
场景一. 业务场景中存在需要将业务数据存放到hive中做数据BI统计等情形。
场景二. hive数据统计分析后的最终结果需要转存到mysql中以便展示到用户端。
解决方案我们可以使用sqoop工具,将业务数据库mysql或者oracle中的数据落地到hive表中,以方便后续的大数据统计分析。
具体步骤说明:mysql数据库或者oracle数据的安装大人们可以自己搜索资料了;
hive和hadoop的安装:
Windows10 安装Hadoop3.3.0_xieedeni的博客-CSDN博客
Windows10安装Hive3.1.2_xieedeni的博客-CSDN博客
一. 下载安装sqoop
1.下载
下载地址:Index of /dist/sqoop
这里注意版本:
sqoop版本为:sqoop1和sqoop2,具体这俩的区别大人们可以自行搜索下资料。
sqoop1为版本1.4.7以下版本,sqoop2为1.99.1以上版本,最新为1.99.7版。
这里我下载使用的是1.4.7版:Index of /dist/sqoop/1.4.7
2.配置环境变量
这里我使用windows环境安装使用
解压后,配置环境变量SQOOP_HOME=sqoop解压后地址,path增加新配置%SQOOP_HOME%/bin
3.修改sqoop配置文件
复制文件%SQOOP_HOME%/conf下的sqoop-env-template.sh 命名为sqoop-env.sh
修改%SQOOP_HOME%/conf/sqoop-env.sh
# Set Hadoop-specific environment variables here. #Set path to where bin/hadoop is available export HADOOP_COMMON_HOME=D:worksofthadoop-3.3.0 #Set path to where hadoop-*-core.jar is available export HADOOP_MAPRED_HOME=D:worksofthadoop-3.3.0 #set the path to where bin/hbase is available #export Hbase_HOME= #Set the path to where bin/hive is available export HIVE_HOME=D:worksoftapache-hive-3.1.2-bin #Set the path for where zookeper config dir is #export ZOOCFGDIR=
4.mysql-connector-java-8.0.x.jar
下载和拷贝一个mysql-connector-java-8.0.x.jar到%SQOOP_HOME%/lib目录下:
mysql-connector-java-8.0.21.jar
下载地址:https://dev.mysql.com/downloads/file/?id=496589
二.sqoop连接测试
1.version测试
sqoop version
2.连接数据库测试
sqoop list-databases --connect jdbc:mysql://127.0.0.1:3306/mydb --username root --password 123456
输出了表信息,成功了。
三. 使用sqoop将mysql数据落地到hive表
小结 遇到问题1.步骤二连接数据库测试时报错Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/commons/lang/StringUtils
2021-09-30 13:55:56,530 INFO manager.MySQLManager: Preparing to use a MySQL streaming resultset.
Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/commons/lang/StringUtils
at org.apache.sqoop.manager.MySQLManager.initOptionDefaults(MySQLManager.java:73)
at org.apache.sqoop.manager.SqlManager.(SqlManager.java:89)
at com.cloudera.sqoop.manager.SqlManager.(SqlManager.java:33)
at org.apache.sqoop.manager.GenericJdbcManager.(GenericJdbcManager.java:51)
at com.cloudera.sqoop.manager.GenericJdbcManager.(GenericJdbcManager.java:30)
at org.apache.sqoop.manager.CatalogQueryManager.(CatalogQueryManager.java:46)
at com.cloudera.sqoop.manager.CatalogQueryManager.(CatalogQueryManager.java:31)
at org.apache.sqoop.manager.InformationSchemaManager.(InformationSchemaManager.java:38)
at com.cloudera.sqoop.manager.InformationSchemaManager.(InformationSchemaManager.java:31)
at org.apache.sqoop.manager.MySQLManager.(MySQLManager.java:65)
at org.apache.sqoop.manager.DefaultManagerFactory.accept(DefaultManagerFactory.java:67)
at org.apache.sqoop.ConnFactory.getManager(ConnFactory.java:184)
at org.apache.sqoop.tool.baseSqoopTool.init(baseSqoopTool.java:272)
at org.apache.sqoop.tool.ListDatabasesTool.run(ListDatabasesTool.java:44)
at org.apache.sqoop.Sqoop.run(Sqoop.java:147)
at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:76)
at org.apache.sqoop.Sqoop.runSqoop(Sqoop.java:183)
at org.apache.sqoop.Sqoop.runTool(Sqoop.java:234)
at org.apache.sqoop.Sqoop.runTool(Sqoop.java:243)
at org.apache.sqoop.Sqoop.main(Sqoop.java:252)
Caused by: java.lang.ClassNotFoundException: org.apache.commons.lang.StringUtils
at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
at java.lang.ClassLoader.loadClass(ClassLoader.java:418)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:355)
at java.lang.ClassLoader.loadClass(ClassLoader.java:351)
... 20 more
缺少commons-lang包,这里我们下载并放到%SQOOP%/lib下
http://mirrors.tuna.tsinghua.edu.cn/apache//commons/lang/binaries/commons-lang-2.6-bin.zip