Last Updated: Jul 29, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Big Data Real-time Stream Computing Scenario-based Solution | 30% | - Spark Structured Streaming fundamentals - Kafka architecture, transactions and configuration - Flink SQL and complex event processing - Apache Flink: event time, watermark, windowing and state management |
| Big Data Offline Batch Processing Scenario-based Solution | 25% | - HDFS and YARN principles and configuration - Data ingestion tools: Loader, Sqoop, Flume - Hive development, optimization and ACID transactions - Spark Core, Spark SQL and Catalyst optimization |
| Big Data Real-time Retrieval Scenario-based Solution | 30% | - Elasticsearch indexing, query and cluster management - HBase architecture, row-key design and optimization - Apache Phoenix and secondary indexes - CarbonData and GaussDB(DWS) basics |
| Big Data Application Development Overall Guide | 15% | - Application development process and specifications - Scenario-based solution design overview - Mainstream big data technologies and ecosystem - FusionInsight HD architecture and components |
1. RDDasSparkThe core object, which has the following characteristics? (multiple choice)
A) efficient
B) read only
C) fault tolerance
D) partition
2. existKafkain, aboutConsumerWhich statement is correct? (multiple choice)
A) mouthConsumerMainly for data consumption
B) Kou XinConsumerAPIConsumption data does not need to be specifiedZooKeeperaddress
C) multiple mouthsConsumerconfigure the samegroup.idwhen theseConsumerConsumed data will not be duplicated
D) mouthConsumerNeed to specify when consuming dataTopic
3. Does a project require Internet access to a certain area? ? Save and search the full text of these Internet records? ? information, with to prevent crime in the region.
In this scenario, which of the following options is the best?
A) existHBasestore data on theHBaseThe filtering characteristics of , satisfy fuzzy matching query.
B) existSolrCreate an index and save the data, and return all the data during full-text search.
C) When storing data, inSolrindex on theHBaseStore complete data? ? when, throughSolrFull-text search to obtain and record record key information, through the key information inHBasefor the full record.
4. pass throughHBaseofcreateTableThe method creates a table, what parameters must be passed in?
A) can be empty
B) Table Name
C) Table names and column families
D) table names and columns
5. FusionInsight HDin, aboutHive UDFsSecondary development, is the following description correct? (multiple choice)
A) user definedUDF, can be added according to the actual situationdeterministicandstatefulletc. Annotation
B) user definedUDFBefore being used, it needs to beHivecreate this in the systemUDF.
C) Under the secure cluster, user-definedUDF, it is recommended to create it once before each use.
D) user definedUDF, information such as summary and status is not allowed.
Solutions:
| Question # 1 Answer: A,B,C,D | Question # 2 Answer: A,C,D | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: B |
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