From 32a11b9bb1348213124c41777498450b9cb8f72c Mon Sep 17 00:00:00 2001 From: iwinstar Date: Wed, 28 Dec 2022 16:03:05 +0800 Subject: [PATCH] add adbmysqlwriter plugin --- README.md | 1 + adbmysqlwriter/doc/adbmysqlwriter.md | 338 ++++++++++++++++++ adbmysqlwriter/pom.xml | 79 ++++ adbmysqlwriter/src/main/assembly/package.xml | 35 ++ .../writer/adbmysqlwriter/AdbMysqlWriter.java | 138 +++++++ adbmysqlwriter/src/main/resources/plugin.json | 6 + .../main/resources/plugin_job_template.json | 20 ++ .../datax/plugin/rdbms/util/DataBaseType.java | 9 + pom.xml | 1 + 9 files changed, 627 insertions(+) create mode 100644 adbmysqlwriter/doc/adbmysqlwriter.md create mode 100755 adbmysqlwriter/pom.xml create mode 100755 adbmysqlwriter/src/main/assembly/package.xml create mode 100755 adbmysqlwriter/src/main/java/com/alibaba/datax/plugin/writer/adbmysqlwriter/AdbMysqlWriter.java create mode 100755 adbmysqlwriter/src/main/resources/plugin.json create mode 100644 adbmysqlwriter/src/main/resources/plugin_job_template.json diff --git a/README.md b/README.md index 46bbe03c..10fb9eb2 100644 --- a/README.md +++ b/README.md @@ -47,6 +47,7 @@ DataX目前已经有了比较全面的插件体系,主流的RDBMS数据库、N | | Kingbase |√|√| [读](https://github.com/alibaba/DataX/blob/master/drdsreader/doc/drdsreader.md) 、[写](https://github.com/alibaba/DataX/blob/master/drdswriter/doc/drdswriter.md) | | | 通用RDBMS(支持所有关系型数据库) |√|√| [读](https://github.com/alibaba/DataX/blob/master/rdbmsreader/doc/rdbmsreader.md) 、[写](https://github.com/alibaba/DataX/blob/master/rdbmswriter/doc/rdbmswriter.md) | | 阿里云数仓数据存储 | ODPS |√|√| [读](https://github.com/alibaba/DataX/blob/master/odpsreader/doc/odpsreader.md) 、[写](https://github.com/alibaba/DataX/blob/master/odpswriter/doc/odpswriter.md) | +| | ADB | |√| [写](https://github.com/alibaba/DataX/blob/master/adbmysqlwriter/doc/adbmysqlwriter.md) | | | ADS | |√| [写](https://github.com/alibaba/DataX/blob/master/adswriter/doc/adswriter.md) | | | OSS |√|√| [读](https://github.com/alibaba/DataX/blob/master/ossreader/doc/ossreader.md) 、[写](https://github.com/alibaba/DataX/blob/master/osswriter/doc/osswriter.md) | | | OCS | |√| [写](https://github.com/alibaba/DataX/blob/master/ocswriter/doc/ocswriter.md) | diff --git a/adbmysqlwriter/doc/adbmysqlwriter.md b/adbmysqlwriter/doc/adbmysqlwriter.md new file mode 100644 index 00000000..27ac6b10 --- /dev/null +++ b/adbmysqlwriter/doc/adbmysqlwriter.md @@ -0,0 +1,338 @@ +# DataX AdbMysqlWriter + + +--- + + +## 1 快速介绍 + +AdbMysqlWriter 插件实现了写入数据到 ADB MySQL 目的表的功能。在底层实现上, AdbMysqlWriter 通过 JDBC 连接远程 ADB MySQL 数据库,并执行相应的 `insert into ...` 或者 ( `replace into ...` ) 的 SQL 语句将数据写入 ADB MySQL,内部会分批次提交入库。 + +AdbMysqlWriter 面向ETL开发工程师,他们使用 AdbMysqlWriter 从数仓导入数据到 ADB MySQL。同时 AdbMysqlWriter 亦可以作为数据迁移工具为DBA等用户提供服务。 + + +## 2 实现原理 + +AdbMysqlWriter 通过 DataX 框架获取 Reader 生成的协议数据,AdbMysqlWriter 通过 JDBC 连接远程 ADB MySQL 数据库,并执行相应的 `insert into ...` 或者 ( `replace into ...` ) 的 SQL 语句将数据写入 ADB MySQL。 + + +* `insert into...`(遇到主键重复时会自动忽略当前写入数据,不做更新,作用等同于`insert ignore into`) + +##### 或者 + +* `replace into...`(没有遇到主键/唯一性索引冲突时,与 insert into 行为一致,冲突时会用新行替换原有行所有字段) 的语句写入数据到 MySQL。出于性能考虑,采用了 `PreparedStatement + Batch`,并且设置了:`rewriteBatchedStatements=true`,将数据缓冲到线程上下文 Buffer 中,当 Buffer 累计到预定阈值时,才发起写入请求。 + +
+ + 注意:整个任务至少需要具备 `insert/replace into...` 的权限,是否需要其他权限,取决于你任务配置中在 preSql 和 postSql 中指定的语句。 + + +## 3 功能说明 + +### 3.1 配置样例 + +* 这里使用一份从内存产生到 ADB MySQL 导入的数据。 + +```json +{ + "job": { + "setting": { + "speed": { + "channel": 1 + } + }, + "content": [ + { + "reader": { + "name": "streamreader", + "parameter": { + "column" : [ + { + "value": "DataX", + "type": "string" + }, + { + "value": 19880808, + "type": "long" + }, + { + "value": "1988-08-08 08:08:08", + "type": "date" + }, + { + "value": true, + "type": "bool" + }, + { + "value": "test", + "type": "bytes" + } + ], + "sliceRecordCount": 1000 + } + }, + "writer": { + "name": "adbmysqlwriter", + "parameter": { + "writeMode": "replace", + "username": "root", + "password": "root", + "column": [ + "*" + ], + "preSql": [ + "truncate table @table" + ], + "connection": [ + { + "jdbcUrl": "jdbc:mysql://ip:port/database?useUnicode=true", + "table": [ + "test" + ] + } + ] + } + } + } + ] + } +} + +``` + + +### 3.2 参数说明 + +* **jdbcUrl** + + * 描述:目的数据库的 JDBC 连接信息。作业运行时,DataX 会在你提供的 jdbcUrl 后面追加如下属性:yearIsDateType=false&zeroDateTimeBehavior=convertToNull&rewriteBatchedStatements=true + + 注意:1、在一个数据库上只能配置一个 jdbcUrl + 2、一个 AdbMySQL 写入任务仅能配置一个 jdbcUrl + 3、jdbcUrl按照MySQL官方规范,并可以填写连接附加控制信息,比如想指定连接编码为 gbk ,则在 jdbcUrl 后面追加属性 useUnicode=true&characterEncoding=gbk。具体请参看 Mysql官方文档或者咨询对应 DBA。 + + * 必选:是
+ + * 默认值:无
+ +* **username** + + * 描述:目的数据库的用户名
+ + * 必选:是
+ + * 默认值:无
+ +* **password** + + * 描述:目的数据库的密码
+ + * 必选:是
+ + * 默认值:无
+ +* **table** + + * 描述:目的表的表名称。只能配置一个 AdbMySQL 的表名称。 + + 注意:table 和 jdbcUrl 必须包含在 connection 配置单元中 + + * 必选:是
+ + * 默认值:无
+ +* **column** + + * 描述:目的表需要写入数据的字段,字段之间用英文逗号分隔。例如: "column": ["id", "name", "age"]。如果要依次写入全部列,使用`*`表示, 例如: `"column": ["*"]`。 + + **column配置项必须指定,不能留空!** + + 注意:1、我们强烈不推荐你这样配置,因为当你目的表字段个数、类型等有改动时,你的任务可能运行不正确或者失败 + 2、 column 不能配置任何常量值 + + * 必选:是
+ + * 默认值:否
+ +* **session** + + * 描述: DataX在获取 ADB MySQL 连接时,执行session指定的SQL语句,修改当前connection session属性 + + * 必须: 否 + + * 默认值: 空 + +* **preSql** + + * 描述:写入数据到目的表前,会先执行这里的标准语句。如果 Sql 中有你需要操作到的表名称,请使用 `@table` 表示,这样在实际执行 SQL 语句时,会对变量按照实际表名称进行替换。比如希望导入数据前,先对表中数据进行删除操作,那么你可以这样配置:`"preSql":["truncate table @table"]`,效果是:在执行到每个表写入数据前,会先执行对应的 `truncate table 对应表名称`
+ + * 必选:否
+ + * 默认值:无
+ +* **postSql** + + * 描述:写入数据到目的表后,会执行这里的标准语句。(原理同 preSql )
+ + * 必选:否
+ + * 默认值:无
+ +* **writeMode** + + * 描述:控制写入数据到目标表采用 `insert into` 或者 `replace into` 或者 `ON DUPLICATE KEY UPDATE` 语句
+ + * 必选:是
+ + * 所有选项:insert/replace/update
+ + * 默认值:replace
+ +* **batchSize** + + * 描述:一次性批量提交的记录数大小,该值可以极大减少DataX与 Adb MySQL 的网络交互次数,并提升整体吞吐量。但是该值设置过大可能会造成DataX运行进程OOM情况。
+ + * 必选:否
+ + * 默认值:2048
+ + +### 3.3 类型转换 + +目前 AdbMysqlWriter 支持大部分 MySQL 类型,但也存在部分个别类型没有支持的情况,请注意检查你的类型。 + +下面列出 AdbMysqlWriter 针对 MySQL 类型转换列表: + +| DataX 内部类型 | AdbMysql 数据类型 | +|---------------|---------------------------------| +| Long | tinyint, smallint, int, bigint | +| Double | float, double, decimal | +| String | varchar | +| Date | date, time, datetime, timestamp | +| Boolean | boolean | +| Bytes | binary | + +## 4 性能报告 + +### 4.1 环境准备 + +#### 4.1.1 数据特征 +TPC-H 数据集 lineitem 表,共 17 个字段, 随机生成总记录行数 59986052。未压缩总数据量:7.3GiB + +建表语句: + + CREATE TABLE `datax_adbmysqlwriter_perf_lineitem` ( + `l_orderkey` bigint NOT NULL COMMENT '', + `l_partkey` int NOT NULL COMMENT '', + `l_suppkey` int NOT NULL COMMENT '', + `l_linenumber` int NOT NULL COMMENT '', + `l_quantity` decimal(15,2) NOT NULL COMMENT '', + `l_extendedprice` decimal(15,2) NOT NULL COMMENT '', + `l_discount` decimal(15,2) NOT NULL COMMENT '', + `l_tax` decimal(15,2) NOT NULL COMMENT '', + `l_returnflag` varchar(1024) NOT NULL COMMENT '', + `l_linestatus` varchar(1024) NOT NULL COMMENT '', + `l_shipdate` date NOT NULL COMMENT '', + `l_commitdate` date NOT NULL COMMENT '', + `l_receiptdate` date NOT NULL COMMENT '', + `l_shipinstruct` varchar(1024) NOT NULL COMMENT '', + `l_shipmode` varchar(1024) NOT NULL COMMENT '', + `l_comment` varchar(1024) NOT NULL COMMENT '', + `dummy` varchar(1024), + PRIMARY KEY (`l_orderkey`, `l_linenumber`) + ) ENGINE=InnoDB DEFAULT CHARSET=utf8 COMMENT='datax perf test'; + +单行记录类似于: + + l_orderkey: 2122789 + l_partkey: 1233571 + l_suppkey: 8608 + l_linenumber: 1 + l_quantity: 35.00 + l_extendedprice: 52657.85 + l_discount: 0.02 + l_tax: 0.07 + l_returnflag: N + l_linestatus: O + l_shipdate: 1996-11-03 + l_commitdate: 1996-12-07 + l_receiptdate: 1996-11-16 + l_shipinstruct: COLLECT COD + l_shipmode: FOB + l_comment: ld, regular theodolites. + dummy: + +#### 4.1.2 机器参数 + +* DataX ECS: 24Core48GB + +* Adb MySQL 数据库 + * 计算资源:16Core64GB(集群版) + * 弹性IO资源:3 + +#### 4.1.3 DataX jvm 参数 + + -Xms1G -Xmx10G -XX:+HeapDumpOnOutOfMemoryError + +### 4.2 测试报告 + +| 通道数 | 批量提交行数 | DataX速度(Rec/s) | DataX流量(MB/s) | 导入用时(s) | +|-----|-------|------------------|---------------|---------| +| 1 | 512 | 23071 | 2.34 | 2627 | +| 1 | 1024 | 26080 | 2.65 | 2346 | +| 1 | 2048 | 28162 | 2.86 | 2153 | +| 1 | 4096 | 28978 | 2.94 | 2119 | +| 4 | 512 | 56590 | 5.74 | 1105 | +| 4 | 1024 | 81062 | 8.22 | 763 | +| 4 | 2048 | 107117 | 10.87 | 605 | +| 4 | 4096 | 113181 | 11.48 | 579 | +| 8 | 512 | 81062 | 8.22 | 786 | +| 8 | 1024 | 127629 | 12.95 | 519 | +| 8 | 2048 | 187456 | 19.01 | 369 | +| 8 | 4096 | 206848 | 20.98 | 341 | +| 16 | 512 | 130404 | 13.23 | 513 | +| 16 | 1024 | 214235 | 21.73 | 335 | +| 16 | 2048 | 299930 | 30.42 | 253 | +| 16 | 4096 | 333255 | 33.80 | 227 | +| 32 | 512 | 206848 | 20.98 | 347 | +| 32 | 1024 | 315716 | 32.02 | 241 | +| 32 | 2048 | 399907 | 40.56 | 199 | +| 32 | 4096 | 461431 | 46.80 | 184 | +| 64 | 512 | 333255 | 33.80 | 231 | +| 64 | 1024 | 399907 | 40.56 | 204 | +| 64 | 2048 | 428471 | 43.46 | 199 | +| 64 | 4096 | 461431 | 46.80 | 187 | +| 128 | 512 | 333255 | 33.80 | 235 | +| 128 | 1024 | 399907 | 40.56 | 203 | +| 128 | 2048 | 425432 | 43.15 | 197 | +| 128 | 4096 | 387006 | 39.26 | 211 | + +说明: + +1. datax 使用 txtfilereader 读取本地文件,避免源端存在性能瓶颈。 + +#### 性能测试小结 +1. channel通道个数和batchSize对性能影响比较大 +2. 通常不建议写入数据库时,通道个数 > 32 + +## 5 约束限制 + +## FAQ + +*** + +**Q: AdbMysqlWriter 执行 postSql 语句报错,那么数据导入到目标数据库了吗?** + +A: DataX 导入过程存在三块逻辑,pre 操作、导入操作、post 操作,其中任意一环报错,DataX 作业报错。由于 DataX 不能保证在同一个事务完成上述几个操作,因此有可能数据已经落入到目标端。 + +*** + +**Q: 按照上述说法,那么有部分脏数据导入数据库,如果影响到线上数据库怎么办?** + +A: 目前有两种解法,第一种配置 pre 语句,该 sql 可以清理当天导入数据, DataX 每次导入时候可以把上次清理干净并导入完整数据。第二种,向临时表导入数据,完成后再 rename 到线上表。 + +*** + +**Q: 上面第二种方法可以避免对线上数据造成影响,那我具体怎样操作?** + +A: 可以配置临时表导入 diff --git a/adbmysqlwriter/pom.xml b/adbmysqlwriter/pom.xml new file mode 100755 index 00000000..6ffcab85 --- /dev/null +++ b/adbmysqlwriter/pom.xml @@ -0,0 +1,79 @@ + + 4.0.0 + + com.alibaba.datax + datax-all + 0.0.1-SNAPSHOT + + adbmysqlwriter + adbmysqlwriter + jar + + + + com.alibaba.datax + datax-common + ${datax-project-version} + + + slf4j-log4j12 + org.slf4j + + + + + org.slf4j + slf4j-api + + + ch.qos.logback + logback-classic + + + + com.alibaba.datax + plugin-rdbms-util + ${datax-project-version} + + + + mysql + mysql-connector-java + 5.1.40 + + + + + + + + maven-compiler-plugin + + ${jdk-version} + ${jdk-version} + ${project-sourceEncoding} + + + + + maven-assembly-plugin + + + src/main/assembly/package.xml + + datax + + + + dwzip + package + + single + + + + + + + diff --git a/adbmysqlwriter/src/main/assembly/package.xml b/adbmysqlwriter/src/main/assembly/package.xml new file mode 100755 index 00000000..7192e531 --- /dev/null +++ b/adbmysqlwriter/src/main/assembly/package.xml @@ -0,0 +1,35 @@ + + + + dir + + false + + + src/main/resources + + plugin.json + plugin_job_template.json + + plugin/writer/adbmysqlwriter + + + target/ + + adbmysqlwriter-0.0.1-SNAPSHOT.jar + + plugin/writer/adbmysqlwriter + + + + + + false + plugin/writer/adbmysqlwriter/libs + runtime + + + diff --git a/adbmysqlwriter/src/main/java/com/alibaba/datax/plugin/writer/adbmysqlwriter/AdbMysqlWriter.java b/adbmysqlwriter/src/main/java/com/alibaba/datax/plugin/writer/adbmysqlwriter/AdbMysqlWriter.java new file mode 100755 index 00000000..762c4934 --- /dev/null +++ b/adbmysqlwriter/src/main/java/com/alibaba/datax/plugin/writer/adbmysqlwriter/AdbMysqlWriter.java @@ -0,0 +1,138 @@ +package com.alibaba.datax.plugin.writer.adbmysqlwriter; + +import com.alibaba.datax.common.element.Record; +import com.alibaba.datax.common.plugin.RecordReceiver; +import com.alibaba.datax.common.spi.Writer; +import com.alibaba.datax.common.util.Configuration; +import com.alibaba.datax.plugin.rdbms.util.DataBaseType; +import com.alibaba.datax.plugin.rdbms.writer.CommonRdbmsWriter; +import com.alibaba.datax.plugin.rdbms.writer.Key; +import org.apache.commons.lang3.StringUtils; + +import java.sql.Connection; +import java.sql.SQLException; +import java.util.List; + +public class AdbMysqlWriter extends Writer { + private static final DataBaseType DATABASE_TYPE = DataBaseType.ADB; + + public static class Job extends Writer.Job { + private Configuration originalConfig = null; + private CommonRdbmsWriter.Job commonRdbmsWriterJob; + + @Override + public void preCheck(){ + this.init(); + this.commonRdbmsWriterJob.writerPreCheck(this.originalConfig, DATABASE_TYPE); + } + + @Override + public void init() { + this.originalConfig = super.getPluginJobConf(); + this.commonRdbmsWriterJob = new CommonRdbmsWriter.Job(DATABASE_TYPE); + this.commonRdbmsWriterJob.init(this.originalConfig); + } + + // 一般来说,是需要推迟到 task 中进行pre 的执行(单表情况例外) + @Override + public void prepare() { + //实跑先不支持 权限 检验 + //this.commonRdbmsWriterJob.privilegeValid(this.originalConfig, DATABASE_TYPE); + this.commonRdbmsWriterJob.prepare(this.originalConfig); + } + + @Override + public List split(int mandatoryNumber) { + return this.commonRdbmsWriterJob.split(this.originalConfig, mandatoryNumber); + } + + // 一般来说,是需要推迟到 task 中进行post 的执行(单表情况例外) + @Override + public void post() { + this.commonRdbmsWriterJob.post(this.originalConfig); + } + + @Override + public void destroy() { + this.commonRdbmsWriterJob.destroy(this.originalConfig); + } + + } + + public static class Task extends Writer.Task { + + private Configuration writerSliceConfig; + private CommonRdbmsWriter.Task commonRdbmsWriterTask; + + public static class DelegateClass extends CommonRdbmsWriter.Task { + private long writeTime = 0L; + private long writeCount = 0L; + private long lastLogTime = 0; + + public DelegateClass(DataBaseType dataBaseType) { + super(dataBaseType); + } + + @Override + protected void doBatchInsert(Connection connection, List buffer) + throws SQLException { + long startTime = System.currentTimeMillis(); + + super.doBatchInsert(connection, buffer); + + writeCount = writeCount + buffer.size(); + writeTime = writeTime + (System.currentTimeMillis() - startTime); + + // log write metrics every 10 seconds + if (System.currentTimeMillis() - lastLogTime > 10000) { + lastLogTime = System.currentTimeMillis(); + logTotalMetrics(); + } + } + + public void logTotalMetrics() { + LOG.info(Thread.currentThread().getName() + ", AdbMySQL writer take " + writeTime + " ms, write " + writeCount + " records."); + } + } + + @Override + public void init() { + this.writerSliceConfig = super.getPluginJobConf(); + + if (StringUtils.isBlank(this.writerSliceConfig.getString(Key.WRITE_MODE))) { + this.writerSliceConfig.set(Key.WRITE_MODE, "REPLACE"); + } + + this.commonRdbmsWriterTask = new DelegateClass(DATABASE_TYPE); + this.commonRdbmsWriterTask.init(this.writerSliceConfig); + } + + @Override + public void prepare() { + this.commonRdbmsWriterTask.prepare(this.writerSliceConfig); + } + + //TODO 改用连接池,确保每次获取的连接都是可用的(注意:连接可能需要每次都初始化其 session) + public void startWrite(RecordReceiver recordReceiver) { + this.commonRdbmsWriterTask.startWrite(recordReceiver, this.writerSliceConfig, + super.getTaskPluginCollector()); + } + + @Override + public void post() { + this.commonRdbmsWriterTask.post(this.writerSliceConfig); + } + + @Override + public void destroy() { + this.commonRdbmsWriterTask.destroy(this.writerSliceConfig); + } + + @Override + public boolean supportFailOver(){ + String writeMode = writerSliceConfig.getString(Key.WRITE_MODE); + return "replace".equalsIgnoreCase(writeMode); + } + + } +} diff --git a/adbmysqlwriter/src/main/resources/plugin.json b/adbmysqlwriter/src/main/resources/plugin.json new file mode 100755 index 00000000..58c69533 --- /dev/null +++ b/adbmysqlwriter/src/main/resources/plugin.json @@ -0,0 +1,6 @@ +{ + "name": "adbmysqlwriter", + "class": "com.alibaba.datax.plugin.writer.adbmysqlwriter.AdbMysqlWriter", + "description": "useScene: prod. mechanism: Jdbc connection using the database, execute insert sql. warn: The more you know about the database, the less problems you encounter.", + "developer": "alibaba" +} \ No newline at end of file diff --git a/adbmysqlwriter/src/main/resources/plugin_job_template.json b/adbmysqlwriter/src/main/resources/plugin_job_template.json new file mode 100644 index 00000000..9537ee5a --- /dev/null +++ b/adbmysqlwriter/src/main/resources/plugin_job_template.json @@ -0,0 +1,20 @@ +{ + "name": "adbmysqlwriter", + "parameter": { + "username": "username", + "password": "password", + "column": ["col1", "col2", "col3"], + "connection": [ + { + "jdbcUrl": "jdbc:mysql://:[/]", + "table": ["table1", "table2"] + } + ], + "preSql": [], + "postSql": [], + "batchSize": 65536, + "batchByteSize": 134217728, + "dryRun": false, + "writeMode": "insert" + } +} \ No newline at end of file diff --git a/plugin-rdbms-util/src/main/java/com/alibaba/datax/plugin/rdbms/util/DataBaseType.java b/plugin-rdbms-util/src/main/java/com/alibaba/datax/plugin/rdbms/util/DataBaseType.java index 5468ce06..2e145d02 100755 --- a/plugin-rdbms-util/src/main/java/com/alibaba/datax/plugin/rdbms/util/DataBaseType.java +++ b/plugin-rdbms-util/src/main/java/com/alibaba/datax/plugin/rdbms/util/DataBaseType.java @@ -18,6 +18,7 @@ public enum DataBaseType { PostgreSQL("postgresql", "org.postgresql.Driver"), RDBMS("rdbms", "com.alibaba.datax.plugin.rdbms.util.DataBaseType"), DB2("db2", "com.ibm.db2.jcc.DB2Driver"), + ADB("adb","com.mysql.jdbc.Driver"), ADS("ads","com.mysql.jdbc.Driver"), ClickHouse("clickhouse", "ru.yandex.clickhouse.ClickHouseDriver"), KingbaseES("kingbasees", "com.kingbase8.Driver"), @@ -89,6 +90,14 @@ public enum DataBaseType { result = jdbc + "?" + suffix; } break; + case ADB: + suffix = "yearIsDateType=false&zeroDateTimeBehavior=convertToNull&rewriteBatchedStatements=true&tinyInt1isBit=false"; + if (jdbc.contains("?")) { + result = jdbc + "&" + suffix; + } else { + result = jdbc + "?" + suffix; + } + break; case DRDS: suffix = "yearIsDateType=false&zeroDateTimeBehavior=convertToNull"; if (jdbc.contains("?")) { diff --git a/pom.xml b/pom.xml index 6f9383d1..228e850e 100644 --- a/pom.xml +++ b/pom.xml @@ -120,6 +120,7 @@ cassandrawriter clickhousewriter doriswriter + adbmysqlwriter plugin-rdbms-util