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| Section | Weight | Objectives |
|---|---|---|
| Monitoring, Troubleshooting & Workload Management | 10% | - Cluster resource allocation - Bottleneck identification and resolution - Performance monitoring and logging |
| Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Stream processing optimization - Pravega, Kafka, NiFi usage |
| Governance, Security & Compliance | 15% | - Security and privacy protection - Regulatory compliance - Data governance policies |
| Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time 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% | - SQL/NoSQL performance tuning - Data formats, partitioning, and indexing - Distributed storage system optimization |
What ethical principle emphasizes that collected data should be used for its original intended purpose?
Correct Answer: A 🗳️
Which phase of a data analytics project involves data engineers extracting, transforming, and loading data from various sources into a centralized repository?
Correct Answer: D 🗳️
Match each data type with its corresponding Redis data structure.
Correct Answer:

Which NoSQL database type is most suitable for applications requiring high-speed, low-latency data retrieval based on simple lookups?
Correct Answer: C 🗳️
A manufacturing organization intents to minimize production costs by analyzing real-time data after implementing IoT tools.
Which business driver would be affected if the organization follows this strategy?
Correct Answer: A 🗳️
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