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Understanding functional and technical aspects of Google Professional Data Engineer Exam Ensuring solution quality

The following will be discussed here:

  • Assessing, troubleshooting, and improving data representations and data processing infrastructure
  • Choosing between ACID, idempotent, eventually consistent requirements
  • Planning, executing, and stress testing data recovery (fault tolerance, rerunning failed jobs, performing retrospective re-analysis)
  • Data security (encryption, key management)
  • Legal compliance (e.g., Health Insurance Portability and Accountability Act (HIPAA), Children's Online Privacy Protection Act (COPPA), FedRAMP, General Data Protection Regulation (GDPR))
  • Designing for security and compliance
  • Ensuring scalability and efficiency
  • Verification and monitoring
  • Data staging, cataloging, and discovery
  • Ensuring flexibility and portability
  • Mapping to current and future business requirements
  • Building and running test suites
  • Resizing and autoscaling resources
  • Designing for data and application portability (e.g., multi-cloud, data residency requirements)
  • Pipeline monitoring (e.g., Stackdriver)
  • Ensuring privacy (e.g., Data Loss Prevention API)
  • Ensuring reliability and fidelity
  • Identity and access management (e.g.,Cloud IAM)
  • Performing data preparation and quality control (e.g., Cloud Dataprep)

Reference: https://cloud.google.com/certification/data-engineer

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Who should take the Google Professional Data Engineer exam

Individuals should pursue the exam if they want to demonstrate their expertise and ability to design and develop Data Engineering. Following professional get benefited from Google Professional Data Engineer Certification

  • Data architects
  • Data engineers
  • Data scientists
  • Business analysts
  • Data analysts
  • Developers responsible for managing big data transformation initiatives

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Google Professional-Data-Engineer Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Operationalizing machine learning models26%- Model deployment and monitoring
  • 1. Online vs batch prediction
    • 2. Model monitoring and drift detection
      - ML pipeline integration
      • 1. Feature engineering and feature stores
        • 2. Vertex AI pipeline deployment
          Topic 2: Building and operationalizing data processing systems24%- Data ingestion and integration
          • 1. Batch ingestion pipelines (BigQuery, Cloud Storage)
            • 2. Streaming ingestion (Pub/Sub, Dataflow)
              - Data processing and transformation
              • 1. Using Dataproc, Dataflow, and BigQuery SQL
                • 2. ETL/ELT pipeline design
                  Topic 3: Designing data processing systems22%- Data architecture and storage design
                  • 1. Designing scalable and cost-effective data models
                    • 2. Choosing appropriate data storage solutions (relational, NoSQL, data warehouse)
                      - Batch and streaming data processing design
                      • 1. Latency, throughput, and consistency trade-offs
                        • 2. Event-driven vs batch architectures
                          Topic 4: Ensuring solution quality28%- Reliability and performance
                          • 1. Monitoring pipelines and workloads
                            • 2. Fault tolerance and recovery strategies
                              - Security and governance
                              • 1. IAM and access control in GCP
                                • 2. Data governance and compliance

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