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| Section | Weight | Objectives |
|---|---|---|
| Data Processing Frameworks | 22% | - Apache Spark optimization - Hadoop ecosystem tuning - Batch and real-time processing optimization |
| Storage & Data Management | 18% | - Data formats, partitioning, and indexing - SQL/NoSQL performance tuning - Distributed storage system optimization |
| Monitoring, Troubleshooting & Workload Management | 10% | - Bottleneck identification and resolution - Cluster resource allocation - Performance monitoring and logging |
| Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
| Data Pipeline Optimization | 20% | - Reduce latency and improve throughput - ETL/ELT workflow optimization - Design scalable and efficient data pipelines |
| Governance, Security & Compliance | 15% | - Data governance policies - Regulatory compliance - Security and privacy protection |
What is a characteristic of the Kerberos role in a Hadoop ecosystem?
Correct Answer: B 🗳️
In Python, which primitive data type covers real rational and irrational numbers?
Correct Answer: B 🗳️
What is a data pipeline best practice related to Extract-Transform-Load (ETL) jobs?
Correct Answer: A 🗳️
Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?
Correct Answer: D 🗳️
Which of the following are components of the Apache Spark architecture? (Select all that apply)
Correct Answer: B,D,E 🗳️
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