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2025-04-12 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Internet Technology >
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Shulou(Shulou.com)06/03 Report--
Key components:
Distributed File Storage system of HDFS:Hadoop
MapReduce:Hadoop 's distributed program computing framework can also be called a programming model.
Hive: SQL-like data Warehouse tool based on Hadoop
HBase: column distributed NoSQL Database based on Hadoop
ZooKeeper: distributed coordination service component
Mahout: a machine learning algorithm library based on distributed computing frameworks such as MapReduce/Flink/Spark
Oozie/Azkaban: workflow scheduling engine
Sqoop: data move in and out tool
Flume: log collection tool
Data processing flow:
A. data acquisition: customize the development of acquisition programs, or use the open source framework Flume or LogStash
B, data preprocessing: custom development MapReduce programs run in Hadoop cluster, or special data collection tools can also preprocess data.
C, data warehouse technology: Hive based on Hadoop
D, data export: Sqoop data import and export tool based on Hadoop
E, data visualization: customize the development of web programs or use products such as Kettle
F, statistical analysis of data: MapReduce in Hadoop is either Hive based on Hadoop, or Spark,Flink
G, process scheduling of the whole process: Oozie/Azkaban tools in the Hadoop ecosystem or other similar open source products
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