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README
Apache-2.0

DataBand数据帮 轻量级一站式大数据分析平台

项目启动于2020-10-26,持续更新中。

完整开发使用文档

详情开发使用介绍

介绍

DataBand(数据帮),快速采集清洗,数据分析,预测分析,人工智能赋能服务,是一站式的大数据平台。 我们致力于通过提供智能应用程序、数据分析和咨询服务来提供最优解决方案。

软件架构

架构

技术栈

存储

  • 分布式存储:HDFS、HBase
  • 行式关系存储:MySQL、Oracle
  • 列式存储:ClickHouse
  • 列族存储:HBase、Cassandra
  • 文档库:ElasticSearch、MongoDB

计算

  • 计算引擎:Presto、Hive
  • 流处理:Storm、Flink

集成:

  • Flume
  • Filebeat
  • Logstash

前端技术栈

  • Vue
  • Element UI

后端技术栈

  • Spring Boot
  • Spring Cloud
  • MyBatis

工程说明

大数据模拟数据源生成数据(数据准备工程)

数据源:

数据源

  • databand-mock-api:接口模拟工具,模拟业务系统api;
  • databand-mock-log:日志模拟工具,手动产生大量的日志数据供调试测试,比如Syslog、log、CSV生成、Json、MySQL注入、RPC写、NetCat等;
  • databand-mock-mq:日志模拟工具,通过MQ写产生大量的日志数据供调试测试,比如RabbitMQ写、Kafka写等;
  • databand-mock-hadoop:大数据日志模拟工具,hdfs和mapreduce相关;

数据采集清洗(采集清洗工程)

  • databand-etl-mysql_ods:采集清洗mysql数据比如MySQL到ods临时中间库(包括Redis、Kafka等);
  • databand-etl-mysql_olap:采集清洗mysql数据到OLAP数据仓库;
  • databand-etl-mysql_hadoop:采集清洗mysql数据到Hadoop分布式存储;
  • databand-etl-logfile_ods:采集清洗半结构化日志文件,比如json、xml、log、csv文件数据到ods临时中间库;
  • databand-etl-logfile_olap:采集清洗半结构化日志文件数据到OLAP数据仓库;
  • databand-etl-logfile_hadoop:采集清洗日志文件数据到Hadoop分布式存储;
  • databand-etl-mq_ods:通过MQ消费采集数据,入ods库;
  • databand-etl-mq_olap:通过MQ消费采集数据,入OLAP库;
  • databand-etl-mq_hadoop:通过MQ消费采集数据,入Hadoop;- databand-ml:数据科学工程;

数据分析作业(定时作业调度工程)

  • databand-job:定时任务作业调度服务,支持shell,hive,python,spark-sql,java jar任务。

数据分析门户(后端管理和前端展示工程)

  • databand-ui:前端UI工程,数据展现;
  • databand-admin:后端权限、关系、站点配置管理;
  • databand-api:数据api服务;
  • databand-tools:BI工具集;

使用说明

databand-mock-api (模拟数据源API工程) API模拟工具

  • App.java:一个简单的mock控制台程序

api mock详情介绍

api mock工程源码

databand-mock-log (模拟数据源生成日志数据工程) 日志模拟工具

目前是简单的控制台小程序,直接运行main即可。

  • CsvMock.java:csv文件生成,运行后在"FILE_PATH"定义的文件夹中可找到csv文件:
  • LogMock.java:log文件生成,生成路径见配置文件:logback.xml。 win下默认“c:/logs/”,linux 或 mac下路径请自行修改:
  • JsonMock.java:json文件生成,在"FILE_PATH"定义的文件夹中可找到json文件:
  • XmlMock.java:xml文件生成,在"FILE_PATH"定义的文件夹中可找到json文件:
  • RpcMock.java:rpc输出,运行后可以用flume(或filebeat)进行测试,配置文件见:/flumeConf/avro-memory-log.properties:运行脚本: flume-ng agent --conf conf --conf-file /usr/app/apache-flume-1.8.0-bin/avro-memory-log.properties --name a2 -Dflume.root.logger=INFO,console
  • SyslogMock.java:syslog(udp)输出,运行后可以用flume(或filebeat)进行测试,配置文件见:/flumeConf/syslog-log.properties:
  • TcpMock.java:Tcp输出,运行后可以用flume进行测试,配置文件见:/flumeConf/syslog-log.properties:
  • MySQLMock.java:mysql数据生成,通过list键值对形式对数据表进行写操作。

log mock工程源码

databand-mock-mq (模拟数据源生成日志数据工程) MQ消息模拟生成工具

目前是简单的控制台小程序,直接运行main即可。

  • KafkaProducer.java:Kafka消息生成:
  • KafkaConsumer.java:Kafka消息消费:
  • RabbitMQProducer.java:RabbitMQ消息生成:
  • RabbitMQConsumer.java:RabbitMQ消息消费:

mq mock工程源码

...更多工程正在开发中,不定期更新,因为都是使用业余时间,如更新稍慢还请谅解,但这个工程一定不会是烂尾工程,长期更新维护,本人的工作重心领域也是大数据。

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DataBand(数据帮),快速采集清洗,数据分析,快速开发工具集、人工智能赋能服务,是一站式的大数据平台。 展开 收起
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