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Don't wait and enroll in these training courses offered by the official vendor that will help you ace the Professional Data Engineer exam with a good score. Once you take this exam and earn the prestigious Professional Data Engineer certification, you will get a chance to obtain a high-paying job and an amazing opportunity to work with the experts. Don't waste your time on other tasks and start preparing for this exam today. The more you practice the more you will get closer to success as a data analyst or data engineer. Moreover, it will polish your skills throughout and allow you to efficiently in well-reputed companies.

Understanding functional and technical aspects of Google Professional Data Engineer Exam Designing data processing systems

The following will be discussed here:

• Choice of infrastructure
• Data publishing and visualization (e.g., BigQuery)
• Designing data processing systems
• Online (interactive) vs. batch predictions
• System availability and fault tolerance
• Use of distributed systems
• Selecting the appropriate storage technologies
• Designing data pipelines
• At least once, in-order, and exactly once, etc., event processing
• Batch and streaming data (e.g., Cloud Dataflow, Cloud Dataproc, Apache Beam, Apache Spark and Hadoop ecosystem, Cloud Pub/Sub, Apache Kafka)
• Hybrid cloud and edge computing
• Capacity planning
• Data modeling
• Schema design
• Mapping storage systems to business requirements
• Distributed systems
• Tradeoffs involving latency, throughput, transactions
• Job automation and orchestration (e.g., Cloud Composer)
• Architecture options (e.g., message brokers, message queues, middleware, service-oriented architecture, serverless functions)

Ensuring Solution Quality

The last section of the certification exam evaluates the ability of the learners to design for security & compliance, including identity & access management, legal compliance, data security, and privacy ensuring. Moreover, they should be able to ensure flexibility & portability, reliability & fidelity, as well as scalability & efficiency.

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

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