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Build & Operationalize Data Processing Systems

  • Build & Operationalize Processing Infrastructure: The considerations for this subject area include provisioning resources, adjusting pipeline, monitoring pipeline, and testing & quality control.
  • Build & Operationalize Pipeline: This module requires that the learners demonstrate competence in data cleansing, transformation, batch & streaming, data import & acquisition, as well as integration with the new data sources;
  • Build & Operationalize Storage Systems: This part will require the students’ skills and competence in the effective usage of managed services, including Cloud Spanner, CLoug Bigtable, BigQuery, Cloud SQL, Cloud Memorystore, Cloud Datastore, and Cloud Storage. It also covers their skills in managing the data lifecycle and storage performance and costs;

Exam Overview

The Professional Data Engineer certification exam is a 2-hour test consisting of the multiple-choice and multiple-select questions. The students can take it in the English or Japanese languages. To register for and schedule the exam, you must pay the fee of $200. It is possible to sit for this test in an online proctored format at a remote location. You can also take it as an on-site proctored exam at a designated testing center.

Google Professional Data Engineer Practice Test Questions, Google Professional Data Engineer Exam Practice Test Questions

The Google Professional Data Engineer certification is designed to evaluate the candidates’ skills in designing data processing systems and ensuring solution quality. It is also created to measure their competence in building and operationalizing data processing systems and operationalizing ML models. The potential applicants must complete a single exam to get certified.

This course is normally taken by data scientists, data analysts, and business analysts who are in the field of Google Сloud. It is a good way to prepare for your final exam because it teaches you all the details including 7 modules that cover all the Professional Data Engineer exam objectives:

  • Additional Resources
  • Compute and Storage Fundamentals
  • Data Analytics on the Cloud
  • Scaling Data Analytics
  • Introducing Google Cloud Platform ‘
  • Data Processing Architectures
  • Machine Learning

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

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Google Professional-Data-Engineer Exam Syllabus Topics:

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

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