Prepare with Google GCP-DE exam torrent, pass for sure

Updated: Jul 31, 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
Exam Format:Multiple choice, Multiple select
Exam Duration:120 minutes
Passing Score:Not publicly disclosed (scaled scoring system)
Real Exam Qty:40 - 50
Certificate Validity Period:2 years
Exam Price:$200 USD (plus tax where applicable)
Available Languages:English, Japanese
Related Certifications:Google Cloud Professional Cloud Architect
Google Cloud Professional Data Analyst
Google Cloud Associate Cloud Engineer
Recommended Training:Official Exam Guide
Google Cloud Professional Data Engineer Learning Path
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: Storing and managing data20%- Implementing storage solutions
  • 1. Using data storage services appropriately
  • 2. Managing data lifecycle and retention
  • 3. Designing data warehouses and data lakes
- Optimizing storage performance and cost
  • 1. Implementing cost optimization strategies
  • 2. Configuring storage for access patterns
Topic 2: Designing data processing systems24%- Designing data pipelines
  • 1. Planning for data migration and integration
  • 2. Defining architecture for batch and streaming processing
  • 3. Designing for data transformation and enrichment
- Planning data solutions
  • 1. Designing for reliability, scalability, and efficiency
  • 2. Planning for data security and compliance
  • 3. Selecting appropriate storage solutions
Topic 3: Preparing data for analysis and machine learning13%- Preparing data for ML
  • 1. Supporting model training and serving
  • 2. Feature engineering and data preparation
- Enabling data analysis
  • 1. Implementing data sharing and governance
  • 2. Optimizing query performance
  • 3. Preparing datasets for querying and reporting
Topic 4: 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
Topic 5: Ingesting and processing data25%- Building data pipelines
  • 1. Developing batch and streaming workflows
  • 2. Implementing ingestion mechanisms
  • 3. Handling data quality and consistency
- Transforming data
  • 1. Managing schema evolution
  • 2. Optimizing transformations for performance
  • 3. Applying data processing logic

Google Data Engineer Sample Questions:

1. MJTelco is building a custom interface to share dat
a. They have these requirements:
They need to do aggregations over their petabyte-scale datasets.
They need to scan specific time range rows with a very fast response time (milliseconds). Which combination of Google Cloud Platform products should you recommend?

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


2. For the best possible performance, what is the recommended zone for your Compute Engine instance and Cloud Bigtable instance?

A) Have the Cloud Bigtable instance to be in the same zone as all of the consumers of your data.
B) Have the Compute Engine instance in the furthest zone from the Cloud Bigtable instance.
C) Have both the Compute Engine instance and the Cloud Bigtable instance to be in the same zone.
D) Have both the Compute Engine instance and the Cloud Bigtable instance to be in different zones.


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


4. 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) BigQuery
B) Cloud SQL
C) Cloud Datastore
D) Cloud Bigtable


5. Which of the following is NOT true about Dataflow pipelines?

A) Dataflow pipelines are tied to Dataflow, and cannot be run on any other runner
B) Dataflow pipelines can be programmed in Java
C) Dataflow pipelines use a unified programming model, so can work both with streaming and batch data sources
D) Dataflow pipelines can consume data from other Google Cloud services


Solutions:

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

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