Last Updated: Aug 02, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Big Data Offline Batch Processing Scenario-based Solution | 25% | - HDFS and Hive principles and usage - Spark SQL and batch processing - Offline solution design and optimization - Data ingestion tools: Loader, Sqoop, Kettle |
| Topic 2: Big Data Real-time Stream Computing Scenario-based Solution | 30% | - Flink stream processing framework - Spark Streaming and Structured Streaming - Flume and Kafka data ingestion - Stream solution deployment and tuning |
| Topic 3: Big Data Real-time Retrieval Scenario-based Solution | 30% | - GaussDB(DWS) and distributed query - Real-time retrieval optimization - HBase architecture and development - Elasticsearch and real-time search |
| Topic 4: Big Data Application Development Overall Guide | 15% | - Big data concepts and architecture - Mainstream big data technologies and ecosystems - Application development fundamentals - Scenario-based big data solutions overview |
1. In Kafka, is the following statement about the data sent by the Producer wrong? (multiple choice)
A) Producer is responsible for producing data, Consumer is responsible for consuming data, Socket connection needs to be established between Producer and Consumer
B) As a message producer, Producer can directly write data to ZooKeeper
C) Producer can send data to Broker, and can send data to Consumer
D) Producer can produce data by connecting to any normal Broker instance
2. In a MapReduce application, the output of the map function is processed by the MapReduce framework and sent to the reduce function. This process is based on key-value pairs for sorting and grouping.
A) False
B) True
3. In HBase of FusionInsight HD, which of the following scenarios will not trigger the Flush operation?
A) The total memory of RegionServer exceeds the threshold
B) The MemStore setting of the Region exceeds the threshold
C) Initiate Flush operation through the client specified method
D) The scan caching is set too large when the client initiates a scan request
4. When HDFS is running, the NameNode will load all the metadata of the file system from the disk to the memory. Therefore, the total number of files that the file system can store is limited by the memory capacity of the NameNode.
A) False
B) True
5. In FusionInsight HD, when using Streaming's Linux command line mode to submit a topology, a user with Streaming submission permission needs to be used for kinit authentication
A) False
B) True
Solutions:
| Question # 1 Answer: A,B,C | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: B |
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