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Understanding functional and technical aspects of Google Professional Data Engineer Exam Building and operationalizing data processing systems
The following will be discussed here:
- Transformation
- Data cleansing
- Effective use of managed services (Cloud Bigtable, Cloud Spanner, Cloud SQL, BigQuery, Cloud Storage, Cloud Datastore, Cloud Memorystore)
- Batch and streaming
- Building and operationalizing storage systems
- Building and operationalizing processing infrastructure
- Testing and quality control
- Validating a migration
- Adjusting pipelines
- Building and operationalizing data processing systems
- Migrating from on-premises to cloud (Data Transfer Service, Transfer Appliance, Cloud Networking)
- Storage costs and performance
- Integrating with new data sources
- Building and operationalizing pipelines
- Monitoring pipelines
- Provisioning resources
- Lifecycle management of data
- Data acquisition and import
- Awareness of current state and how to migrate a design to a future state
Reference: https://cloud.google.com/certification/data-engineer
Who is the Professional Data Engineer Exam Intended for?
This exam is designed for individuals who are experts in designing, building, securing, and monitoring data processing systems with a particular emphasis on compliance and security. The candidate who wants to take the Professional Data Engineer exam should have the ability to deploy, leverage, and training pre-existing machine learning models. Moreover, every applicant should have experience of more than 3 years including 1-year experience in designing and handling solutions utilizing GCP.
Google Professional-Data-Engineer日本語 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Maintaining and automating data workloads (~15% of the exam) | 15% | - Monitoring data pipelines and data processes
|
| Topic 2: Storing the data (~20% of the exam) | 20% | - Selecting storage systems
|
| Topic 3: Designing data processing systems (~30% of the exam) | 30% | - Selecting appropriate storage technologies
|
| Topic 4: Ingesting and processing the data (~20% of the exam) | 20% | - Performing security considerations
|
| Topic 5: Preparing and using data for analysis (~15% of the exam) | 15% | - Sharing data securely
|
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