data-analyst-associate before you book your seat.
You can register through the official channels listed below:
Exam delivery: Online proctored or authorized test center.
Databricks points candidates toward the following official training options:
Official training builds the theory; the 118 practice questions from Pass4suresVCE show you how that theory appears in exam-style items, which is where most study plans actually pay off.
Yes. A free PDF demo of the Databricks Certified Data Analyst Associate practice questions is available on the Pass4suresVCE samples page, so you can check the question style and difficulty before spending anything. Every purchase also includes 365 days of free updates, and if your product expires after that period, you can extend the update service from your member zone at 50% off.
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The Databricks Certified Data Analyst Associate syllabus is organized into 9 domains. The leading areas include Executing Queries using Databricks SQL and Databricks SQL Warehouses (20%), Creating Dashboards and Visualizations in Databricks (16%), and Developing, Sharing, and Maintaining AI/BI Genie Spaces (12%). For the complete, topic-by-topic breakdown, scroll up to the Exam Topics section above.
Databricks Certified Data Analyst Associate Sample Questions:
In which of the following scenarios should a data engineer select a Task in the Depends On field of a new Databricks Job Task?
- A. When another task has the same dependency libraries as the new task.
- B. When another task needs to use as little compute resources as possible.
- C. When another task needs to fail before the new task begins.
- D. When another task needs to successfully complete before the new task begins.
- E. When another task needs to be replaced by the new task.
Correct Answer: D 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
After running DESCRIBE EXTENDED accounts.customers;, the following was returned:
Now, a data analyst runs the following command:
DROP accounts.customers;
Which of the following describes the result of running this command?
- A. The accounts.customers table is removed from the metastore, and the underlying data files are deleted.
- B. Running SELECT * FROM delta. `dbfs:/stakeholders/customers` results in an error.
- C. The accounts.customers table is removed from the metastore, but the underlying data files are untouched.
- D. Running SELECT * FROM accounts.customers will return all rows in the table.
- E. All files with the .customers extension are deleted.
Correct Answer: C 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
Which of the following is an advantage of using a Delta Lake-based data lakehouse over common data lake solutions?
- A. Open-source formats
- B. ACID transactions
- C. Scalable storage
- D. Data deletion
- E. Flexible schemas
Correct Answer: B 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
A data analyst has created a Query in Databricks SQL, and now they want to create two data visualizations from that Query and add both of those data visualizations to the same Databricks SQL Dashboard.
Which of the following steps will they need to take when creating and adding both data visualizations to the Databricks SQL Dashboard?
- A. They will need to decide on a single data visualization to add to the dashboard.
- B. They will need to create two separate dashboards.
- C. They will need to copy the Query and create one data visualization per query.
- D. They will need to alter the Query to return two separate sets of results.
- E. They will need to add two separate visualizations to the dashboard based on the same Query.
Correct Answer: E 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
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.
Correct Answer: A 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
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