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Last Updated: Aug 15, 2026

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

SectionWeightObjectives
Topic 1: Storage & Data Management18%- SQL/NoSQL performance tuning
- Data formats, partitioning, and indexing
- Distributed storage system optimization
Topic 2: Streaming & IoT Data Processing15%- Pravega, Kafka, NiFi usage
- Real-time ingestion frameworks
- Stream processing optimization
Topic 3: Data Processing Frameworks22%- Apache Spark optimization
- Hadoop ecosystem tuning
- Batch and real-time processing optimization
Topic 4: Data Pipeline Optimization20%- Design scalable and efficient data pipelines
- Reduce latency and improve throughput
- ETL/ELT workflow optimization
Topic 5: Governance, Security & Compliance15%- Data governance policies
- Security and privacy protection
- Regulatory compliance
Topic 6: Monitoring, Troubleshooting & Workload Management10%- Cluster resource allocation
- Bottleneck identification and resolution
- Performance monitoring and logging

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

1. Which of the following are key roles in data governance? (Select all that apply)

A) Chief Information Officer (CIO)
B) Data Analyst
C) Data Owner
D) Data Scientist
E) Data Steward


2. What ordered set of terms refers to the process in which data is sourced from a relational database, enriched and merged with other datasets, then stored in a data lake?

A) Isolation, Atomicity, and Consistency
B) Atomicity, Consistency, and Isolation
C) Extract, Transform, and Load
D) Extract, Load, and Transform


3. What is a typical task of a data engineer during a data analytics project?

A) Transforming data into a format that can be easily analyzed
B) Exploring and examining data to find hidden patterns
C) Planning and performing A/B testing
D) Presenting financial benefits to executive stakeholders


4. Which of the following are characteristics of the Hadoop ecosystem? (Select all that apply)

A) Low fault tolerance
B) Single-node architecture
C) Batch processing
D) Real-time processing
E) Scalability


5. Which of the following are data ingestion tools commonly used in the Hadoop ecosystem? (Select all that apply)

A) Apache Sqoop
B) Apache Kafka
C) Apache Flink
D) Apache Beam
E) Apache Flume


Solutions:

Question # 1
Answer: A,C,E
Question # 2
Answer: C
Question # 3
Answer: A
Question # 4
Answer: C,E
Question # 5
Answer: A,B,E

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