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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Processing Frameworks | 22% | - Apache Spark optimization - Batch and real-time processing optimization - Hadoop ecosystem tuning |
| Data Pipeline Optimization | 20% | - Design scalable and efficient data pipelines - Reduce latency and improve throughput - ETL/ELT workflow optimization |
| Storage & Data Management | 18% | - SQL/NoSQL performance tuning - Distributed storage system optimization - Data formats, partitioning, and indexing |
| Governance, Security & Compliance | 15% | - Regulatory compliance - Data governance policies - Security and privacy protection |
| Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Stream processing optimization - Real-time ingestion frameworks |
| Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Performance monitoring and logging - Cluster resource allocation |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
1. Which of the following are key roles in data governance? (Select all that apply)
A) Chief Information Officer (CIO)
B) Data Scientist
C) Data Steward
D) Data Owner
E) Data Analyst
2. Match each data type with its corresponding Redis data structure.
3. Match each Apache Storm component with its description.
4. In Python, which data type is one dimensional and immutable?
A) Tuple
B) Set
C) List
D) Array
5. Why is Python commonly used for building data pipelines?
A) It only supports batch processing
B) Its readability and extensive libraries
C) It requires compilation for execution
D) It has no libraries for data manipulation
Solutions:
| Question # 1 Answer: A,C,D | Question # 2 Answer: Only visible for members | Question # 3 Answer: Only visible for members | Question # 4 Answer: A | Question # 5 Answer: B |
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