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Last Updated: Sep 17, 2026
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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Streaming & IoT Data Processing | 15% | - Stream processing optimization - Pravega, Kafka, NiFi usage - Real-time ingestion frameworks |
| Topic 2: Storage & Data Management | 18% | - Data formats, partitioning, and indexing - Distributed storage system optimization - SQL/NoSQL performance tuning |
| Topic 3: Data Processing Frameworks | 22% | - Hadoop ecosystem tuning - Apache Spark optimization - Batch and real-time processing optimization |
| Topic 4: Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Performance monitoring and logging - Cluster resource allocation |
| Topic 5: Governance, Security & Compliance | 15% | - Security and privacy protection - Regulatory compliance - Data governance policies |
| Topic 6: Data Pipeline Optimization | 20% | - Design scalable and efficient data pipelines - Reduce latency and improve throughput - ETL/ELT workflow optimization |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
In Python, which type of non-linear list always has a common root?
- A. Queues
- B. Stacks
- C. Trees
- D. Graphs
Correct Answer: C 🗳️
Which of the following describes Apache Flink?
- A. A distributed file storage system
- B. A stream processing framework
- C. A batch processing engine
- D. A graph processing framework
Correct Answer: B 🗳️
You are designing a genomics analysis application and need to set up an Apache Oozie job to execute a single MapReduce workflow at 12:00 AM EST every day.
Which Oozie job type should you implement?
- A. JobTracker
- B. Workflow
- C. Bundle
- D. Coordinator
Correct Answer: D 🗳️
The penalty that the EU supervisory authority levies on an organization that fails to comply with the General Data Protection Regulation (GDPR) is the greater of 4% of total global annual turnover or revenue, or a fixed fine amount.
What is the fixed fine amount, in millions of Euros?
- A. 5
- B. 20
- C. 10
- D. 40
Correct Answer: B 🗳️
Which tool provides fine-grained access control and security for Hadoop components?
- A. Apache Atlas
- B. Apache HBase
- C. Apache Knox
- D. Apache Ranger
Correct Answer: D 🗳️
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