Google GCP-DE Q&A - in .pdf

  • GCP-DE pdf
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Jun 06, 2026
  • Q & A: 77 Questions and Answers
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  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
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  • Updated: Jun 06, 2026
  • Q & A: 77 Questions and Answers
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Google GCP-DE Q&A - Testing Engine

  • GCP-DE Testing Engine
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Jun 06, 2026
  • Q & A: 77 Questions and Answers
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Google Data Engineer Sample Questions:

1. You operate an IoT pipeline built around Apache Kafka that normally receives around 5000 messages per second. You want to use Google Cloud Platform to create an alert as soon as the moving average over 1 hour drops below 4000 messages per second. What should you do?

A) If that number falls below 4000, send an alert.
B) Consume the stream of data in Cloud Dataflow using Kafka I
C) Use a Cloud Dataflow template to write your messages from Cloud Pub/Sub to Cloud Bigtabl
D) Use Kafka Connect to link your Kafka message queue to Cloud Pub/Su
E) Set a sliding time window of 1 hour every 5 minute
F) If that number falls below 4000, send an alert.
G) Use Cloud Scheduler to run a script every five minutes that counts the number of rows created in BigQuery in the last hour
H) Use a Cloud Dataflow template to write your messages from Cloud Pub/Sub to BigQuer
I) Compute the average when the window closes, and send an alert if the average is less than 4000 messages.
J) Consume the stream of data in Cloud Dataflow using Kafka I
K) Set a fixed time window of 1 hour.Compute the average when the window closes, and send an alert if the average is less than 4000 messages.
L) Use Kafka Connect to link your Kafka message queue to Cloud Pub/Su
M) Use Cloud Scheduler to run a script every hour that counts the number of rows created in Cloud Bigtable in the last hour


2. Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?

A) The with Allowed Lateness method
B) A processing time trigger
C) An hourly watermark
D) An event time trigger


3. Flowlogistic's CEO wants to gain rapid insight into their customer base so his sales team can be better informed in the field. This team is not very technical, so they've purchased a visualization tool to simplify the creation of BigQuery reports. However, they've been overwhelmed by all the data in the table, and are spending a lot of money on queries trying to find the data they need. You want to solve their problem in the most cost-effective way. What should you do?

A) Export the data into a Google Sheet for virtualization.
B) Create a view on the table to present to the virtualization tool.
C) Create an additional table with only the necessary columns.
D) Create identity and access management (IAM) roles on the appropriate columns, so only they appear in a query.


4. The YARN ResourceManager and the HDFS NameNode interfaces are available on a Cloud Dataproc cluster .

A) conditional node
B) master node
C) worker node
D) application node


5. Which of these sources can you not load data into BigQuery from?

A) Google Cloud SQL
B) Google Drive
C) File upload
D) Google Cloud Storage


Solutions:

Question # 1
Answer: I
Question # 2
Answer: B
Question # 3
Answer: B
Question # 4
Answer: B
Question # 5
Answer: A

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