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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
| Topic 2: Data Processing Frameworks | 22% | - Hadoop ecosystem tuning - Batch and real-time processing optimization - Apache Spark optimization |
| Topic 3: Monitoring, Troubleshooting & Workload Management | 10% | - Performance monitoring and logging - Cluster resource allocation - Bottleneck identification and resolution |
| Topic 4: Data Pipeline Optimization | 20% | - Reduce latency and improve throughput - Design scalable and efficient data pipelines - ETL/ELT workflow optimization |
| Topic 5: Governance, Security & Compliance | 15% | - Security and privacy protection - Data governance policies - Regulatory compliance |
| Topic 6: Storage & Data Management | 18% | - SQL/NoSQL performance tuning - Distributed storage system optimization - Data formats, partitioning, and indexing |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
1. What is the purpose of memory management in Apache Flink?
A) Ensure no disk space is ever required
B) Control how much memory the runtime operations use
C) Convert all of the data into Java objects
D) Eliminate the need for serialization of the data
2. 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?
A) New sources of revenue
B) Customer experience
C) Product choices
D) Operational efficiency
3. What is a privacy regulation that aims to protect the personal data of European Union citizens?
A) FERPA
B) CCPA
C) HIPAA
D) GDPR
4. Which tool builds batch processing as a special case of stream data processing?
A) Apache Spark
B) Apache Flink
C) Apache Oozie
D) Apache Hive
5. In Python, which type of operator is often used in conditional statements to perform Boolean operations?
A) Logical
B) Assignment
C) Bitwise
D) Arithmetic
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: A |
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