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| Section | Weight | Objectives |
|---|---|---|
| Data Processing Frameworks | 22% | - Hadoop ecosystem tuning - Batch and real-time processing optimization - Apache Spark optimization |
| Governance, Security & Compliance | 15% | - Data governance policies - Regulatory compliance - Security and privacy protection |
| Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Real-time ingestion frameworks - Stream processing optimization |
| Data Pipeline Optimization | 20% | - ETL/ELT workflow optimization - Design scalable and efficient data pipelines - Reduce latency and improve throughput |
| Storage & Data Management | 18% | - Data formats, partitioning, and indexing - Distributed storage system optimization - SQL/NoSQL performance tuning |
| Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Performance monitoring and logging - Cluster resource allocation |
What is a privacy regulation that aims to protect the personal data of European Union citizens?
Correct Answer: B 🗳️
What is a characteristic of Pig?
Correct Answer: A 🗳️
Which characteristic of a relational database ensures that each row in a table is uniquely identifiable?
Correct Answer: C 🗳️
Which tool provides fine-grained access control and security for Hadoop components?
Correct Answer: A 🗳️
Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?
Correct Answer: B 🗳️
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