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Google Data Engineer : GCP-DE

GCP-DE

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Jul 10, 2026

Q & A: 77 Questions and Answers

GCP-DE Free Demo download:

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Google Data Engineer Sample Questions:

1. You have a data stored in BigQuery. The data in the BigQuery dataset must be highly available. You need to define a storage, backup, and recovery strategy of this data that minimizes cost. How should you configure the BigQuery table?

A) In the event of an emergency, use the backup copy of the table.
B) In the event of an emergency, use the backup copy of the table.
C) In the event of an emergency, use a point-in-time snapshot to recover the data.
D) Set the BigQuery dataset to be regiona
E) In the event of an emergency, use a point-in-time snapshot to recover the data.
F) Set the BigQuery dataset to be multi-regional
G) Create a scheduled query to make copies of the data to tables suffixed with the time of the backup
H) Set the BigQuery dataset to be regiona
I) Set the BigQuery dataset to be multi-regional
J) Create a scheduled query to make copies of the data to tables suffixed with the time of the backu


2. You are developing an application on Google Cloud that will automatically generate subject labels for users' blog posts. You are under competitive pressure to add this feature quickly, and you have no additional developer resources. No one on your team has experience with machine learning. What should you do?

A) Call the Cloud Natural Language API from your applicatio
B) Process the generated Sentiment Analysis as labels.
C) Call the model from your application and process the results as labels.
D) Build and train a text classification model using TensorFlo
E) Call the model from your application and process the results as labels.
F) Deploy the model using a KubernetesEngine cluste
G) Process the generated Entity Analysis as labels.
H) Build and train a text classification model using TensorFlo
I) Call the Cloud Natural Language API from your applicatio
J) Deploy the model using Cloud Machine Learning Engin


3. What are all of the BigQuery operations that Google charges for?

A) Storage, queries, and streaming inserts
B) Storage, queries, and exporting data
C) Queries and streaming inserts
D) Storage, queries, and loading data from a file


4. Flowlogistic's management has determined that the current Apache Kafka servers cannot handle the data volume for their real-time inventory tracking system. You need to build a new system on Google Cloud Platform (GCP) that will feed the proprietary tracking software. The system must be able to ingest data from a variety of global sources, process and query in real-time, and store the data reliably. Which combination of GCP products should you choose?

A) Cloud Pub/Sub, Cloud Dataflow, and Local SSD
B) Cloud Load Balancing, Cloud Dataflow, and Cloud Storage
C) Cloud Pub/Sub, Cloud SQL, and Cloud Storage
D) Cloud Pub/Sub, Cloud Dataflow, and Cloud Storage


5. You want to migrate an on-premises Hadoop system to Cloud Dataproc. Hive is the primary tool in use, and the data format is Optimized Row Columnar (ORC). All ORC files have been successfully copied to a Cloud Storage bucket. You need to replicate some data to the cluster's local Hadoop Distributed File System (HDFS) to maximize performance. What are two ways to start using Hive in Cloud Dataproc? (Choose two.)

A) Leverage Cloud Storage connector for Hadoop to mount the ORC files as external Hive table
B) Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to any node of the Dataproc cluste
C) Leverage BigQuery connector for Hadoop to mount the BigQuery tables as external Hive table
D) Replicate external Hive tables to the native ones.
E) Mount the Hive tables from HDFS.
F) Mount the Hive tables locally.
G) Load the ORC files into BigQuer
H) Then run the Hadoop utility to copy them do HDF
I) Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to HDF
J) Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to the master node of the Dataproc cluste
K) Mount the Hive tables locally.
L) Replicate external Hive tables to the native ones.


Solutions:

Question # 1
Answer: C
Question # 2
Answer: G
Question # 3
Answer: A
Question # 4
Answer: C
Question # 5
Answer: B,F

GCP-DE Related Exams
Professional-Cloud-Architect - Google Certified Professional - Cloud Architect (GCP)
Professional-Cloud-Database-Engineer - Google Cloud Certified - Professional Cloud Database Engineer
Professional-Cloud-Architect-JPN - Google Certified Professional - Cloud Architect (GCP) (Professional-Cloud-Architect日本語版)
Professional-Cloud-Security-Engineer-JPN - Google Cloud Certified - Professional Cloud Security Engineer Exam (Professional-Cloud-Security-Engineer日本語版)
Cloud-Digital-Leader-JPN - Google Cloud Digital Leader (Cloud-Digital-Leader日本語版)
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