8/28/25, 6:51 PM GCP Professional Data Engineer Certification |
GCP Professional Data Engineer Certification Exam Newest
2025/2026 With Complete Questions And Correct Answers
|Already Graded A+||Brand New Version!|
TPT Ltd. is an online Cloud Speech-to-Text.
learning platform company
that plans to generate
captions for its videos. The
learning platform offers
around 2,500 courses with
topics related to business,
finance, cooking,
development and science.
Also the platform offers
content with different
languages such as French,
German, Turkish and Thai.
This probably can be very
challenging for a single
team to caption all the
available courses. In
which case, the company
is looking for an approach
to meet the requirement
and handle the job
appropriately. Which of
the following Google Cloud
products should be used in
this case?
/ 1/28
,8/28/25, 6:51 PM GCP Professional Data Engineer Certification |
TPT Ltd. plans to move its Appliance Transfer Service.
data center from its on-
premise servers to the
cloud. It has been
estimated that the
company has about 2
Petabytes of data to be
moved.
The security team is very
concerned about the data
that needs to be migrated
securely. Also, the project
manager has a timeline of
6 months for the
completion of all
migration. Choose the
best possible approach that
must be used to perform this
task.
Rick has a dataflow pipeline Use Cloud Composer to rerun dataflow and reprocess the file.
which reads a CSV file daily Create a custom sensor to detect file condition if changed.
at 6 AM. He applies the
necessary cleansing and
transformation on it, and then
loads it to BigQuery. But due to
incomplete data or human
error the CSV file might be
modified within the day. Due
to which he has to manually
re-run dataflow pipeline
again. Which of the following
options should he use to fix
the issue by automatically
re-running the pipeline, if
the file has been modified?
/ 2/28
, 8/28/25, 6:51 PM GCP Professional Data Engineer Certification |
TPT Ltd. a coach line bus Regression.
service company wants to
forecast how many
passengers they expect to
book for tickets on their
buses for the upcoming
months. This helps the
company to understand
various factors like how
many buses are needed to
be in service for
maintenance, fuel required
and the number of drivers to
be available. Since 1968,
the company has records
of all the booked tickets
and allows private sharing
of this data for the prediction
process. Mike has been
asked to build the
machine learning model
for TPT Ltd. Which of the
following techniques he
must use to predict the
number of passengers?
TPT Ltd. plans to migrate Use Transfer Appliance Service to migrate the data to Google
its current infrastructure Storage.
from on-premise to Google
cloud. It stores over 280 TB
of data on its on-premise
HDFS servers. The
company plans to move
data from HDFS to Google
Storage in a secure and
efficient manner. Which of
the following approach is
/ 3/28
GCP Professional Data Engineer Certification Exam Newest
2025/2026 With Complete Questions And Correct Answers
|Already Graded A+||Brand New Version!|
TPT Ltd. is an online Cloud Speech-to-Text.
learning platform company
that plans to generate
captions for its videos. The
learning platform offers
around 2,500 courses with
topics related to business,
finance, cooking,
development and science.
Also the platform offers
content with different
languages such as French,
German, Turkish and Thai.
This probably can be very
challenging for a single
team to caption all the
available courses. In
which case, the company
is looking for an approach
to meet the requirement
and handle the job
appropriately. Which of
the following Google Cloud
products should be used in
this case?
/ 1/28
,8/28/25, 6:51 PM GCP Professional Data Engineer Certification |
TPT Ltd. plans to move its Appliance Transfer Service.
data center from its on-
premise servers to the
cloud. It has been
estimated that the
company has about 2
Petabytes of data to be
moved.
The security team is very
concerned about the data
that needs to be migrated
securely. Also, the project
manager has a timeline of
6 months for the
completion of all
migration. Choose the
best possible approach that
must be used to perform this
task.
Rick has a dataflow pipeline Use Cloud Composer to rerun dataflow and reprocess the file.
which reads a CSV file daily Create a custom sensor to detect file condition if changed.
at 6 AM. He applies the
necessary cleansing and
transformation on it, and then
loads it to BigQuery. But due to
incomplete data or human
error the CSV file might be
modified within the day. Due
to which he has to manually
re-run dataflow pipeline
again. Which of the following
options should he use to fix
the issue by automatically
re-running the pipeline, if
the file has been modified?
/ 2/28
, 8/28/25, 6:51 PM GCP Professional Data Engineer Certification |
TPT Ltd. a coach line bus Regression.
service company wants to
forecast how many
passengers they expect to
book for tickets on their
buses for the upcoming
months. This helps the
company to understand
various factors like how
many buses are needed to
be in service for
maintenance, fuel required
and the number of drivers to
be available. Since 1968,
the company has records
of all the booked tickets
and allows private sharing
of this data for the prediction
process. Mike has been
asked to build the
machine learning model
for TPT Ltd. Which of the
following techniques he
must use to predict the
number of passengers?
TPT Ltd. plans to migrate Use Transfer Appliance Service to migrate the data to Google
its current infrastructure Storage.
from on-premise to Google
cloud. It stores over 280 TB
of data on its on-premise
HDFS servers. The
company plans to move
data from HDFS to Google
Storage in a secure and
efficient manner. Which of
the following approach is
/ 3/28
