Exam Code: Professional-Data-Engineer
Exam Name: Google Certified Professional Data Engineer Exam
Certification Provider: Google
Corresponding Certification: Google Cloud Certified
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Data Engineering on Google Cloud course

It is a 4-day course that gives hands-on experience to the candidates and allows them to build data processing systems on Google Cloud. It will also show you how to design data processing systems, analyze data and build end-to-end data pipelines and machine learning. In order to get a better understanding of the course, you need to complete the big data machine learning course or get equivalent experience. This course also aids you in developing applications using a programming language such as Python and covers the following objective:

  • Processing batch and streaming data by using autoscaling data pipelines on Cloud Dataflow
  • Enable insights from streaming data
  • Influencing unstructured data using ML APIs on Cloud Dataproc
  • Predicting machine models using TensorFlow and Cloud ML
  • Designing and building data processing systems on the Google Cloud Platform

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The development of science and technology makes our life more comfortable and convenient, which also brings us more challenges. Many company requests candidates not only have work experiences, but also some professional certifications. Therefore it is necessary to get a professional Google certification to pave the way for a better future. The Professional-Data-Engineer question and answers produced by our company, is helpful for our customers to pass their exams and get the Professional-Data-Engineer certification within several days. Our Professional-Data-Engineer exam questions are your best choice.

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Career Path

Completing the exam associated with the Google Professional Data Engineer certification provides you with a great validation of your skills in designing, building, operationalizing, securing, and monitoring data processing systems. The job roles that you can take up after getting certified include a Google Cloud Data Engineer, an Operations Engineer, a Cloud Infrastructure Engineer, a DevOps Infrastructure Engineer, a Cloud Database Engineer, a Google Cloud IAM Engineer, a DataOps Engineer, a Big Data Engineer, a Google Cloud Platform Data Architect, and more. The average salary that you can expect to earn with this certificate is around $125,550 per year. However, the real remuneration will depend on a specific job title, location of an individual, and his/her working experience.

The benefit of obtaining the Google Professional Data Engineer Exam Certification

A Professional Data Engineer enables data-driven decision making by collecting, transforming, and publishing data. A data engineer should be able to design, build, operationalize, secure, and monitor data processing systems with a particular emphasis on security and compliance; scalability and efficiency; reliability and fidelity; and flexibility and portability. A data engineer should also be able to leverage, deploy, and continuously train pre-existing machine learning models.

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

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

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Google Professional-Data-Engineer Exam Syllabus Topics:

SectionWeightObjectives
Ensuring solution quality28%- Reliability and performance
  • 1. Fault tolerance and recovery strategies
    • 2. Monitoring pipelines and workloads
      - Security and governance
      • 1. IAM and access control in GCP
        • 2. Data governance and compliance
          Building and operationalizing data processing systems24%- Data processing and transformation
          • 1. Using Dataproc, Dataflow, and BigQuery SQL
            • 2. ETL/ELT pipeline design
              - Data ingestion and integration
              • 1. Streaming ingestion (Pub/Sub, Dataflow)
                • 2. Batch ingestion pipelines (BigQuery, Cloud Storage)
                  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
                          Designing data processing systems22%- Batch and streaming data processing design
                          • 1. Event-driven vs batch architectures
                            • 2. Latency, throughput, and consistency trade-offs
                              - Data architecture and storage design
                              • 1. Choosing appropriate data storage solutions (relational, NoSQL, data warehouse)
                                • 2. Designing scalable and cost-effective data models

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