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Understanding functional and technical aspects of Google Professional Data Engineer Exam Designing data processing systems
The following will be discussed here:
- Mapping storage systems to business requirements
- Data publishing and visualization (e.g., BigQuery)
- Online (interactive) vs. batch predictions
- Architecture options (e.g., message brokers, message queues, middleware, service-oriented architecture, serverless functions)
- Hybrid cloud and edge computing
- Tradeoffs involving latency, throughput, transactions
- Choice of infrastructure
- Distributed systems
- Batch and streaming data (e.g., Cloud Dataflow, Cloud Dataproc, Apache Beam, Apache Spark and Hadoop ecosystem, Cloud Pub/Sub, Apache Kafka)
- At least once, in-order, and exactly once, etc., event processing
- Job automation and orchestration (e.g., Cloud Composer)
- Designing data processing systems
- Schema design
- Selecting the appropriate storage technologies
- System availability and fault tolerance
- Data modeling
- Capacity planning
- Designing data pipelines
- Use of distributed systems
Reference: https://cloud.google.com/certification/data-engineer
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Google Professional-Data-Engineer日本語 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Building and operationalizing data processing systems | 25% | - Deploying and managing systems
|
| Operationalizing machine learning models | 20% | - Preparing data for ML
|
| Designing data processing systems | 20% | - Designing for business requirements
|
| Ensuring solution quality and reliability | 17% | - Troubleshooting and optimization
|
| Maintaining and automating data workloads | 18% | - Automation and repeatability
|
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