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Last Updated: Aug 17, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Big Data Industry Overview & Basic Concepts | 10% | - Development trends and characteristics of big data - Huawei Kunpeng big data ecosystem - Big data application scenarios and challenges |
| Distributed Computing Framework | 22% | - Spark core concepts, RDD, DataFrame and Spark SQL - Flink stream processing fundamentals - YARN architecture, resource scheduling and management - MapReduce programming model and workflow |
| Distributed Storage & Coordination | 20% | - HBase architecture, data model and row-key design - HDFS architecture, principles and operations - ZooKeeper functions, architecture and application |
| Data Integration & Streaming | 15% | - Loader data migration and synchronization - Flume log collection architecture and configuration - Kafka message queue principles and usage |
| Security & Other Components | 8% | - LDAP and Kerberos authentication mechanism - Elasticsearch and Redis overview |
| Huawei Big Data Platform & Solutions | 7% | - Typical big data solutions and use cases - FusionInsight/MRS architecture and components |
| Data Warehouse & Query Engine | 18% | - Hive execution engines: MapReduce, Tez, Spark - File formats: ORC, Parquet, SequenceFile - Hive architecture, metastore, partitioning and bucketing |
1. If HDFS is deployed with a single name node, what limitations may exist? (multiple choice)
A) The number of objects (files, blocks) that a name node can hold is limited by the size of the memory space
B) The amount of leaf swallowing of the entire distributed file system is limited by the throughput of a single name node
C) Failure of this unique name node will render the entire cluster unavailable
D) It will affect the functional implementation of the upper-level components based on HDFS
2. Which way is correct to load data into Hive table?
A) Hive supports insert into! The method of a single record. So you can insert a single record directly on the command line
B) Load the file of the local path directly into the Hive table
C) Load files on HDFS into Hive tables.
D) Insert result set from other table into Hive table
3. Which nodes are required to communicate with external data sources before and after the Fusioninsight HD Loader job?
A) Both of the first two are required
B) Neither of the first two are needed
C) The node on which the YARN service job is running
D) Loader service master node
4. What methods or interfaces does Loader provide to implement job management?
A) REST interface
B) Java API
C) Linuxt command line
D) WEB UI
5. In Streaming, exactly one message reliability level is achieved through the ACK mechanism.
A) True
B) False
Solutions:
| Question # 1 Answer: A,B,C | Question # 2 Answer: B,C,D | Question # 3 Answer: A | Question # 4 Answer: A,B,C,D | Question # 5 Answer: B |
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