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Google GCP-DE guide torrent - Data Engineer

Updated: Aug 21, 2026

Q & A: 77 Questions and Answers

GCP-DE guide torrent
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer

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Google GCP-DE Exam Syllabus Topics:

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

Google Data Engineer Sample Questions:

1. Which of these rules apply when you add preemptible workers to a Dataproc cluster (select 2 answers)?

A) If a preemptible worker is reclaimed, then a replacement worker must be added manually.
B) A Dataproc cluster cannot have only preemptible workers.
C) Preemptible workers cannot store data.
D) Preemptible workers cannot use persistent disk.


2. You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The pipeline will require some checkpointing and splitting pipelines. Which method should you use to write the pipelines?

A) Java using MapReduce
B) HiveQL using Hive
C) PigLatin using Pig
D) Python using MapReduce


3. You need to create a data pipeline that copies time-series transaction data so that it can be queried from within BigQuery by your data science team for analysis. Every hour, thousands of transactions are updated with a new status. The size of the intitial dataset is 1.5 PB, and it will grow by 3 TB per day. The data is heavily structured, and your data science team will build machine learning models based on this dat a. You want to maximize performance and usability for your data science team. Which two strategies should you adopt? Choose 2 answers.

A) Denormalize the data as must as possible.
B) Use BigQuery UPDATE to further reduce the size of the dataset.
C) Develop a data pipeline where status updates are appended to BigQuery instead of updated.
D) Copy a daily snapshot of transaction data to Cloud Storage and store it as an Avro fil
E) Preserve the structure of the data as much as possible.
F) Use BigQuery'ssupport for external data sources to query.


4. Which is not a valid reason for poor Cloud Bigtable performance?

A) The table's schema is not designed correctly.
B) The Cloud Bigtable cluster has too many nodes.
C) The workload isn't appropriate for Cloud Bigtable.
D) There are issues with the network connection.


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


Solutions:

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

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