Google GCP-DE dumps - in .pdf

GCP-DE pdf
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Aug 07, 2026
  • Q & A: 77 Questions and Answers
  • PDF Price: $59.99
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  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Aug 07, 2026
  • Q & A: 77 Questions and Answers
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  • Exam Code: GCP-DE
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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Storing and managing data20%- Implementing storage solutions
  • 1. Designing data warehouses and data lakes
  • 2. Managing data lifecycle and retention
  • 3. Using data storage services appropriately
- Optimizing storage performance and cost
  • 1. Configuring storage for access patterns
  • 2. Implementing cost optimization strategies
Preparing data for analysis and machine learning13%- Enabling data analysis
  • 1. Implementing data sharing and governance
  • 2. Optimizing query performance
  • 3. Preparing datasets for querying and reporting
- Preparing data for ML
  • 1. Supporting model training and serving
  • 2. Feature engineering and data preparation
Designing data processing systems24%- Designing data pipelines
  • 1. Defining architecture for batch and streaming processing
  • 2. Designing for data transformation and enrichment
  • 3. Planning for data migration and integration
- Planning data solutions
  • 1. Planning for data security and compliance
  • 2. Selecting appropriate storage solutions
  • 3. Designing for reliability, scalability, and efficiency
Ingesting and processing data25%- Building data pipelines
  • 1. Developing batch and streaming workflows
  • 2. Handling data quality and consistency
  • 3. Implementing ingestion mechanisms
- Transforming data
  • 1. Managing schema evolution
  • 2. Optimizing transformations for performance
  • 3. Applying data processing logic
Maintaining and automating data workloads18%- Operationalizing workloads
  • 1. Monitoring and troubleshooting pipelines
  • 2. Ensuring reliability and recoverability
  • 3. Orchestrating and scheduling jobs
- Automation and optimization
  • 1. Optimizing resource usage and costs
  • 2. Automating deployment and management

Google Data Engineer Sample Questions:

1. You are selecting services to write and transform JSON messages from Cloud Pub/Sub to BigQuery for a data pipeline on Google Cloud. You want to minimize service costs. You also want to monitor and accommodate input data volume that will vary in size with minimal manual intervention. What should you do?

A) Use Cloud Dataproc to run your transformation
B) Configure the job to use non-default Compute Engine machine types when needed.
C) Use Cloud Dataflow to run your transformation
D) Resize the number of worker nodes in your cluster via the command line.
E) Monitor the job system lag with Stackdrive
F) Use the default autoscaling setting for worker instances.
G) Use Cloud Dataproc to run your transformation
H) Use Cloud Dataflow to run your transformation
I) Use the diagnose command to generate an operational output archiv
J) Monitor the total execution time for a sampling of job
K) Monitor CPU utilization for the cluste
L) Locate the bottleneck and adjust cluster resources.


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

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


3. If you're running a performance test that depends upon Cloud Bigtable, all the choices except one below are recommended steps. Which is NOT a recommended step to follow?

A) Before you test, run a heavy pre-test for several minutes.
B) Do not use a production instance.
C) Use at least 300 GB of data.
D) Run your test for at least 10 minutes.


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

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


5. You want to process payment transactions in a point-of-sale application that will run on Google Cloud Platform. Your user base could grow exponentially, but you do not want to manage infrastructure scaling.
Which Google database service should you use?

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


Solutions:

Question # 1
Answer: K
Question # 2
Answer: A,B
Question # 3
Answer: B
Question # 4
Answer: D
Question # 5
Answer: A

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