Google GCP-DE actual dump : Data Engineer

GCP-DE
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Aug 21, 2026
  • Q & A: 77 Questions and Answers

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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: Designing data processing systems24%- Planning data solutions
  • 1. Selecting appropriate storage solutions
  • 2. Planning for data security and compliance
  • 3. Designing for reliability, scalability, and efficiency
- 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: Maintaining and automating data workloads18%- Automation and optimization
  • 1. Optimizing resource usage and costs
  • 2. Automating deployment and management
- Operationalizing workloads
  • 1. Ensuring reliability and recoverability
  • 2. Orchestrating and scheduling jobs
  • 3. Monitoring and troubleshooting pipelines
Topic 4: Storing and managing data20%- Implementing storage solutions
  • 1. Using data storage services appropriately
  • 2. Designing data warehouses and data lakes
  • 3. Managing data lifecycle and retention
- Optimizing storage performance and cost
  • 1. Implementing cost optimization strategies
  • 2. Configuring storage for access patterns
Topic 5: Ingesting and processing data25%- Transforming data
  • 1. Managing schema evolution
  • 2. Applying data processing logic
  • 3. Optimizing transformations for performance
- Building data pipelines
  • 1. Implementing ingestion mechanisms
  • 2. Handling data quality and consistency
  • 3. Developing batch and streaming workflows

Google Data Engineer Sample Questions:

1. You want to automate execution of a multi-step data pipeline running on Google Cloud. The pipeline includes Cloud Dataproc and Cloud Dataflow jobs that have multiple dependencies on each other. You want to use managed services where possible, and the pipeline will run every day. Which tool should you use?

A) Cloud Composer
B) cron
C) Workflow Templates on Cloud Dataproc
D) Cloud Scheduler


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

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


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


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


5. Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?

A) An event time trigger
B) A processing time trigger
C) An hourly watermark
D) The with Allowed Lateness method


Solutions:

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

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