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Instant Download Google : GCP-DE Questions & Answers as PDF & Test Engine

GCP-DE
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Aug 29, 2026
  • No. of Questions: 77 Questions and Answers
  • Download Limit: Unlimited
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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Designing data processing systems22%-27%- Designing data pipelines
  • 1. Optimize pipeline performance and cost
  • 2. Design orchestration workflows
  • 3. Build ETL and ELT pipelines
- Designing for data ingestion
  • 1. Design scalable and reliable ingestion architecture
  • 2. Design batch and streaming ingestion solutions
  • 3. Select appropriate storage systems
Building and operationalizing data processing systems28%-33%- Building data processing systems
  • 1. Implement streaming data systems
  • 2. Implement batch processing systems
  • 3. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
- Operationalizing systems
  • 1. Monitor data pipelines and workloads
  • 2. Manage logging and alerting
  • 3. Implement fault tolerance and recovery
Ensuring solution quality20%-25%- Data quality management
  • 1. Implement data governance
  • 2. Validate and clean data
  • 3. Maintain metadata and lineage
- Security and compliance
  • 1. Protect sensitive data
  • 2. Implement encryption and compliance controls
  • 3. Manage IAM and access control
Managing and optimizing solutions20%-25%- Reliability and scalability
  • 1. Design highly available systems
  • 2. Scale data workloads efficiently
  • 3. Implement disaster recovery strategies
- Managing resources and costs
  • 1. Control operational costs
  • 2. Tune query and pipeline performance
  • 3. Optimize storage and compute usage

Google Data Engineer Sample Questions:

Question 1

You are developing an application on Google Cloud that will automatically generate subject labels for users' blog posts. You are under competitive pressure to add this feature quickly, and you have no additional developer resources. No one on your team has experience with machine learning. What should you do?

A. Call the model from your application and process the results as labels.
B. Build and train a text classification model using TensorFlo
C. Deploy the model using a KubernetesEngine cluste
D. Call the Cloud Natural Language API from your applicatio
E. Process the generated Entity Analysis as labels.
F. Call the Cloud Natural Language API from your applicatio
G. Call the model from your application and process the results as labels.
H. Deploy the model using Cloud Machine Learning Engin
I. Build and train a text classification model using TensorFlo
J. Process the generated Sentiment Analysis as labels.


Question 2

MJTelco needs you to create a schema in Google Bigtable that will allow for the historical analysis of the last 2 years of records. Each record that comes in is sent every 15 minutes, and contains a unique identifier of the device and a data record. The most common query is for all the data for a given device for a given day. Which schema should you use?

A. Rowkey: date#data_pointColumn data: device_id
B. Rowkey: dateColumn data: device_id, data_point
C. Rowkey: data_pointColumn data: device_id, date
D. Rowkey: date#device_idColumn data: data_point
E. Rowkey: device_idColumn data: date, data_point


Question 3

You are a retailer that wants to integrate your online sales capabilities with different in-home assistants, such as Google Home. You need to interpret customer voice commands and issue an order to the backend systems. Which solutions should you choose?

A. Dialogflow Enterprise Edition
B. Cloud Natural Language API
C. Cloud Speech-to-Text API
D. Cloud AutoML Natural Language


Question 4

You work for an economic consulting firm that helps companies identify economic trends as they happen. As part of your analysis, you use Google BigQuery to correlate customer data with the average prices of the 100 most common goods sold, including bread, gasoline, milk, and others. The average prices of these goods are updated every 30 minutes. You want to make sure this data stays up to date so you can combine it with other data in BigQuery as cheaply as possible. What should you do?

A. Store the data in a file in a regional Google Cloud Storage bucke
B. Load the data every 30 minutes into a new partitioned table in BigQuery.
C. Store and update the data in a regional Google Cloud Storage bucket and create a federated data source in BigQuery
D. Use Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Google Cloud Storage.
E. Use Google Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Cloud Datastore
F. Store the data in Google Cloud Datastor


Question 5

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


Solutions:

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

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