Last Updated: Aug 07, 2026
No. of Questions: 155 Questions & Answers with Testing Engine
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| Section | Objectives |
|---|---|
| Big Data Fundamentals | - Data Storage and Processing Concepts - Big Data Architecture and Ecosystem Overview |
| Data Development and Engineering Practices | - Data Pipeline Development - ETL Design and Implementation |
| Real-time Data Processing | - Flink/Spark Streaming Basics - Stream Processing Concepts |
| Hadoop Ecosystem Technologies | - YARN Resource Scheduling - HDFS and Data Management |
| Distributed Data Processing | - Spark Computing Framework - MapReduce Principles |
1. In Kafka, which statement about Consumer is correct? (multiple choice)
A) When multiple Consumers are configured with the same group.id, the data consumed by these Consumers will not be repeated
B) The new ConsumerAPI consumption data does not need to specify the ZooKeeper address
C) Topic needs to be specified when Consumer consumes data
D) Consumer mainly conducts data consumption
2. In Spark, assuming that lines is a DStream object, the filter statement can filter out 80% of the data. Which statement is correct for the following two statements:
X: lines.filter(...).groupByKey(...)
Y: lines.groupByKey(...).filter(...)
A) X and Y have the same performance
B) X has lower performance than Y
C) X has higher performance than Y
D) It is impossible to determine the performance difference between X and Y
3. When Flume writes into HDFS, what are the file generation methods? (multiple choice)
A) Set the number of events stored in a single file. When the number of events stored in the file reaches the set value, the old file will be closed and the new data will be written to the new file
B) Set the file generation time interval. When the time interval is reached, the old file will be closed and the new data will be written into the new file
C) Set the size of a single file. When the file size reaches the set value, the old file will be closed and the new data will be written into the new file
D) According to the source file name, directly generate the file
4. In the online log query solution, stream processing is used to complete the calculation. During the entire calculation process, intermediate calculation results need to be temporarily stored. Which of the following components is suitable for storing intermediate calculation results? (multiple choice)
A) Kafka
B) HBase
C) Redis
D) HDfS
5. Regarding Streaming's topology, what is wrong in the following description?
A) Topology will keep running until it is explicitly killed
B) A Topology is a directed acyclic graph (DAG) connected by a set of Spout components and Bolt components through Stream Groupings
C) Business logic is encapsulated in Topology
D) A Topology can only specify to start one Worker process
Solutions:
| Question # 1 Answer: A,B,C,D | Question # 2 Answer: C | Question # 3 Answer: A,B,C,D | Question # 4 Answer: A,C | Question # 5 Answer: D |
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