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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Security & Compliance | 15% | - Data governance policies - Regulatory compliance - Security and privacy protection |
| Topic 2: Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Cluster resource allocation - Performance monitoring and logging |
| Topic 3: Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Real-time ingestion frameworks - Stream processing optimization |
| Topic 4: Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time processing optimization |
| Topic 5: Storage & Data Management | 18% | - Data formats, partitioning, and indexing - Distributed storage system optimization - SQL/NoSQL performance tuning |
| Topic 6: Data Pipeline Optimization | 20% | - Reduce latency and improve throughput - ETL/ELT workflow optimization - Design scalable and efficient data pipelines |
1. Which tool builds batch processing as a special case of stream data processing?
A) Apache Hive
B) Apache Spark
C) Apache Oozie
D) Apache Flink
2. What is a characteristic of the Kerberos role in a Hadoop ecosystem?
A) Secure user identification over insecure network
B) Bind-based authentication
C) Used for authentication and authorization
D) Designed to access directory services
3. In Python, which type of operator is often used in conditional statements to perform Boolean operations?
A) Assignment
B) Logical
C) Arithmetic
D) Bitwise
4. Which of the following are security considerations when using cloud services with Hadoop? (Select all that apply)
A) Storing all data on public GitHub repositories
B) Data encryption in transit and at rest
C) Regularly updating software and patches
D) Multi-factor authentication
5. What is the fastest data transfer channel for the Flume Agent Architecture?
A) Memory
B) JDBC
C) Sink Processor
D) File
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: B,C,D | Question # 5 Answer: A |
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