Updated: Jul 30, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Big Data Real-time Retrieval Scenario-based Solution | 30% | - Real-time retrieval solution components - Real-time query optimization - Distributed database concepts (HBase, Elasticsearch, GES) |
| Topic 2: Big Data Application Development Overall Guide | 15% | - Big data scenario-based solutions - Application development fundamentals - Big data concepts and architecture |
| Topic 3: Big Data Real-time Stream Computing Scenario-based Solution | 30% | - Real-time stream processing frameworks (Flume, Kafka, Spark Streaming, Flink) - Streaming use cases and configuration - Stream data ingestion and processing |
| Topic 4: Big Data Offline Batch Processing Scenario-based Solution | 25% | - HDFS and Hive fundamentals - Offline batch processing solutions - Spark SQL and data ingestion tools (Loader, Sqoop, Kettle) |
1. To create a table through HBase's createTable method, what parameters must be passed in?
A) Table names and columns
B) Table name
C) Table name and column family
D) Can be empty
2. For the design principles of HBase rowkey, which of the following descriptions is correct? (multiple choice)
A) Attribute values with good dispersion are placed in the second half of Rowkey
B) The attribute value with high access weight is placed in front of RowKey
C) The attribute value with high access weight is placed in the second half of Rowkey
D) The attribute value with good dispersion is placed in the first half of Rowkey
3. In FusionInsight HD, when using Streaming's ACK mechanism, which of the following statements are correct? (multiple choice)
A) Starting from the spout, the failure of any link in the formed Tuple tree will mark the entire tree as a failure.
B) Acker will mark the processing timeout or processing failure message as fail.
C) After Acker is enabled, Streaming will identify the Tuple that failed to be sent and automatically resend it without human intervention.
D) The application needs to implement message retransmission logic in the fail() interface method of spout.
4. When indexing in Solr, which of the following code snippets can significantly improve indexing performance? (multiple choice)
A) if (updateRequest.getDocumentsMap().size() >= 10000) { cloudSolrClient.request (updateRequest, collName); updateRequest.clear(); }
B) if (updateRequest.getDocuments().size() >= 1000) { cloudSolrClient.request (updateRequest, collName); updateRequest.clear(); }
C) SolrlnputDocument doc = new SolrlnputDocument(); doc.addField ("id", i.toString()); doc.addField ("name", "Zhang San" + i); doc.addField ("features", "test" + ); doc.addField ("price", (float) i * 1.01); cloudSolrClient.add (doc); cloudSolrClient.commit();
D) lbClient.setRequestWriter (new BinaryRequestWriter());
5. In the implementation of the business logic of HBase writing data, which of the following interfaces or classes does not need to be involved?
A) HBaseAdmin
B) Put
C) PutList
D) HTable
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B,D | Question # 3 Answer: A,B,D | Question # 4 Answer: A,D | Question # 5 Answer: A |
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