Databricks Certified Data Analyst Associate - Databricks-Certified-Data-Analyst-Associate Exam Questions [2026]

QUESTION NO: 1
Which of the following layers of the medallion architecture is most commonly used by data analysts?

A. All of these layers are used equally by data analysts B. Silver C. Bronze D. None of these layers are used by data analysts E. Gold

Correct Answer: E

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 2
A data analyst created and is the owner of the managed table my_ table. They now want to change ownership of the table to a single other user using Data Explorer.
Which of the following approaches can the analyst use to complete the task?

A. Edit the Owner field in the table page by selecting the Admins group B. Edit the Owner field in the table page by selecting the new owner ' s account C. Edit the Owner field in the table page by removing all access D. Edit the Owner field in the table page by selecting All Users E. Edit the Owner field in the table page by removing their own account

Correct Answer: B

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 3
A distributed team of data analysts share computing resources on an interactive cluster with autoscaling configured. In order to better manage costs and query throughput, the workspace administrator is hoping to evaluate whether cluster upscaling is caused by many concurrent users or resource-intensive queries.
In which location can one review the timeline for cluster resizing events?

A. Driver's log file B. Cluster Event Log C. Ganglia D. Executor's log file E. Workspace audit logs

Correct Answer: B

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 4
A data analyst is troubleshooting a query in Databricks SQL that fails when processing large datasets and complex join operations. Logs indicate that the job consistently aborts due to resource constraint errors on the cluster.
Which Query Profile metric should the analyst use to identify the operator that is causing resource overuse?

A. Memory peak per operator B. Bytes spilled to disk per operator C. Shuffle read size per operator D. Time spent per operator

Correct Answer: A

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 5
Which of the following is a benefit of the Databricks Lakehouse Platform embracing open source technologies?

A. Avoiding vendor lock-in B. Simplified governance C. Ability to scale workloads D. Cloud-specific integrations E. Ability to scale storage

Correct Answer: A

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 6
A data analyst has created a user-defined function using the following line of code:
CREATE FUNCTION price(spend DOUBLE, units DOUBLE)
RETURNS DOUBLE
RETURN spend / units;
Which of the following code blocks can be used to apply this function to the customer_spend and customer_units columns of the table customer_summary to create column customer_price?

A. SELECT double(price(customer_spend, customer_units)) AS customer_price FROM customer_summary B. SELECT price(customer_spend, customer_units) AS customer_price FROM customer_summary C. SELECT price FROM customer_summary D. SELECT PRICE customer_spend, customer_units AS customer_price FROM customer_summary E. SELECT function(price(customer_spend, customer_units)) AS customer_price FROM customer_summary

Correct Answer: B

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 7
Which statement about subqueries is correct?

A. Subqueries can retrieve data without requiring the creation of a table or view. B. Subqueries can be used like other built-in functions to transform data into different data types. C. Subqueries can be used like other user-defined functions to transform data into different data types. D. Subqueries are not available in Databricks SQL

Correct Answer: A

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 8
A data analyst wants to create a Databricks SQL dashboard with multiple data visualizations and multiple counters. What must be completed before adding the data visualizations and counters to the dashboard?

A. A SQL warehouse (formerly known as SQL endpoint) must be turned on and selected. B. The dashboard owner must also be the owner of the queries, data visualizations, and counters. C. All data visualizations and counters must be created using Queries. D. A markdown-based tile must be added to the top of the dashboard displaying the dashboard ' s name.

Correct Answer: C

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 9
A data organization has a team of engineers developing data pipelines following the medallion architecture using Delta Live Tables. While the data analysis team working on a project is using gold-layer tables from these pipelines, they need to perform some additional processing of these tables prior to performing their analysis.
Which of the following terms is used to describe this type of work?

A. Last-mile B. Data enhancement C. Data testing D. Last-mile ETL E. Data blending

Correct Answer: D

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).

QUESTION NO: 10
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: D

Explanation: Only visible for Pass4Test members. You can sign-up / login (it's free).