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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Stream processing optimization - Pravega, Kafka, NiFi usage |
| Monitoring, Troubleshooting & Workload Management | 10% | - Performance monitoring and logging - Cluster resource allocation - Bottleneck identification and resolution |
| Governance, Security & Compliance | 15% | - Security and privacy protection - Regulatory compliance - Data governance policies |
| Storage & Data Management | 18% | - Data formats, partitioning, and indexing - SQL/NoSQL performance tuning - Distributed storage system optimization |
| Data Pipeline Optimization | 20% | - ETL/ELT workflow optimization - Design scalable and efficient data pipelines - Reduce latency and improve throughput |
| Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time processing optimization |
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) Loading
D) Visualization
E) Extraction
2. A company needs to fill an opening for a key tactical data governance position. The new hire is to be a subject matter expert on customer data and ensure the data policies and standards are adhered to on a daily basis. This role bridges the gap between a data governance program and its execution.
What is a suitable job title for this role?
A) Data miner
B) Data scientist
C) Data engineer
D) Data steward
3. In Python, which type of operator is often used in conditional statements to perform Boolean operations?
A) Logical
B) Bitwise
C) Assignment
D) Arithmetic
4. What is the primary storage system used by the Hadoop ecosystem?
A) MongoDB
B) Cassandra
C) HDFS
D) Amazon S3
5. Which of the following best describes the purpose of database normalization in a relational database schema?
A) Improving query performance
B) Increasing data security
C) Enforcing referential integrity
D) Reducing data redundancy
Solutions:
| Question # 1 Answer: A,C,E | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: D |






