Databricks-Certified-Data-Analyst-Associate practice materials Questions Answers

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Databricks-Certified-Data-Analyst-Associate
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Databricks Certified Data Analyst Associate Exam
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Jun 01,2026

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Total Questions: 45

Questions & Answers PDF

• Question 1

  

  A data analyst is working with gold-layer tables to complete an ad-hoc project. A stakeholder has provided the analyst with an additional dataset that can be used to augment the gold-layer tables already in use.Which of the following terms is used to describe this data augmentation?

  • Data testing
  • Ad-hoc improvements
  • Last-mile
  • Last-mile ETL
  • Data enhancement

  Reveal Answer Answer: E Next Question

• Question 2

  

  Which of the following approaches can be used to ingest data directly from cloud-based object storage?

  • Create an external table while specifying the DBFS storage path to FROM
  • Create an external table while specifying the DBFS storage path to PATH
  • It is not possible to directly ingest data from cloud-based object storage
  • Create an external table while specifying the object storage path to FROM
  • Create an external table while specifying the object storage path to LOCATION

  Reveal Answer Answer: E Next Question

• Question 3

  

  Which of the following is an advantage of using a Delta Lake-based data lakehouse over common data lake solutions?

  • ACID transactions
  • Flexible schemas
  • Data deletion
  • Scalable storage
  • Open-source formats

  Reveal Answer Answer: A Next Question

• Question 4

  

  A data analyst has created a user-defined function using the following line of code: CREATE FUNCTION price(spend DOUBLE, units DOUBLE)RETURNS DOUBLERETURN 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?

  • SELECT PRICE customer_spend, customer_units AS customer_price FROM customer_summary
  • SELECT price FROM customer_summary
  • SELECT function(price(customer_spend, customer_units)) AS customer_price FROM customer_summary
  • SELECT double(price(customer_spend, customer_units)) AS customer_price FROM customer_summary
  • SELECT price(customer_spend, customer_units) AS customer_price FROM customer_summary

  Reveal Answer Answer: E Next Question

• Question 5

  

  A data analyst has been asked to produce a visualization that shows the flow of users through a website.Which of the following is used for visualizing this type of flow?

  • Heatmap
  • IChoropleth
  • Word Cloud
  • Pivot Table
  • Sankey

  Reveal Answer Answer: E Next Question

• Question 6

  

  Which of the following approaches can be used to connect Databricks to Fivetran for data ingestion?

  • Use Workflows to establish a SQL warehouse (formerly known as a SQL endpoint) for Fivetran to interact with
  • Use Delta Live Tables to establish a cluster for Fivetran to interact with
  • Use Partner Connect's automated workflow to establish a cluster for Fivetran to interact with
  • Use Partner Connect's automated workflow to establish a SQL warehouse (formerly known as a SQL endpoint) for Fivetran to interact with
  • Use Workflows to establish a cluster for Fivetran to interact with

  Reveal Answer Answer: C Next Question

• Question 7

  

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

  • When custom logic needs to be applied to simple, unnested data
  • When custom logic needs to be converted to Python-native code
  • When custom logic needs to be applied at scale to array data objects
  • When built-in functions are taking too long to perform tasks
  • When built-in functions need to run through the Catalyst Optimizer

  Reveal Answer Answer: C Next Question

• Question 8

  

  Which of the following benefits of using Databricks SQL is provided by Data Explorer?

  • It can be used to run UPDATE queries to update any tables in a database.
  • It can be used to view metadata and data, as well as view/change permissions.
  • It can be used to produce dashboards that allow data exploration.
  • It can be used to make visualizations that can be shared with stakeholders.
  • It can be used to connect to third party Bl cools.

  Reveal Answer Answer: B Next Question

• Question 9

  

  Which of the following layers of the medallion architecture is most commonly used by data analysts?

  • None of these layers are used by data analysts
  • Gold
  • All of these layers are used equally by data analysts
  • Silver
  • Bronze

  Reveal Answer Answer: B Next Question

• Question 10

  

  A data analyst is attempting to drop a table my_table. The analyst wants to delete all table metadata and data.They run the following command: DROP TABLE IF EXISTS my_table;While the object no longer appears when they run SHOW TABLES, the data files still exist.Which of the following describes why the data files still exist and the metadata files were deleted?

  • The table's data was larger than 10 GB
  • The table did not have a location
  • The table was external
  • The table's data was smaller than 10 GB
  • The table was managed

  Reveal Answer Answer: C Next Question

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Total Questions: 45

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