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Last Updated: Aug 21, 2026

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

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

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

1. What is an advantage of avoiding bias from the data?

A) Decrease trust between humans and machines
B) Minimize transparency at the point of data collection
C) Minimize Bias-Variance trade-off
D) Reduce misuse of data and facilitate its transparency


2. Which encoding standard is used by Python 2 to store strings?

A) Binary
B) Static
C) ASCII
D) Unicode


3. In order for a table to be normalized in 4NF, what two conditions must be met?

A) Table is in 3NF
No dependencies exist
B) Table is in BCNF
No multi-valued dependencies exist
C) Table is in 3NF
No multi-valued dependencies exist
D) Table is in BCNF
Multi-valued depen


4. Which NoSQL database type is best suited for handling graph-based data structures and complex relationships?

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


5. With Apache Kafka, what is an advantage of implementing the Publish/Subscribe messaging system over Point-to-Point messaging system?

A) Any message published to a topic is immediately received by all the subscribers to that topic
B) Any message published to a topic is received only by a few subscribers to that topic
C) Messages can be dynamically moved between topics to improve the overall throughput of the system
D) Messages stored are deduplicated automatically to increase the overall storage capacity of a topic


Solutions:

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

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