1
DATABRICKS DATA ANALYST ASSOCIATE EXAM LATEST
UPDATES -2025/2026- ACTUAL QUESTIONS WITH VERIFIED
ANSWERS ALREADY GRADED A+ GUARANTEED PASS
A data engineering team has created a Structured Streaming pipeline that
processes data in micro-batches and populates gold-level tables. The micro
batches are triggered every minute. A data analyst has created a dashboard based
on this gold-level data. The project stakeholders want to see the results in the
dashboard updated within one minute or less of new data becoming available
within the gold-level tables. Which of the following cautions should the data
analyst share prior to setting up the dashboard to complete this task?
A. The required compute resources could be costly
B. The gold-level tables are not appropriately clean for business reporting
C. The streaming data is not an appropriate data source for a dashboard
D. The streaming cluster is not fault tolerant
E. The dashboard cannot be refreshed that quickly
A. The required compute resources could be costly
A data analyst has recently joined a new team that uses Databricks SQL, but the
analyst has never used Databricks before. The analyst wants to know where in
Databricks SQL they can write and execute SQL queries. On which of the following
pages can the analyst write and execute SQL queries?
A. Data page
B. Dashboards page
, 2
C. Queries page
D. Alerts page
E. SQL Editor page
E. SQL Editor page
Which of the following describes how Databricks SQL should be used in relation to
other business intelligence (BI) tools like Tableau, Power BI, and looker?
A. As an exact substitute with the same level of functionality
B. As a substitute with less functionality
C. As a complete replacement with additional functionality
D. As a complementary tool for professional-grade presentations
E. As a complementary tool for quick in-platform BI work
E. As a complementary tool for quick in-platform BI work
Which of the following approaches can be used to connect Databricks to Fivetran
for data ingestion?
A. Use Workflows to establish a SQL warehouse (formerly known as a SQL
endpoint) for Fivetran to interact with
B. Use Delta Live Tables to establish a cluster for Fivetran to interact with
C. Use Partner Connect's automated workflow to establish a cluster for Fivetran
to interact with
D. Use Partner Connect's automated workflow to establish a SQL warehouse
(formerly known as a SQL endpoint) for Fivetran to interact with
E. Use Workflows to establish a cluster for Fivetran to interact with
, 3
C. Use Partner Connect's automated workflow to establish a cluster for Fivetran
to interact with
Data professionals with varying titles use the Databricks SQL service as the
primary touchpoint with the Databricks Lakehouse Platform. However, some
users will use other services like Databricks Machine Learning or Databricks Data
Science and Engineering. Which of the following roles uses Databricks SQL as a
secondary service while primarily using one of the other services?
A. Business analyst
B. SQL analyst
C. Data engineer
D. Business intelligence analyst
E. Data analyst
C. Data engineer
A data analyst has set up a SQL query to run every four hours on a SQL endpoint,
but the SQL endpoint is taking too long to start up with each run. Which of the
following changes can the data analyst make to reduce the start-up time for the
endpoint while managing costs?
A. Reduce the SQL endpoint cluster size
B. Increase the SQL endpoint cluster size
C. Turn off the Auto stop feature
D. Increase the minimum scaling value
E. Use a Serverless SQL endpoint
E. Use a Serverless SQL endpoint
, 4
Which of the following approaches can be used to ingest data directly from cloud-
based object storage?
A. Create an external table while specifying the DBFS storage path to FROM
B. Create an external table while specifying the DBFS storage path to PATH
C. It is not possible to directly ingest data from cloud-based object storage
D. Create an external table while specifying the object storage path to FROM
E. Create an external table while specifying the object storage path to LOCATION
E. Create an external table while specifying the object storage path to LOCATION
Which of the following layers of the medallion architecture is most commonly
used by data analysts?
A. None of these layers are used by data analysts
B. Gold
C. All of these layers are used equally by data analysts
D. Silver
E. Bronze
B. Gold
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
DATABRICKS DATA ANALYST ASSOCIATE EXAM LATEST
UPDATES -2025/2026- ACTUAL QUESTIONS WITH VERIFIED
ANSWERS ALREADY GRADED A+ GUARANTEED PASS
A data engineering team has created a Structured Streaming pipeline that
processes data in micro-batches and populates gold-level tables. The micro
batches are triggered every minute. A data analyst has created a dashboard based
on this gold-level data. The project stakeholders want to see the results in the
dashboard updated within one minute or less of new data becoming available
within the gold-level tables. Which of the following cautions should the data
analyst share prior to setting up the dashboard to complete this task?
A. The required compute resources could be costly
B. The gold-level tables are not appropriately clean for business reporting
C. The streaming data is not an appropriate data source for a dashboard
D. The streaming cluster is not fault tolerant
E. The dashboard cannot be refreshed that quickly
A. The required compute resources could be costly
A data analyst has recently joined a new team that uses Databricks SQL, but the
analyst has never used Databricks before. The analyst wants to know where in
Databricks SQL they can write and execute SQL queries. On which of the following
pages can the analyst write and execute SQL queries?
A. Data page
B. Dashboards page
, 2
C. Queries page
D. Alerts page
E. SQL Editor page
E. SQL Editor page
Which of the following describes how Databricks SQL should be used in relation to
other business intelligence (BI) tools like Tableau, Power BI, and looker?
A. As an exact substitute with the same level of functionality
B. As a substitute with less functionality
C. As a complete replacement with additional functionality
D. As a complementary tool for professional-grade presentations
E. As a complementary tool for quick in-platform BI work
E. As a complementary tool for quick in-platform BI work
Which of the following approaches can be used to connect Databricks to Fivetran
for data ingestion?
A. Use Workflows to establish a SQL warehouse (formerly known as a SQL
endpoint) for Fivetran to interact with
B. Use Delta Live Tables to establish a cluster for Fivetran to interact with
C. Use Partner Connect's automated workflow to establish a cluster for Fivetran
to interact with
D. Use Partner Connect's automated workflow to establish a SQL warehouse
(formerly known as a SQL endpoint) for Fivetran to interact with
E. Use Workflows to establish a cluster for Fivetran to interact with
, 3
C. Use Partner Connect's automated workflow to establish a cluster for Fivetran
to interact with
Data professionals with varying titles use the Databricks SQL service as the
primary touchpoint with the Databricks Lakehouse Platform. However, some
users will use other services like Databricks Machine Learning or Databricks Data
Science and Engineering. Which of the following roles uses Databricks SQL as a
secondary service while primarily using one of the other services?
A. Business analyst
B. SQL analyst
C. Data engineer
D. Business intelligence analyst
E. Data analyst
C. Data engineer
A data analyst has set up a SQL query to run every four hours on a SQL endpoint,
but the SQL endpoint is taking too long to start up with each run. Which of the
following changes can the data analyst make to reduce the start-up time for the
endpoint while managing costs?
A. Reduce the SQL endpoint cluster size
B. Increase the SQL endpoint cluster size
C. Turn off the Auto stop feature
D. Increase the minimum scaling value
E. Use a Serverless SQL endpoint
E. Use a Serverless SQL endpoint
, 4
Which of the following approaches can be used to ingest data directly from cloud-
based object storage?
A. Create an external table while specifying the DBFS storage path to FROM
B. Create an external table while specifying the DBFS storage path to PATH
C. It is not possible to directly ingest data from cloud-based object storage
D. Create an external table while specifying the object storage path to FROM
E. Create an external table while specifying the object storage path to LOCATION
E. Create an external table while specifying the object storage path to LOCATION
Which of the following layers of the medallion architecture is most commonly
used by data analysts?
A. None of these layers are used by data analysts
B. Gold
C. All of these layers are used equally by data analysts
D. Silver
E. Bronze
B. Gold
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
