Study with Google : GCP-DE Exam Torrent as your best preparation materials

Updated: Aug 23, 2026

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Google GCP-DE Exam Overview:

Certification Vendor:Google Cloud
Exam Name:Google Cloud Professional Data Engineer Exam
Exam Number:GCP-DE / PDE
Available Languages:English, Japanese
Related Certifications:Google Cloud Professional Cloud Architect
Google Cloud Professional Data Analyst
Google Cloud Associate Cloud Engineer
Exam Duration:120 minutes
Exam Price:$200 USD (plus tax where applicable)
Exam Format:Multiple choice, Multiple select
Certificate Validity Period:2 years
Real Exam Qty:40 - 50
Passing Score:Not publicly disclosed (scaled scoring system)
Recommended Training:Google Cloud Professional Data Engineer Learning Path
Official Exam Guide
Exam Registration:Google Cloud Certification Registration
Sample Questions:Google GCP-DE Sample Questions
Exam Way:Online-proctored or onsite-proctored at authorized test centers
Pre Condition:No mandatory prerequisites; recommended 3+ years industry experience, 1+ year working with Google Cloud data solutions
Official Syllabus URL:https://cloud.google.com/learn/certification/data-engineer

Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Preparing data for analysis and machine learning13%- Preparing data for ML
  • 1. Feature engineering and data preparation
  • 2. Supporting model training and serving
- Enabling data analysis
  • 1. Preparing datasets for querying and reporting
  • 2. Implementing data sharing and governance
  • 3. Optimizing query performance
Topic 2: Ingesting and processing data25%- Building data pipelines
  • 1. Handling data quality and consistency
  • 2. Implementing ingestion mechanisms
  • 3. Developing batch and streaming workflows
- Transforming data
  • 1. Applying data processing logic
  • 2. Optimizing transformations for performance
  • 3. Managing schema evolution
Topic 3: Maintaining and automating data workloads18%- Operationalizing workloads
  • 1. Orchestrating and scheduling jobs
  • 2. Ensuring reliability and recoverability
  • 3. Monitoring and troubleshooting pipelines
- Automation and optimization
  • 1. Optimizing resource usage and costs
  • 2. Automating deployment and management
Topic 4: Designing data processing systems24%- Planning data solutions
  • 1. Selecting appropriate storage solutions
  • 2. Designing for reliability, scalability, and efficiency
  • 3. Planning for data security and compliance
- Designing data pipelines
  • 1. Designing for data transformation and enrichment
  • 2. Defining architecture for batch and streaming processing
  • 3. Planning for data migration and integration
Topic 5: Storing and managing data20%- Implementing storage solutions
  • 1. Managing data lifecycle and retention
  • 2. Designing data warehouses and data lakes
  • 3. Using data storage services appropriately
- Optimizing storage performance and cost
  • 1. Configuring storage for access patterns
  • 2. Implementing cost optimization strategies

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. What are the minimum permissions needed for a service account used with Google Dataproc?

A) Execute to Google Cloud Storage; write to Google Cloud Logging
B) Read and write to Google Cloud Storage; write to Google Cloud Logging
C) Execute to Google Cloud Storage; execute to Google Cloud Logging
D) Write to Google Cloud Storage; read to Google Cloud Logging


3. Which of the following is NOT one of the three main types of triggers that Dataflow supports?

A) Trigger based on time
B) Trigger based on element size in bytes
C) Trigger based on element count
D) Trigger that is a combination of other triggers


4. You work for a global shipping company. You want to train a model on 40 TB of data to predict which ships in each geographic region are likely to cause delivery delays on any given day. The model will be based on multiple attributes collected from multiple sources. Telemetry data, including location in GeoJSON format, will be pulled from each ship and loaded every hour. You want to have a dashboard that shows how many and which ships are likely to cause delays within a region. You want to use a storage solution that has native functionality for prediction and geospatial processing. Which storage solution should you use?

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


5. Which of these is not a supported method of putting data into a partitioned table?

A) Create a partitioned table and stream new records to it every day.
B) If you have existing data in a separate file for each day, then create a partitioned table and upload each file into the appropriate partition.
C) Run a query to get the records for a specific day from an existing table and for the destination table, specify a partitioned table ending with the day in the format "$YYYYMMDD".
D) Use ORDER BY to put a table's rows into chronological order and then change the table's type to "Partitioned".


Solutions:

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

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