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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Processing Frameworks | 22% | - Apache Spark optimization - Batch and real-time processing optimization - Hadoop ecosystem tuning |
| Topic 2: Storage & Data Management | 18% | - Distributed storage system optimization - SQL/NoSQL performance tuning - Data formats, partitioning, and indexing |
| Topic 3: Data Pipeline Optimization | 20% | - Design scalable and efficient data pipelines - Reduce latency and improve throughput - ETL/ELT workflow optimization |
| Topic 4: Governance, Security & Compliance | 15% | - Regulatory compliance - Data governance policies - Security and privacy protection |
| Topic 5: Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Performance monitoring and logging - Cluster resource allocation |
| Topic 6: Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Real-time ingestion frameworks - Stream processing optimization |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
What is the main programming language supported by Apache Spark?
- A. Python
- B. Ruby
- C. Java
- D. C++
Correct Answer: A 🗳️
Which characteristic of a relational database ensures that each row in a table is uniquely identifiable?
- A. Foreign key
- B. Indexing
- C. Primary key
- D. Joins
Correct Answer: C 🗳️
Which of the following are security considerations when using cloud services with Hadoop? (Select all that apply)
- A. Multi-factor authentication
- B. Regularly updating software and patches
- C. Storing all data on public GitHub repositories
- D. Data encryption in transit and at rest
Correct Answer: A,B,D 🗳️
Which IoT data processing tool enables businesses to make real-time decisions to capitalize on the Analytics of Things (AoT)?
- A. Nautilus
- B. Pravega
- C. Apache Kafka
- D. Apache NiFi
Correct Answer: A 🗳️
What is the primary focus of the EdgeX Foundry architecture?
- A. Big data analytics
- B. Quantum computing
- C. Edge computing and IoT devices
- D. Cloud computing
Correct Answer: C 🗳️
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