Data Engineer: GCP-DE Exam

"Data Engineer", also known as GCP-DE exam, is a Google Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 77 Q&As to your GCP-DE Exam preparation. In the GCP-DE exam resources, you will cover every field and category in Google Cloud Certified Certification helping to ready you for your successful Google Certification.

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  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Certification Provider: Google
  • Corresponding Certification: Google Cloud Certified
  • Updated: Aug 24, 2026
  • No. of Questions: 77 Questions & Answers with Testing Engine
  • Download Limit: Unlimited

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Google GCP-DE Exam Syllabus Topics:

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

Google Data Engineer Sample Questions:

1. You work for a mid-sized enterprise that needs to move its operational system transaction data from an on-premises database to GCP. The database is about 20 TB in size. Which database should you choose?

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


2. You are creating a new pipeline in Google Cloud to stream IoT data from Cloud Pub/Sub through Cloud Dataflow to BigQuery. While previewing the data, you notice that roughly 2% of the data appears to be corrupt. You need to modify the Cloud Dataflow pipeline to filter out this corrupt data. What should you do?

A) Add a SideInput that returns a Boolean if the element is corrupt.
B) Add a Partition transform in Cloud Dataflow to separate valid data from corrupt data.
C) Add a GroupByKey transform in Cloud Dataflow to group all of the valid data together and discard the rest.
D) Add a ParDo transform in Cloud Dataflow to discard corrupt elements.


3. By default, which of the following windowing behavior does Dataflow apply to unbounded data sets?

A) Single, Global Window
B) Windows at every 100 MB of data
C) Windows at every 10 minutes
D) Windows at every 1 minute


4. As your organization expands its usage of GCP, many teams have started to create their own projects. Projects are further multiplied to accommodate different stages of deployments and target audiences. Each project requires unique access control configurations. The central IT team needs to have access to all projects. Furthermore, data from Cloud Storage buckets and BigQuery datasets must be shared for use in other projects in an ad hoc way. You want to simplify access control management by minimizing the number of policies. Which two steps should you take? Choose 2 answers.

A) Create distinct groups for various teams, and specify groups in Cloud IAM policies.
B) For each Cloud Storage bucket or BigQuery dataset, decide which projects need acces
C) Find all the active members who have access to these projects, and create a Cloud IAM policy to grant access to all these users.
D) Use Cloud Deployment Manager to automate access provision.
E) Only use service accounts when sharing data for Cloud Storage buckets and BigQuery datasets.
F) Introduce resource hierarchy to leverage access control policy inheritance.


5. Which row keys are likely to cause a disproportionate number of reads and/or writes on a particular node in a Bigtable cluster (select 2 answers)?

A) A timestamp followed by a stock symbol
B) A sequential numeric ID
C) A non-sequential numeric ID
D) A stock symbol followed by a timestamp


Solutions:

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

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