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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Pipeline Optimization | 20% | - ETL/ELT workflow optimization - Design scalable and efficient data pipelines - Reduce latency and improve throughput |
| Monitoring, Troubleshooting & Workload Management | 10% | - Performance monitoring and logging - Bottleneck identification and resolution - Cluster resource allocation |
| Governance, Security & Compliance | 15% | - Regulatory compliance - Data governance policies - Security and privacy protection |
| Data Processing Frameworks | 22% | - Hadoop ecosystem tuning - Batch and real-time processing optimization - Apache Spark optimization |
| Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
| Storage & Data Management | 18% | - SQL/NoSQL performance tuning - Data formats, partitioning, and indexing - Distributed storage system optimization |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
1. Which phase of a data analytics project involves data engineers extracting, transforming, and loading data from various sources into a centralized repository?
A) Data exploration
B) Data modeling
C) Data visualization
D) Data ingestion
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) Extract, Transform, and Load
C) Atomicity, Consistency, and Isolation
D) Extract, Load, and Transform
3. Which layer in the EdgeX Foundry architecture provides a REST API that enables clients to establish new requests?
A) Support Services
B) Application/Export Services
C) Device Services
D) Core Services
4. An organization has decided to structure their governance model to allow either a single individual or a team to control and maintain the master data.
Which governance model is being implemented?
A) Hybrid
B) Centralized
C) Distributed
D) Federated
5. Which of the following are components of the Apache Spark architecture? (Select all that apply)
A) Spark Streaming
B) Spark SQL
C) Spark Core
D) Spark HBase
E) Spark Cassandra
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: A,B,C |






