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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Security & Compliance | 15% | - Regulatory compliance - Data governance policies - Security and privacy protection |
| Topic 2: Data Processing Frameworks | 22% | - Batch and real-time processing optimization - Apache Spark optimization - Hadoop ecosystem tuning |
| Topic 3: Storage & Data Management | 18% | - SQL/NoSQL performance tuning - Distributed storage system optimization - Data formats, partitioning, and indexing |
| Topic 4: Monitoring, Troubleshooting & Workload Management | 10% | - Performance monitoring and logging - Cluster resource allocation - Bottleneck identification and resolution |
| Topic 5: Data Pipeline Optimization | 20% | - Design scalable and efficient data pipelines - ETL/ELT workflow optimization - Reduce latency and improve throughput |
| Topic 6: Streaming & IoT Data Processing | 15% | - Real-time ingestion frameworks - Pravega, Kafka, NiFi usage - Stream processing optimization |
1. In Python, which type of operator is often used in conditional statements to perform Boolean operations?
A) Bitwise
B) Logical
C) Arithmetic
D) Assignment
2. Which of the following are components of the Apache Spark Streaming architecture? (Select all that apply)
A) Kafka topics
B) Discretized streams (DStreams)
C) Worker node
D) Driver node
E) HDFS storage
3. Which of the following are data ingestion tools commonly used in the Hadoop ecosystem? (Select all that apply)
A) Apache Beam
B) Apache Kafka
C) Apache Flume
D) Apache Sqoop
E) Apache Flink
4. Why is Python commonly used for building data pipelines?
A) It requires compilation for execution
B) It only supports batch processing
C) Its readability and extensive libraries
D) It has no libraries for data manipulation
5. Which Sqoop validation type checks the row counts between the source and target databases, and tries to ensure that the counts match?
A) Eval
B) Validator
C) ValidationFailureHandler
D) ValidationThreshold
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B,C,D | Question # 3 Answer: B,C,D | Question # 4 Answer: C | Question # 5 Answer: D |
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