Google Data Engineer : GCP-DE valid dumps

GCP-DE real exams

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Aug 22, 2026

Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Building and operationalizing data processing systems28%-33%- Operationalizing systems
  • 1. Monitor data pipelines and workloads
  • 2. Implement fault tolerance and recovery
  • 3. Manage logging and alerting
- Building data processing systems
  • 1. Implement batch processing systems
  • 2. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
  • 3. Implement streaming data systems
Topic 2: Ensuring solution quality20%-25%- Security and compliance
  • 1. Implement encryption and compliance controls
  • 2. Protect sensitive data
  • 3. Manage IAM and access control
- Data quality management
  • 1. Validate and clean data
  • 2. Implement data governance
  • 3. Maintain metadata and lineage
Topic 3: Designing data processing systems22%-27%- Designing data pipelines
  • 1. Optimize pipeline performance and cost
  • 2. Design orchestration workflows
  • 3. Build ETL and ELT pipelines
- Designing for data ingestion
  • 1. Select appropriate storage systems
  • 2. Design batch and streaming ingestion solutions
  • 3. Design scalable and reliable ingestion architecture
Topic 4: Managing and optimizing solutions20%-25%- Reliability and scalability
  • 1. Implement disaster recovery strategies
  • 2. Scale data workloads efficiently
  • 3. Design highly available systems
- Managing resources and costs
  • 1. Optimize storage and compute usage
  • 2. Tune query and pipeline performance
  • 3. Control operational costs

Google Data Engineer Sample Questions:

1. Which Google Cloud Platform service is an alternative to Hadoop with Hive?

A) BigQuery
B) Cloud Datastore
C) Cloud Bigtable
D) Cloud Dataflow


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


3. Which of these rules apply when you add preemptible workers to a Dataproc cluster (select 2 answers)?

A) Preemptible workers cannot use persistent disk.
B) Preemptible workers cannot store data.
C) A Dataproc cluster cannot have only preemptible workers.
D) If a preemptible worker is reclaimed, then a replacement worker must be added manually.


4. You work for a shipping company that uses handheld scanners to read shipping labels. Your company has strict data privacy standards that require scanners to only transmit recipients' personally identifiable information (PII) to analytics systems, which violates user privacy rules. You want to quickly build a scalable solution using cloud-native managed services to prevent exposure of PII to the analytics systems. What should you do?

A) Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
B) Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
C) Create an authorized view in BigQuery to restrict access to tables with sensitive data.
D) Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
E) Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.


5. You are planning to migrate your current on-premises Apache Hadoop deployment to the cloud. You need to ensure that the deployment is as fault-tolerant and cost-effective as possible for long-running batch jobs. You want to use a managed service. What should you do?

A) Change references in scripts from hdfs:// to gs://
B) Install Hadoop and Spark on a 10-node Compute Engine instance group with preemptible instances.Store data in HDF
C) Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
D) Install the Cloud Storage connector, and store the data in Cloud Storag
E) Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
F) Use a standard persistent disk and 50% preemptible worker
G) Use an SSD persistent disk and 50% preemptible worker
H) Change references in scripts from hdfs:// to gs://
I) Deploy a Cloud Dataproc cluste
J) Install Hadoop and Spark on a 10-node Compute Engine instance group with standard instance
K) Deploy a Cloud Dataproc cluste


Solutions:

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

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