8/28/25, 7:00 PM
Data bricks Data Engineering Associate – Certification Exam
Newest 2025/2026 With Complete Questions And Correct
Answers |Already Graded A+||Brand New Version !!
Question 1 E. A data lakehouse enables both batch and streaming analytics.
Which of the following
describes a benefit of a
data lakehouse that is
unavailable in a traditional
data warehouse?
A. A data lakehouse
provides a relational
system of data
management.
B. A data lakehouse captures
snapshots of data for
version control purposes.
C. A data lakehouse couples
storage and compute for
complete control.
D. A data lakehouse
utilizes proprietary
storage formats for data.
E. A data lakehouse
enables both batch and
streaming analytics.
Question 2 A. Data plane
Which of the following
locations hosts the driver and
worker nodes of a
Databricks- managed cluster?
A. Data plane
B. Control plane
/ 1/50
,8/28/25, 7:00 PM
C. Databricks Filesystem
D. JDBC data source
E. Databricks web application
Question 3 D. A data lakehouse stores unstructured data and is ACID-
A data architect is designing a compliant.
data model that works for both
video-based machine learning
workloads and highly audited
batch ETL/ELT workloads.
Which of the following
describes how using a data
lakehouse can help the data
architect meet the needs of
both workloads?
A. A data lakehouse requires
very little data modeling.
B. A data lakehouse
combines compute and
storage for simple
governance.
C. A data lakehouse provides
autoscaling for compute
clusters.
D. A data lakehouse stores
unstructured data and is
ACID-compliant.
E. A data lakehouse fully exists
in the cloud.
/ 2/50
,8/28/25, 7:00 PM
Question 4 C. An automated workflow needs to be run every 30 minutes.
Which of the following
describes a scenario in
which a data engineer will
want to use a Job cluster
instead of an all- purpose
cluster?
A. An ad-hoc analytics
report needs to be
developed while
minimizing compute costs.
B. A data team needs to
collaborate on the
development of a machine
learning model.
C. An automated workflow
needs to be run every 30
minutes.
D. A Databricks SQL query
needs to be scheduled
for upward reporting.
E. A data engineer needs
to manually investigate
a production error.
Question 5 C. Data Explorer
A data engineer has created
a Delta table as part of a
data pipeline. Downstream
data analysts now need
SELECT permission on the
Delta table.
Assuming the data
engineer is the Delta table
owner, which part of the
Databricks Lakehouse
Platform can the data
engineer use to grant the
/ 3/50
, 8/28/25, 7:00 PM
data analysts the
appropriate access?
A. Repos
B. Jobs
C. Data Explorer
D. Databricks Filesystem
E. Dashboards
/ 4/50
Data bricks Data Engineering Associate – Certification Exam
Newest 2025/2026 With Complete Questions And Correct
Answers |Already Graded A+||Brand New Version !!
Question 1 E. A data lakehouse enables both batch and streaming analytics.
Which of the following
describes a benefit of a
data lakehouse that is
unavailable in a traditional
data warehouse?
A. A data lakehouse
provides a relational
system of data
management.
B. A data lakehouse captures
snapshots of data for
version control purposes.
C. A data lakehouse couples
storage and compute for
complete control.
D. A data lakehouse
utilizes proprietary
storage formats for data.
E. A data lakehouse
enables both batch and
streaming analytics.
Question 2 A. Data plane
Which of the following
locations hosts the driver and
worker nodes of a
Databricks- managed cluster?
A. Data plane
B. Control plane
/ 1/50
,8/28/25, 7:00 PM
C. Databricks Filesystem
D. JDBC data source
E. Databricks web application
Question 3 D. A data lakehouse stores unstructured data and is ACID-
A data architect is designing a compliant.
data model that works for both
video-based machine learning
workloads and highly audited
batch ETL/ELT workloads.
Which of the following
describes how using a data
lakehouse can help the data
architect meet the needs of
both workloads?
A. A data lakehouse requires
very little data modeling.
B. A data lakehouse
combines compute and
storage for simple
governance.
C. A data lakehouse provides
autoscaling for compute
clusters.
D. A data lakehouse stores
unstructured data and is
ACID-compliant.
E. A data lakehouse fully exists
in the cloud.
/ 2/50
,8/28/25, 7:00 PM
Question 4 C. An automated workflow needs to be run every 30 minutes.
Which of the following
describes a scenario in
which a data engineer will
want to use a Job cluster
instead of an all- purpose
cluster?
A. An ad-hoc analytics
report needs to be
developed while
minimizing compute costs.
B. A data team needs to
collaborate on the
development of a machine
learning model.
C. An automated workflow
needs to be run every 30
minutes.
D. A Databricks SQL query
needs to be scheduled
for upward reporting.
E. A data engineer needs
to manually investigate
a production error.
Question 5 C. Data Explorer
A data engineer has created
a Delta table as part of a
data pipeline. Downstream
data analysts now need
SELECT permission on the
Delta table.
Assuming the data
engineer is the Delta table
owner, which part of the
Databricks Lakehouse
Platform can the data
engineer use to grant the
/ 3/50
, 8/28/25, 7:00 PM
data analysts the
appropriate access?
A. Repos
B. Jobs
C. Data Explorer
D. Databricks Filesystem
E. Dashboards
/ 4/50
