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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Monitoring, Troubleshooting & Workload Management | 10% | - Performance monitoring and logging - Bottleneck identification and resolution - Cluster resource allocation |
| Topic 2: Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Real-time ingestion frameworks - Stream processing optimization |
| Topic 3: Storage & Data Management | 18% | - Distributed storage system optimization - Data formats, partitioning, and indexing - SQL/NoSQL performance tuning |
| Topic 4: Data Pipeline Optimization | 20% | - Reduce latency and improve throughput - ETL/ELT workflow optimization - Design scalable and efficient data pipelines |
| Topic 5: Governance, Security & Compliance | 15% | - Data governance policies - Regulatory compliance - Security and privacy protection |
| Topic 6: Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time processing optimization |
1. Which of the following data structures in Python is immutable?
A) Tuple
B) List
C) Dictionary
D) Set
2. You are designing a database for an e-commerce data warehouse. The data is normalized in 1NF format and will be used to create data marts for different departments inside the organization.
Which schema type should be used for this requirement?
A) Columnar
B) Highly Normalized
C) Graph
D) Star
3. A manufacturing organization intents to minimize production costs by analyzing real-time data after implementing IoT tools.
Which business driver would be affected if the organization follows this strategy?
A) New sources of revenue
B) Product choices
C) Customer experience
D) Operational efficiency
4. Why is it important to control the capabilities of a workload during runtime in Kubernetes?
A) Support data exfiltration from a pod
B) Enable management of application secrets
C) Limit resource usage on a cluster
D) Apply API authorization on a cluster
5. Which of the following are data pipeline best practices? (Select all that apply)
A) Using a monolithic design for simplicity
B) Using a single tool for all pipeline components
C) Avoiding error handling and monitoring
D) Ensuring data quality and validation
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: D |
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