Google GCP-DE Q&A - in .pdf

  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Aug 20, 2026
  • Q & A: 77 Questions and Answers
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Google GCP-DE Q&A - Testing Engine

  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Aug 20, 2026
  • Q & A: 77 Questions and Answers
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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Ingesting and processing data25%- Building data pipelines
  • 1. Implementing ingestion mechanisms
  • 2. Handling data quality and consistency
  • 3. Developing batch and streaming workflows
- Transforming data
  • 1. Managing schema evolution
  • 2. Optimizing transformations for performance
  • 3. Applying data processing logic
Topic 2: 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. Optimizing query performance
  • 2. Implementing data sharing and governance
  • 3. Preparing datasets for querying and reporting
Topic 3: 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 4: Maintaining and automating data workloads18%- Automation and optimization
  • 1. Optimizing resource usage and costs
  • 2. Automating deployment and management
- Operationalizing workloads
  • 1. Orchestrating and scheduling jobs
  • 2. Ensuring reliability and recoverability
  • 3. Monitoring and troubleshooting pipelines
Topic 5: Designing data processing systems24%- 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
- Planning data solutions
  • 1. Designing for reliability, scalability, and efficiency
  • 2. Selecting appropriate storage solutions
  • 3. Planning for data security and compliance

Google Data Engineer Sample Questions:

1. You launched a new gaming app almost three years ago. You have been uploading log files from the previous day to a separate Google BigQuery table with the table name format LOGS_yyyymmdd. You have been using table wildcard functions to generate daily and monthly reports for all time ranges. Recently, you discovered that some queries that cover long date ranges are exceeding the limit of 1,000 tables and failing. How can you resolve this issue?

A) Convert the sharded tables into a single partitioned table
B) Create separate views to cover each month, and query from these views
C) Convert all daily log tables into date-partitioned tables
D) Enable query caching so you can cache data from previous months


2. You are designing storage for two relational tables that are part of a 10-TB database on Google Cloud. You want to support transactions that scale horizontally. You also want to optimize data for range queries on nonkey columns. What should you do?

A) Use Cloud Spanner for storag
B) Add secondary indexes to support query patterns.
C) Use Cloud Dataflow to transform data to support query patterns.
D) Use Cloud SQL for storag
E) Add secondary indexes to support query patterns.
F) Use Cloud Spanner for storag
G) Use Cloud SQL for storag
H) Use Cloud Dataflow to transform data to support query patterns.


3. Suppose you have a table that includes a nested column called "city" inside a column called "person", but when you try to submit the following query in BigQuery, it gives you an error.
SELECT person FROM `project1.example.table1` WHERE city = "London"
How would you correct the error?

A) Add ", UNNEST(city)" before the WHERE clause.
B) Add ", UNNEST(person)" before the WHERE clause.
C) Change "person" to "person.city".
D) Change "person" to "city.person".


4. You work for a shipping company that uses handheld scanners to read shipping labels. Your company has strict data privacy standards that require scanners to only transmit recipients' personally identifiable information (PII) to analytics systems, which violates user privacy rules. You want to quickly build a scalable solution using cloud-native managed services to prevent exposure of PII to the analytics systems. What should you do?

A) Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
B) Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
C) Create an authorized view in BigQuery to restrict access to tables with sensitive data.
D) Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
E) Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.


5. The YARN ResourceManager and the HDFS NameNode interfaces are available on a Cloud Dataproc cluster .

A) worker node
B) conditional node
C) master node
D) application node


Solutions:

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

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