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| Section | Weight | Objectives |
|---|---|---|
| Data Processing Frameworks | 22% | - Hadoop ecosystem tuning - Batch and real-time processing optimization - Apache Spark optimization |
| Data Pipeline Optimization | 20% | - ETL/ELT workflow optimization - Design scalable and efficient data pipelines - Reduce latency and improve throughput |
| Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Performance monitoring and logging - Cluster resource allocation |
| Governance, Security & Compliance | 15% | - Data governance policies - Regulatory compliance - Security and privacy protection |
| Streaming & IoT Data Processing | 15% | - Pravega, Kafka, NiFi usage - Real-time ingestion frameworks - Stream processing optimization |
| Storage & Data Management | 18% | - Data formats, partitioning, and indexing - Distributed storage system optimization - SQL/NoSQL performance tuning |
1. What is a privacy regulation that aims to protect the personal data of European Union citizens?
A) HIPAA
B) GDPR
C) FERPA
D) CCPA
2. What is a characteristic of Pig?
A) Alternative language to Java programming for MapReduce
B) Uses HiveQL to translate SQL queries into MapReduce jobs
C) Performs real-time reads and writes in HDFS
D) Data warehouse infrastructure that manages jobs in the cluster
3. Which characteristic of a relational database ensures that each row in a table is uniquely identifiable?
A) Foreign key
B) Indexing
C) Primary key
D) Joins
4. Which tool provides fine-grained access control and security for Hadoop components?
A) Apache Ranger
B) Apache Knox
C) Apache Atlas
D) Apache HBase
5. Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?
A) Data analysis
B) Cloud computing
C) Front-end development
D) Graphic design
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: B |
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