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

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

EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:

1. Match each Apache Kafka component with its description.


2. What is the primary focus of the EdgeX Foundry architecture?

A) Big data analytics
B) Cloud computing
C) Quantum computing
D) Edge computing and IoT devices


3. Which NoSQL database type is most suitable for applications requiring high-speed, low-latency data retrieval based on simple lookups?

A) Column-family store
B) Time-series database
C) Key-value store
D) Document store


4. Which of the following are data pipeline best practices? (Select all that apply)

A) Using a single tool for all pipeline components
B) Ensuring data quality and validation
C) Avoiding error handling and monitoring
D) Using a monolithic design for simplicity


5. Which tool builds batch processing as a special case of stream data processing?

A) Apache Flink
B) Apache Hive
C) Apache Oozie
D) Apache Spark


Solutions:

Question # 1
Answer: Only visible for members
Question # 2
Answer: D
Question # 3
Answer: C
Question # 4
Answer: B
Question # 5
Answer: A

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