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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Security & Compliance | 15% | - Data governance policies - Regulatory compliance - Security and privacy protection |
| Topic 2: Storage & Data Management | 18% | - SQL/NoSQL performance tuning - Distributed storage system optimization - Data formats, partitioning, and indexing |
| Topic 3: Data Pipeline Optimization | 20% | - Design scalable and efficient data pipelines - ETL/ELT workflow optimization - Reduce latency and improve throughput |
| Topic 4: Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
| Topic 5: Data Processing Frameworks | 22% | - Hadoop ecosystem tuning - Batch and real-time processing optimization - Apache Spark optimization |
| Topic 6: Monitoring, Troubleshooting & Workload Management | 10% | - Performance monitoring and logging - Bottleneck identification and resolution - Cluster resource allocation |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
Question 1
What is a data pipeline best practice related to Extract-Transform-Load (ETL) jobs?
A. A failed ETL job should be re-run immediately without taking any corrective actions.
B. ETL jobs should be manually executed and monitored to ensure the highest quality.
C. ETL jobs should be flexible to source data changes such as new variables or attributes.
D. A failed ETL job should always be marked as completed so that any other scheduled jobs can execute.
Question 2
What step in a query plan determines the best execution path for the provided query?
A. Algebrizer
B. Optimizer
C. Parser
D. Execution
Question 3
In Python, which non-primitive data structure can only be a collection of primitive data types?
A. List
B. Dictionary
C. Tuple
D. Array
Question 4
In Python, which type of non-linear list always has a common root?
A. Stacks
B. Queues
C. Trees
D. Graphs
Question 5
What is the purpose of sensor operators in Apache Airflow?
A. Use a poke method to monitor external processes
B. Use triggers to report each successive retry
C. Perform validation checks in parallel
D. Move data sequentially from one system to another
Solutions:
| Question 1 Answer: C | Question 2 Answer: B | Question 3 Answer: D | Question 4 Answer: C | Question 5 Answer: A |
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