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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Building and operationalizing data processing systems28%-33%- Building data processing systems
  • 1. Implement batch processing systems
  • 2. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
  • 3. Implement streaming data systems
- Operationalizing systems
  • 1. Manage logging and alerting
  • 2. Implement fault tolerance and recovery
  • 3. Monitor data pipelines and workloads
Topic 2: 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
Topic 3: Ensuring solution quality20%-25%- Data quality management
  • 1. Maintain metadata and lineage
  • 2. Implement data governance
  • 3. Validate and clean data
- Security and compliance
  • 1. Implement encryption and compliance controls
  • 2. Manage IAM and access control
  • 3. Protect sensitive data
Topic 4: 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. Design highly available systems
  • 2. Implement disaster recovery strategies
  • 3. Scale data workloads efficiently

Google Data Engineer Sample Questions:

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 element size in bytes
  • C. Trigger based on element count
  • D. Trigger based on time
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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You operate an IoT pipeline built around Apache Kafka that normally receives around 5000 messages per second. You want to use Google Cloud Platform to create an alert as soon as the moving average over 1 hour drops below 4000 messages per second. What should you do?

  • A. Use Kafka Connect to link your Kafka message queue to Cloud Pub/Su
  • B. If that number falls below 4000, send an alert.
  • C. Use Cloud Scheduler to run a script every hour that counts the number of rows created in Cloud Bigtable in the last hour
  • D. Set a sliding time window of 1 hour every 5 minute
  • E. Compute the average when the window closes, and send an alert if the average is less than 4000 messages.
  • F. Use Kafka Connect to link your Kafka message queue to Cloud Pub/Su
  • G. Set a fixed time window of 1 hour.Compute the average when the window closes, and send an alert if the average is less than 4000 messages.
  • H. Use a Cloud Dataflow template to write your messages from Cloud Pub/Sub to Cloud Bigtabl
  • I. If that number falls below 4000, send an alert.
  • J. Use Cloud Scheduler to run a script every five minutes that counts the number of rows created in BigQuery in the last hour
  • K. Use a Cloud Dataflow template to write your messages from Cloud Pub/Sub to BigQuer
  • L. Consume the stream of data in Cloud Dataflow using Kafka I
  • M. Consume the stream of data in Cloud Dataflow using Kafka I
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

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 SQL
  • C. Cloud Datastore
  • D. Cloud Bigtable
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.

  • A. VPN
  • B. HTTP
  • C. HTTPS
  • D. SOCKS
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).

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. Workflow Templates on Cloud Dataproc
  • C. Cloud Scheduler
  • D. cron
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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