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EMC D-DS-OP-23 Exam Syllabus Topics:

SectionWeightObjectives
Data Processing Frameworks22%- Apache Spark optimization
- Batch and real-time processing optimization
- Hadoop ecosystem tuning
Data Pipeline Optimization20%- Design scalable and efficient data pipelines
- Reduce latency and improve throughput
- ETL/ELT workflow optimization
Storage & Data Management18%- SQL/NoSQL performance tuning
- Distributed storage system optimization
- Data formats, partitioning, and indexing
Governance, Security & Compliance15%- Regulatory compliance
- Data governance policies
- Security and privacy protection
Streaming & IoT Data Processing15%- Pravega, Kafka, NiFi usage
- Stream processing optimization
- Real-time ingestion frameworks
Monitoring, Troubleshooting & Workload Management10%- 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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