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Flink CDC实时同步MySQL到Doris

文章目录

Apache Flink CDC(Change Data Capture)是一个用于捕获和跟踪数据库更改的技术,它能够实时地从数据库中获取数据变更,并将这些变更流式传输到其他系统进行处理和分析。Flink CDC 提供了对多种数据库的支持,包括 MySQL、Doris、MongoDB 等,Flink CDC 在大数据中主要用于实时数据同步、实时数据分析、实时监控和告警、日志和审计记录、流式ETL、实时事件处理等方面。

所使用的软件版本
flink-1.18.1
flink cdc-3.0.0
Mysql 5.7.44
Doris 2.0.14

1.开启Flink集群

首先下载 Flink 1.18.0 安装包,下载完成后解压

tar -zxvf flink-1.18.1-bin-scala_2.12.tgz

然后修改配置文件

cd flink-1.18.0
vim conf/flink-conf.yaml

在配置文件里面添加以下参数

execution.checkpointing.interval:3000

该参数用于设置检查点(Checkpoint)的时间间隔, 每隔3秒创建检查点,检查点用于定期保存作业的状态快照,以便在发生故障时能够更快地恢复到最近的一致状态。
设置flink的安装路径,使其命令生效
打开配置文件

vim /root/.bash_profile

添加以下内容

export FLINK_HOME=/root/flink-1.18.1   #替换成自己的flink安装目录
export PATH=$PATH:$FLINK_HOME/bin

然后启动Flink集群,单个节点实际上是一个伪分布

cd bin
./start-cluster.sh

在这里插入图片描述

启动成功后可以访问Flink Web UI, http://localhost:8081,第一次会访问失败,需要配置允许外部网络访问,在配置文件添加一下内容

#打开配置文件
vim conf/flink-conf.yaml
#添加以下内容
rest.bind-address:0.0.0.0   #设置允许外部网络访问

在这里插入图片描述

Flink Web UI

在这里插入图片描述每执行一次

./start-cluster.sh

,就会多增加一个TaskManager
在这里插入图片描述如果要停止flink集群,执行脚本

./bin/stop-cluster.sh

2.MySQL准备数据并开启Binlog

/*
 Date: 28/09/2024 12:10:25
*/createdatabase test;use test;SET NAMES utf8mb4;SET FOREIGN_KEY_CHECKS =0;-- ------------------------------ Table structure for tb_hotel-- ----------------------------DROPTABLEIFEXISTS`tb_hotel`;CREATETABLE`tb_hotel`(`id`bigint(20)NOTNULLCOMMENT'酒店id',`name`varchar(255)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NOTNULLCOMMENT'酒店名称',`address`varchar(255)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NOTNULLCOMMENT'酒店地址',`price`int(10)NOTNULLCOMMENT'酒店价格',`score`int(2)NOTNULLCOMMENT'酒店评分',`brand`varchar(32)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NOTNULLCOMMENT'酒店品牌',`city`varchar(32)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NOTNULLCOMMENT'所在城市',`star_name`varchar(16)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NULLDEFAULTNULLCOMMENT'酒店星级,1星到5星,1钻到5钻',`business`varchar(255)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NULLDEFAULTNULLCOMMENT'商圈',`latitude`varchar(32)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NOTNULLCOMMENT'纬度',`longitude`varchar(32)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NOTNULLCOMMENT'经度',`pic`varchar(255)CHARACTERSET utf8mb4 COLLATE utf8mb4_general_ci NULLDEFAULTNULLCOMMENT'酒店图片',PRIMARYKEY(`id`)USINGBTREE)ENGINE=InnoDBCHARACTERSET= utf8mb4 COLLATE= utf8mb4_general_ci ROW_FORMAT = Compact;-- ------------------------------ Records of tb_hotel-- ----------------------------INSERTINTO`tb_hotel`VALUES(38665,'速8酒店上海中山北路兰田路店','兰田路38号',226,35,'速8','上海','二钻','长风公园地区','31.244288','121.422419','https://m.tuniucdn.com/fb2/t1/G2/M00/EF/86/Cii-Tlk2mV2IMZ-_AAEucgG3dx4AALaawEjiycAAS6K083_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(38812,'7天连锁酒店(上海漕溪路地铁站店)','徐汇龙华西路315弄58号',298,37,'7天酒店','上海','二钻','八万人体育场地区','31.174377','121.442875','https://m.tuniucdn.com/fb2/t1/G2/M00/E0/0E/Cii-TlkyIr2IEWNoAAHQYv7i5CkAALD-QP2iJwAAdB6245_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(39106,'7天连锁酒店(上海莘庄地铁站店)','闵行莘庄镇七莘路299号',348,41,'7天酒店','上海','二钻','莘庄工业区','31.113812','121.375869','https://m.tuniucdn.com/fb2/t1/G2/M00/D8/11/Cii-T1ku2zGIGR7uAAF1NYY9clwAAKxZAHO8HgAAXVN368_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(39141,'7天连锁酒店(上海五角场复旦同济大学店)','杨浦国权路315号',349,38,'7天酒店','上海','二钻','江湾、五角场商业区','31.290057','121.508804','https://m.tuniucdn.com/fb2/t1/G2/M00/C7/E3/Cii-T1knFXCIJzNYAAFB8-uFNAEAAKYkQPcw1IAAUIL012_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(45845,'上海西藏大厦万怡酒店','虹桥路100号',589,45,'万怡','上海','四钻','徐家汇地区','31.192714','121.434717','https://m.tuniucdn.com/fb3/s1/2n9c/48GNb9GZpJDCejVAcQHYWwYyU8T_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(45870,'上海临港豪生大酒店','新元南路555号',896,45,'豪生','上海','四星级','滴水湖临港地区','30.871729','121.81959','https://m.tuniucdn.com/fb3/s1/2n9c/2F5HoQvBgypoDUE46752ppnQaTqs_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(46829,'上海浦西万怡酒店','恒丰路338号',726,46,'万怡','上海','四钻','上海火车站地区','31.242977','121.455864','https://m.tuniucdn.com/fb3/s1/2n9c/x87VCoyaR8cTuYFZmKHe8VC6Wk1_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(47066,'上海浦东东站华美达酒店','施新路958号',408,46,'华美达','上海','四钻','浦东机场核心区','31.147989','121.759199','https://m.tuniucdn.com/fb3/s1/2n9c/2pNujAVaQbXACzkHp8bQMm6zqwhp_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(47478,'速8酒店(上海松江中心店)','松江荣乐东路677号',428,35,'速8','上海','二钻','佘山、松江大学城','31.016712','121.261606','https://m.tuniucdn.com/filebroker/cdn/res/07/36/073662e1718fccefb7130a9da44ddf5c_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56201,'上海齐鲁万怡大酒店','东方路838号',873,44,'万怡','上海','四星级','浦东陆家嘴金融贸易区','31.226031','121.525801','https://m.tuniucdn.com/fb2/t1/G6/M00/52/B6/Cii-TF3eXKeIJeN7AASiKHbTtx4AAGRegDSBzMABKJA111_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56214,'上海浦东华美达大酒店','新金桥路18号',830,45,'华美达','上海','四星级','浦东金桥地区','31.244916','121.590752','https://m.tuniucdn.com/fb3/s1/2n9c/3jtXiuMKZEXJAuKuAkc47yLCjUBt_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56227,'上海圣淘沙万怡酒店','南桥镇南桥路1号',899,45,'万怡','上海','四星级','奉贤开发区','30.910917','121.456525','https://m.tuniucdn.com/fb2/t1/G6/M00/52/B9/Cii-U13eXSiIdJjXAARSA6FywFYAAGRnwHvy1AABFIb158_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56392,'上海银星皇冠假日酒店','番禺路400号',809,47,'皇冠假日','上海','五星级','徐家汇地区','31.202768','121.429524','https://m.tuniucdn.com/fb3/s1/2n9c/37ucQ38K3UFdcRqntJ8M5dt884HR_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56852,'上海财大豪生大酒店','武东路188号',592,46,'豪生','上海','五钻','江湾/五角场商业区','31.304182','121.492936','https://m.tuniucdn.com/fb3/s1/2n9c/2jGHezLZvPZqC9cBGesbP5vAhCXi_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56912,'上海华凯华美达广场酒店','月华路9号',747,40,'华美达','上海','四钻','奉贤开发区','30.814382','121.464521','https://m.tuniucdn.com/fb3/s1/2n9c/45iaCNCuZavJTxwTLskhVKzwynLD_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(56977,'上海五角场华美达大酒店','黄兴路1888号',499,40,'华美达','上海','三钻','江湾/五角场商业区','31.292932','121.519759','https://m.tuniucdn.com/fb3/s1/2n9c/26VREqAQdaGFvJdAJALVtjxcNMpL_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60214,'上海金茂君悦大酒店','世纪大道88号(54楼办理入住)',699,46,'君悦','上海','五星级','浦东陆家嘴金融贸易区','31.235152','121.506082','https://m.tuniucdn.com/fb3/s1/2n9c/7Azm3jvGUHuXe3eS1DrixAWVTXY_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60223,'上海希尔顿酒店','静安华山路250号',2688,37,'希尔顿','上海','五星级','静安寺地区','31.219306','121.445427','https://m.tuniucdn.com/filebroker/cdn/res/92/10/9210e74442aceceaf6e196d61fc3b6b1_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60359,'上海外高桥皇冠假日酒店','杨高北路1000号',3299,46,'皇冠假日','上海','五星级','浦东外高桥地区','31.338944','121.590611','https://m.tuniucdn.com/fb3/s1/2n9c/VcKUM9zUSiVgDhFioc6mWQoX9ES_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60363,'上海新世界丽笙大酒店','南京西路88号',1341,46,'丽笙','上海','五星级','人民广场地区','31.23462','121.47327','https://m.tuniucdn.com/fb3/s1/2n9c/2j31b7X3YzGkf4Li3phS6TG1mtwm_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60398,'上海复旦皇冠假日酒店','邯郸路199号',924,47,'皇冠假日','上海','五星级','江湾/五角场商业区','31.295382','121.502537','https://m.tuniucdn.com/fb3/s1/2n9c/2H1Gk8LHaBWZfYvR6NYYcGTvACmL_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60487,'上海外滩茂悦大酒店','黄浦路199号',689,44,'君悦','上海','五星级','外滩地区','31.245409','121.492969','https://m.tuniucdn.com/fb3/s1/2n9c/2Swp2h1fdj9zCUKsk63BQvVgKLTo_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60522,'上海嘉豪淮海国际豪生酒店','汾阳路1号',425,45,'豪生','上海','四钻','淮海路/新天地地区','31.215497','121.456297','https://m.tuniucdn.com/fb3/s1/2n9c/38UBi4QYuaF8jN94CxQ7tb7tjtmZ_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(60916,'上海绿地万怡酒店','沪宜公路3101号',328,45,'万怡','上海','四钻','嘉定新城','31.368523','121.2585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781423,'上海三迪华美达酒店','广富林路600弄7号',690,43,'华美达','上海','四钻','佘山/松江大学城','31.058023','121.246536','https://m.tuniucdn.com/fb3/s1/2n9c/NoHym6tuKwVazxy33wRNTNuQWd2_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1734220581,'汉庭酒店(深圳大鹏佳兆业店)','大鹏街道新园街12号',378,43,'汉庭','深圳','二钻','较场尾/大鹏所城','22.592661','114.475167','https://m.tuniucdn.com/fb3/s1/2n9c/3nWzyWt63gtwPzRf5xbHvwKM27vU_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1754929048,'上海环球港凯悦酒店','宁夏路718号',1336,45,'凯悦','上海','五钻','中山公园商业区','31.232041','121.412492','https://m.tuniucdn.com/fb2/t1/G6/M00/45/B6/Cii-U13ZY-CIF-8MAAXkwQoY7FIAAFpQgEE1bgABeTZ750_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1762661667,'深圳佳兆业万豪酒店','棕榈大道33号',223,46,'万豪','深圳','五钻','较场尾/大鹏所城','22.569193','114.459325','https://m.tuniucdn.com/fb2/t1/G6/M00/45/EC/Cii-TF3ZqE-IYM0NAAY6GIHLZNsAAFr2QDhR8EABjow444_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1765008760,'如家酒店(北京西直门北京北站店)','西直门北大街49号',356,44,'如家','北京','二钻','西直门/北京展览馆地区','39.945106','116.353827','https://m.tuniucdn.com/fb3/s1/2n9c/4CLwbCE9346jYn7nFsJTQXuBExTJ_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1880614409,'上海崇明由由喜来登酒店','揽海路2888号',2198,45,'喜来登','上海','五钻','崇明岛/长兴岛/横沙岛','31.462167','121.823103','https://m.tuniucdn.com/fb3/s1/2n9c/21gDCGgRT3xFqCd3FxBh633j6Qsu_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1889333146,'如家酒店(北京西客站丽泽桥店)','西三环南路44号-218',459,47,'如家','北京','二钻','北京西站/丽泽商务区','39.869638','116.313075','https://m.tuniucdn.com/fb3/s1/2n9c/kG5corYUDC7U1qE8RAY6xCVnGxq_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1908594080,'上海建工浦江皇冠假日酒店','陈行公路3701号',843,46,'皇冠假日','上海','五钻','浦江镇地区','31.090063','121.489728','https://m.tuniucdn.com/fb2/t1/G6/M00/45/B7/Cii-U13ZZDWIePrGAAPyImW93N0AAFpRgMmj4MAA_I6005_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1913922369,'上海中建万怡酒店','蟠文路333号',889,47,'万怡','上海','四钻','虹桥机场/国家会展中心','31.185504','121.287709','https://m.tuniucdn.com/fb3/s1/2n9c/39Afm5Bxgd784eMeFB5DrcsPnhT_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1916002015,'上海苏宁环球万怡酒店','丹巴路99号',689,45,'万怡','上海','四钻','长风公园地区','31.22292','121.379912','https://m.tuniucdn.com/fb3/s1/2n9c/svpYHdmVDck91NqAhjtngcXth2G_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1928731731,'上海康桥万豪酒店','康新公路4499号',811,46,'万豪','上海','五钻','迪士尼度假区','31.119187','121.618966','https://m.tuniucdn.com/fb3/s1/2n9c/3inpPxTnvRjMCEB39K9FuHaXohYw_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1931442052,'深圳机场凯悦酒店','宝安国际机场地面交通中心(GTC)18号出口',291,47,'凯悦','深圳','五钻','宝安机场商圈','22.622498','113.812341','https://m.tuniucdn.com/fb2/t1/G6/M00/45/EC/Cii-TF3ZqVeIJcTPAAUq_Ou_CrcAAFr4gKufPUABSsU446_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1931602865,'深圳联投东方万怡酒店','松岗东方大道46号',688,45,'万怡','深圳','五钻','松岗商业中心区','22.760746','113.856961','https://m.tuniucdn.com/fb2/t1/G6/M00/45/EC/Cii-U13ZqVyIOjdpAARI9aeBh-IAAFr4gOQh7oABEkN297_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1937347815,'北京望京凯悦酒店','广顺南大街8号院2号楼',617,46,'凯悦','北京','五钻','望京/酒仙桥/798地区','39.991546','116.476288','https://m.tuniucdn.com/fb3/s1/2n9c/2gLT4ZgJ8ZuS7sSmXzYoCXnV248p_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1942938880,'北京乐多港万豪酒店','城南街道南口路29号',227,45,'万豪','北京','五钻','昌平城区/十三陵度假区','40.23264','116.188888','https://m.tuniucdn.com/fb3/s1/2n9c/3mBWaZeaqq54E7kX2n7g9b2CZX6q_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1942992995,'上海嘉定凯悦酒店','裕民南路1366号',758,46,'凯悦','上海','五钻','嘉定新城','31.352298','121.263314','https://m.tuniucdn.com/fb2/t1/G6/M00/53/2D/Cii-U13edkqIfZhLAAJEW25WIF4AAGVxQIg38sAAkRz517_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1951709780,'深圳同泰万怡酒店','福海街道宝安大道 6259号',617,48,'万怡','深圳','五钻','深圳国际会展中心商圈','22.678611','113.805695','https://m.tuniucdn.com/fb3/s1/2n9c/3oUfktphxMAWq9hUxD9uqdjRdZGB_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1973839294,'深圳湾万怡酒店','科技南路16号',508,47,'万怡','深圳','五钻','科技园','22.531101','113.950615','https://m.tuniucdn.com/fb3/s1/2n9c/8C9QscRsvTWCx92wt17GAegEMFn_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1975922994,'如家酒店·neo(深圳南山海岸城南油地铁站店)','南商路84-6号',238,44,'如家','深圳','二钻','海岸城/后海','22.513566','113.9291','https://m.tuniucdn.com/fb2/t1/G6/M00/25/5E/Cii-TF3PGD-IQ0FcAAFIZC82AnkAAEVvAKdj4YAAUh8638_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1989806195,'深圳博林天瑞喜来登酒店','留仙大道4088号',1369,48,'喜来登','深圳','五钻','大学城/西丽动物园','22.582918','113.97219','https://m.tuniucdn.com/fb3/s1/2n9c/4Rx55fZoneUeKbE3TCRSPB6WQ6bw_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1996823660,'上海紫竹万怡酒店','紫星路588号3幢',642,46,'万怡','上海','四钻','交大/闵行经济开发区','31.02118','121.465186','https://m.tuniucdn.com/fb2/t1/G6/M00/53/2F/Cii-TF3edraIPzK9AAH_p8vdHKoAAGV3AJgSVEAAf-_019_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(1997830708,'和颐至尚酒店(北京上地软件园店)','清河小营西路48号汇苑仁和大厦一层',753,47,'和颐','北京','四钻','上地产业园/西三旗','40.034623','116.323925','https://m.tuniucdn.com/fb3/s1/2n9c/2sKjxS1hFYyBFVKVBqo2x2hSFvGj_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2003479905,'上海榕港万怡酒店','新松江路1277号',798,46,'万怡','上海','四钻','佘山/松江大学城','31.038198','121.210178','https://m.tuniucdn.com/fb3/s1/2n9c/2GM761BYH8k15qkNrJrja3cwfr2D_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2009548883,'和颐至尚酒店(北京首都机场新国展店)','府前二街6号',611,46,'和颐','北京','三钻','首都机场/新国展地区','40.063953','116.576829','https://m.tuniucdn.com/fb3/s1/2n9c/43zCTomkMSkUfZByZxn77YH2XidJ_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2011785622,'北京世园凯悦酒店','阜康南路1号院1号楼A',558,47,'凯悦','北京','五星级','延庆休闲度假区','40.440732','115.963259','https://m.tuniucdn.com/fb3/s1/2n9c/uhGcQze3zZQxe4avSU8BysgYVvx_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2022598930,'上海宝华喜来登酒店','南奉公路3111弄228号',2899,46,'喜来登','上海','五钻','奉贤开发区','30.921659','121.575572','https://m.tuniucdn.com/fb2/t1/G6/M00/45/BD/Cii-TF3ZaBmIStrbAASnoOyg7FoAAFpYwEoz9oABKe4992_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2022881967,'深圳盐田凯悦酒店','海景二路1025号1-6层、30-50层',650,47,'凯悦','深圳','五钻','盐田区政府/沙头角','22.551323','114.23781','https://m.tuniucdn.com/fb3/s1/2n9c/2RFMLSujkczEn1HoybD6dUpN9pzr_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2031683181,'和颐至尚酒店(北京雍和宫和平里店)','小黄庄1区15号',299,47,'和颐','北京','四钻','马甸/安贞地区','39.962361','116.412931','https://m.tuniucdn.com/fb3/s1/2n9c/4Xqm5BN9pZTamwmYS3eLxL417YYt_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2045052822,'深圳国际会展中心皇冠假日酒店','展云路6号',675,47,'皇冠假日','深圳','五钻','深圳国际会展中心商圈','22.686581','113.777655','https://m.tuniucdn.com/fb3/s1/2n9c/4DGZygQpE4iSpcBDCoXJvjNr4oiR_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2048042240,'北京大兴希尔顿酒店','高米店南里18号楼',1283,48,'希尔顿','北京','五钻','大兴北京新机场地区','39.76875','116.339199','https://m.tuniucdn.com/fb3/s1/2n9c/3B32F8zSU2CJCWzs1hoH2o4WcquR_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2048047291,'北京新青海喜来登酒店','丽泽金融商务区凤凰嘴北路与金中都西路交叉口西营街8号院1号楼',723,47,'喜来登','北京','五钻','北京西站/丽泽商务区','39.864026','116.322505','https://m.tuniucdn.com/fb3/s1/2n9c/4DPQMu5sMM7XR1mvcjoqtWngc7TF_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2048050570,'汉庭酒店(深圳坪山火车站店)','新和路127-2号',436,47,'汉庭','深圳','二钻','坪山高铁站商圈','22.700753','114.339089','https://m.tuniucdn.com/fb3/s1/2n9c/2nXN2bWjfoqoTkPwHvLJQPYz17qD_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2048671293,'汉庭酒店(深圳观澜五和大道店)','观湖街道五和大道327号',234,43,'汉庭','深圳','二钻','观澜','22.684459','114.07708','https://m.tuniucdn.com/fb3/s1/2n9c/2JrQi83S9qgDEkXqWpe5iyi44Uh2_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2051661320,'汉庭酒店(深圳罗湖口岸万象城二店)','桂园街道宝安南路1050号嘉宾花园C栋',667,47,'汉庭','深圳','三钻','万象城/京基100','22.540352','114.112668','https://m.tuniucdn.com/fb3/s1/2n9c/34FRP7HLPhvKZP1a6tXu4XrJeiaw_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2056105938,'北京通州北投希尔顿酒店','新华东街289号2号楼',1068,48,'希尔顿','北京','五钻','果园环岛/通州区','39.908805','116.659748','https://m.tuniucdn.com/fb3/s1/2n9c/NGKdpec3tZJNUUNWJ5pd67Cp5AY_w200_h200_c1_t0.png');INSERTINTO`tb_hotel`VALUES(2056126831,'上海虹桥金臣皇冠假日酒店','申长路630弄1-3 号',2488,48,'皇冠假日','上海','五钻','虹桥机场/国家会展中心','31.19036','121.31535','https://m.tuniucdn.com/fb3/s1/2n9c/PvFh4Vzc84xXhm5N41F6AqdAqyJ_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2056132395,'深圳深铁皇冠假日酒店','深南大道9819号',340,47,'皇冠假日','深圳','五钻','科技园','22.538923','113.944794','https://m.tuniucdn.com/fb3/s1/2n9c/eBLtrED2uJs7yURWfjnWge9dT1P_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2056298828,'上海中优城市万豪酒店','沪南公路7688弄1号',1200,45,'万豪','上海','五钻','南汇/野生动物园','31.030053','121.662943','https://m.tuniucdn.com/fb3/s1/2n9c/2gBATEyysyQWmw3wZL863HGdqjaq_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2058250574,'深圳湾万丽酒店','粤海街道高新区社区科技南路18号',351,47,'万丽','深圳','五钻','科技园','22.531674','113.951882','https://m.tuniucdn.com/fb3/s1/2n9c/2YWUpZsvPVkRiKgdPg95LJxaFmB6_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2060510277,'北京金隅八达岭皇冠假日酒店','妫水北街1号1-14幢',1026,44,'皇冠假日','北京','五钻','延庆休闲度假区','40.476483','115.97481','https://m.tuniucdn.com/fb3/s1/2n9c/3Dzq2KxgiQbmb1sbc5iK6xqpVuFr_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2060618247,'汉庭酒店(深圳海岸城店)','粤海街道后海社区后海第二统建楼商业裙楼第二层B',562,49,'汉庭','深圳','二钻','海岸城/后海','22.507276','113.931251','https://m.tuniucdn.com/fb3/s1/2n9c/TBoXdgEx5Yjc2HobeC3fPWWnSJi_w200_h200_c1_t0.jpg');INSERTINTO`tb_hotel`VALUES(2062643512,'深圳国际会展中心希尔顿酒店','展丰路80号',285,46,'希尔顿','深圳','五钻','深圳国际会展中心商圈','22.705335','113.77794','https://m.tuniucdn.com/fb3/s1/2n9c/2SHUVXNrN5NsXsTUwcd1yaHKbrGq_w200_h200_c1_t0.jpg');SET FOREIGN_KEY_CHECKS =1;

Doris 不具备自动创建数据库的功能,所以使用前需先手动建立用于存放写入表的数据库test

createdatabase test;

在这里插入图片描述开启Binlog

(1)打开MySQL的配置文件my.cnf(通常位于/etc/mysql/my.cnf或/etc/my.cnf),在[mysqld]部分添加以下配置:
打开配置文件

 vim /etc/my.cnf

添加以下内容

[mysqld]
server-id=1  # 设置一个唯一的服务器ID,避免冲突
log-bin=mysql-bin  # 启用binlog,并指定日志文件的前缀
binlog-format=ROW  # 设置binlog格式为ROW,ROW格式会记录每一条更改的SQL语句
expire_logs_days=10  # 设置binlog日志文件的过期时间为10天

(2)重启MySQL服务
保存配置文件后,重启MySQL服务以使更改生效:

systemctl restart mysqld

(3)验证binlog是否开启
登录到MySQL服务器,执行以下命令查看binlog状态:

SHOW VARIABLES LIKE 'log_bin';

如果返回ON,则表示binlog已成功开启。

# 刷新log日志 
flush logs;
 
# 清空binlog日志 
reset master;

3.FlinkCDC 提交任务到集群

任务提交

首先下载flink cdc-3.0.0的安装包flink cdc-3.0.0
下载完成解压

tar -zxvf flink-cdc-3.0.0-bin.tar.gz

可以得到bin、lib、log、conf 四个目录,需要下载下面两个管道的连接器,下载完将这两个包丢到lib目录下。

MySQL pipeline connector 3.0.0
Apache Doris pipeline connector 3.0.0
  1. MySQL pipeline connector 3.0.0
  2. Apache Doris pipeline connector 3.0.0

MySQL pipeline connector 是一个用于连接 MySQL 数据库和 Apache Beam 的连接器,用于构建批处理和流处理的数据处理管道,Apache Doris pipeline connector 是一个用于连接Doris 数据库和 Apache Beam 的连接器,实际上flink cdc启动的时候就是通过这两个连接器,将mysql数据转成doris格式的数据并存储至doris。
然后在flink-cdc目录下编写配置文件mysql-to-doris.yaml

#Mysql的参数配置source:type: mysql
  hostname: localhost
  port:3306username: root
  password:1445413748tables: test.\.*
  server-id: 5400-5404server-time-zone: UTC
#Doris的参数配置sink:type: doris
  fenodes: 192.168.235.230:8030username: root
  password:1445413748table.create.properties.light_schema_change:truetable.create.properties.replication_num:1pipeline:name: Sync MySQL Database to Doris
  parallelism:2

tables: app_db..*是一个正则表达式,会匹配test数据库下面的所有表数据。
然后提交任务到flink集群

bash bin/flink-cdc.sh mysql-to-doris.yaml

执行后可以看到以下返回信息
在这里插入图片描述
可以到flink控制台查看任务正在跑
在这里插入图片描述
再到doris查看数据已经同步成功
在这里插入图片描述

同步变更

进入mysql,修改任意一条数据,查看doris是否同步变更

mysql -u root -p

在这里插入图片描述

use test;
update tb_hotel set price=888 where id =56227;

在这里插入图片描述
查看doris的数据已经变更
在这里插入图片描述

库表迁移

Flink CDC 允许通过配置将源表的表结构和数据定向路由到指定的库名和表名,通过这一特性,我们可以实现表名和库名的替换以及整个数据库的同步操作。以下是将test数据库中tb_hotel数据表迁移到target数据库的hotel数据表中。
编写配置文件target.yml

vim target.yml

在文件中添加以下内容

source:
  type: mysql
  port:3306
  username: root
  password:1445413748
  tables: test.\.*
  server-id:5400-5404
  server-time-zone: UTC

sink:
  type: doris
  fenodes:192。168.235.230:8030
  username: root
  password:1445413748
  table.create.properties.light_schema_change:true
  table.create.properties.replication_num:1

route:- source-table: test.tb_hotel
     sink-table: target.hotel
pipeline:
  name:SyncMySQLDatabasetoDoris
  parallelism:1

提交任务到集群
在这里插入图片描述
查看数据已经迁移至target的hotel表
在这里插入图片描述
除此之外,flink cdc还可以实现分库分表的功能,source-table 支持正则表达式来匹配多个表,从而可以实现分库分表同步的功能,例如以下配置:

route:- source-table: test.tb_hotel\.*
    sink-table: target.hotel

可以将多个表如 test.tb_hotel01、test.tb_hotel02、test.tb_hotel03 的表汇总到 target.hotel 表中。

问题总结

以下是踩的一些坑
问题1: 同步需要开启 Mysql Binlog,这里有个坑,捣鼓了好久,官方并没有明确要开启binlog,不开启binlog的话我这里会同步失败。

Binlog 记录了数据库中所有数据变更的SQL语句(如 INSERT、UPDATE、DELETE),Flink cdc通过读取 Binlog,可以捕获到数据的实时变化,并将其同步到其他系统。

和Canal差不多的原理,Flink cdc伪装成slave,监听binlog日志并将里面的sql转换成flink数据流,然后重放sql来实现同步,但flink cdc可以通过任务并行的方式进行捕获,同步数据几乎没有延迟,实时性更强,灵活性更高。
问题2:The MySQL server has a timezone offset (2000 seconds ahead of UTC)
Mysql服务器的时钟发生了偏移,同步的yaml配置文件采用的时钟是UTC(协调世界时),所以mysql的服务器时钟也要调整为一致
查看Mysql的时钟配置

SELECT @@global.time_zone;

如果发现是SYSTEM,需要改为UTC

SET GLOBAL time_zone ='+00:00';

问题3: Caused by: java.util.concurrent.CompletionException:java.util.concurrent.CompletionException:org.apache.flink.runtime.jobmanager.scheduler.NoResourceAvailableException: Could not acquire the minimum required resources.
无法得到最少的资源需求,意思就是内存不够了,将flink所需的内存调大,

vim conf/flink-conf.yaml
taskmanager.memory.process.size:5728m
taskmanager.memory.flink.size:5280m
jobmanager.memory.process.size:5600m

问题4 No Doris FE is available, please check configuration
首先fe启动http服务的功能,在fe/fe.conf配置文件添加

enable_http_server_v2=true

修改后还是报同样的错误,发现是doris的ip地址配置错误,导致无法找到正常的fe,在yaml文件将fe的节点地址修改成127.0.0.1:8030即可。

标签: flink mysql 大数据

本文转载自: https://blog.csdn.net/weixin_42828342/article/details/142604972
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