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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time processing optimization |
| 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 - Data formats, partitioning, and indexing - Distributed storage system optimization |
| Governance, Security & Compliance | 15% | - Regulatory compliance - Security and privacy protection - Data governance policies |
| Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Performance monitoring and logging - Cluster resource allocation |
| Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
1. What is the purpose of Apache Airflow?
A) Data visualization
B) Workflow automation
C) Data processing
D) Data storage
2. Which tool provides fine-grained access control and security for Hadoop components?
A) Apache Atlas
B) Apache Knox
C) Apache HBase
D) Apache Ranger
3. Which of the following are key roles in data governance? (Select all that apply)
A) Chief Information Officer (CIO)
B) Data Steward
C) Data Analyst
D) Data Owner
E) Data Scientist
4. What is a metadata management challenge?
A) Information sources are limited
B) Data corruption over time
C) Leveraging the information from distributed sources
D) Ensuring availability of source systems
5. What is the primary advantage of using dictionaries in Python data pipelines?
A) Dictionaries allow duplicate values
B) Dictionaries offer O(1) lookup time
C) Dictionaries maintain element order
D) Dictionaries support mathematical operations
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: A,B,D | Question # 4 Answer: C | Question # 5 Answer: B |






