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数据湖:各模块组件
2022-07-28 02:00:00 【YoungerChina】
主要基于对现阶段一些常用的大数据开源框架技术的整理,只是一些简单的介绍,并不是详细技术梳理。可能会有疏漏,发现再整理。参考的太多,就不一一列出来了。这只是作为一个梳理,对以后选型或者扩展的做个参考。
系统平台 (Hadoop、CDH、HDP)
监控管理 (CM、Hue、Ambari、Dr.Elephant、Ganglia、Zabbix、Eagle)
文件系统 (HDFS、GPFS、Ceph、GlusterFS、Swift 、BeeGFS、Alluxio)
资源调度 (YARN、Mesos、)
协调框架 (ZooKeeper、Etcd、Consul)
数据存储 (HBase、Cassandra、ScyllaDB、MongoDB、Accumulo、Redis 、Ignite、Arrow 、Geode、CouchDB、Kudu、CarbonData)
数据处理 (MapReduce、Spark、Flink、Storm、Tez、Samza、Apex、Beam、Heron)
查询分析(Hive、SparkSQL、Presto、Kylin、Impala、Druid、ElasticSearch、HAWQ、Lucene、Solr、 Phoenix)
数据收集 (Flume、Filebeat、Logstash、Chukwa)
数据交换 (Sqoop 、Kettle、DataX、NiFi)
消息系统 (Pulsar、Kafka、RocketMQ、ActiveMQ、RabbitMQ)
任务调度 (Azkaban、Oozie、Airflow)
数据治理 (Ranger 、Sentry、Atlas) 可视化 (Kibana 、D3.js、ECharts)
数据挖掘 (Mahout 、MADlib、Spark ML、TensorFlow、Keras)
云平台 (Amazon S3、GCP、Microsoft Azure)
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