1|Page
GCP Professional Data Engineer Certification Exam
Newest 2026 With Complete Questions And Correct
Answers |Already Graded A+||Newest Exam Version!!!|
TPT Ltd. decides to migrate its on-premise data
infrastructure to the cloud especially for high availability of
cloud services and to lower the high costs of storing data
on-premise. The infrastructure uses HDFS to store data
which can be processed and transformed using Apache
Hive and Spark. The company wants to migrate the
infrastructure but DevOps team still wants to administrate
the infrastructure in the cloud. Which of the following
approach should be recommended in this case? - Answer-
Use Dataproc to process the data. Store data in Google
Storage.
TPT Ltd. is a video-on-demand company plans to
generate subtitles for its content on the web. With over
20,000 hours of content to be subtitled, their current
subtitle team cannot match up with the every-growing
video hours that the content team keep adding to the
website library. The company is looking for a solution to
automate this process since manpower recruitment can be
expensive and may take a longer period of time. Choose
the best alternative from the following that can help in the
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automation of video subtitles. - Answer-Cloud Speech-to-
Text.
Which keyword is used in BigQuery standard SQL when
selecting from multiple tables with wildcard by their
suffices? - Answer-_TABLE_SUFFIX
TPT Ltd. is a dairy products company . The company
monitors its employees activities and detect any intruders
using their sensors which are installed around different
areas in their farms. They use Apache Kafka cluster to
gather the events coming from sensors. The Kafka cluster
is becoming a bottleneck causing lag in receiving sensor
events. It turns out that the sensors are sending more
frequent events. Also, with the company expanding more
farms, various sensors are being installed thereby causing
extra load on the cluster. Which of the following is the
most suitable approach to solve this issue? - Answer-Use
pub/sub to ingest and stream sensor events.
TPT Ltd. is an online 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
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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? - Answer-Cloud
Speech-to-Text.
TPT Ltd. plans to move its 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. - Answer-Appliance Transfer Service.
Rick has a dataflow pipeline which reads a CSV file daily
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? -
GCP Professional Data Engineer Certification Exam
Newest 2026 With Complete Questions And Correct
Answers |Already Graded A+||Newest Exam Version!!!|
TPT Ltd. decides to migrate its on-premise data
infrastructure to the cloud especially for high availability of
cloud services and to lower the high costs of storing data
on-premise. The infrastructure uses HDFS to store data
which can be processed and transformed using Apache
Hive and Spark. The company wants to migrate the
infrastructure but DevOps team still wants to administrate
the infrastructure in the cloud. Which of the following
approach should be recommended in this case? - Answer-
Use Dataproc to process the data. Store data in Google
Storage.
TPT Ltd. is a video-on-demand company plans to
generate subtitles for its content on the web. With over
20,000 hours of content to be subtitled, their current
subtitle team cannot match up with the every-growing
video hours that the content team keep adding to the
website library. The company is looking for a solution to
automate this process since manpower recruitment can be
expensive and may take a longer period of time. Choose
the best alternative from the following that can help in the
,2|Page
automation of video subtitles. - Answer-Cloud Speech-to-
Text.
Which keyword is used in BigQuery standard SQL when
selecting from multiple tables with wildcard by their
suffices? - Answer-_TABLE_SUFFIX
TPT Ltd. is a dairy products company . The company
monitors its employees activities and detect any intruders
using their sensors which are installed around different
areas in their farms. They use Apache Kafka cluster to
gather the events coming from sensors. The Kafka cluster
is becoming a bottleneck causing lag in receiving sensor
events. It turns out that the sensors are sending more
frequent events. Also, with the company expanding more
farms, various sensors are being installed thereby causing
extra load on the cluster. Which of the following is the
most suitable approach to solve this issue? - Answer-Use
pub/sub to ingest and stream sensor events.
TPT Ltd. is an online 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
, 3|Page
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? - Answer-Cloud
Speech-to-Text.
TPT Ltd. plans to move its 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. - Answer-Appliance Transfer Service.
Rick has a dataflow pipeline which reads a CSV file daily
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? -
