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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Security & Compliance | 15% | - Security and privacy protection - Regulatory compliance - Data governance policies |
| Topic 2: Storage & Data Management | 18% | - Data formats, partitioning, and indexing - Distributed storage system optimization - SQL/NoSQL performance tuning |
| Topic 3: Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Cluster resource allocation - Performance monitoring and logging |
| Topic 4: Data Pipeline Optimization | 20% | - ETL/ELT workflow optimization - Design scalable and efficient data pipelines - Reduce latency and improve throughput |
| Topic 5: Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
| Topic 6: Data Processing Frameworks | 22% | - Batch and real-time processing optimization - Hadoop ecosystem tuning - Apache Spark optimization |
What skill is essential for a data engineer to efficiently transform and clean raw data into usable formats?
Correct Answer: A 🗳️
What enables Pravega to rapidly ingest streaming data into durable storage?
Correct Answer: C 🗳️
Why is it important to control the capabilities of a workload during runtime in Kubernetes?
Correct Answer: B 🗳️
What type of expertise is required to be an effective data engineer?
Correct Answer: A 🗳️
What is a common application of IoT tools?
Correct Answer: C 🗳️
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