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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Storage & Data Management | 18% | - Data formats, partitioning, and indexing - SQL/NoSQL performance tuning - Distributed storage system optimization |
| Topic 2: Governance, Security & Compliance | 15% | - Security and privacy protection - Data governance policies - Regulatory compliance |
| Topic 3: Data Pipeline Optimization | 20% | - Reduce latency and improve throughput - ETL/ELT workflow optimization - Design scalable and efficient data pipelines |
| Topic 4: Monitoring, Troubleshooting & Workload Management | 10% | - Cluster resource allocation - Performance monitoring and logging - Bottleneck identification and resolution |
| Topic 5: Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time processing optimization |
| Topic 6: Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Stream processing optimization - Real-time ingestion frameworks |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
1. Which of the following are components of the ETL process? (Select all that apply)
A) Transformation
B) Transmission
C) Visualization
D) Extraction
E) Loading
2. What is a metadata management challenge?
A) Data corruption over time
B) Leveraging the information from distributed sources
C) Ensuring availability of source systems
D) Information sources are limited
3. Which Python library formats data into dataframes?
A) NLTK
B) NumPy
C) Pandas
D) scikit-learn
4. What is a common approach to handling errors and failures in data pipelines?
A) Relying solely on input data validation
B) Ignoring errors and continuing execution
C) Allowing errors to propagate to end-users
D) Implementing robust error handling and retries
5. What is a privacy regulation that aims to protect the personal data of European Union citizens?
A) FERPA
B) CCPA
C) HIPAA
D) GDPR
Solutions:
| Question # 1 Answer: A,D,E | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: D |
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