文章目录
- 1.开启Flink集群
- 2.MySQL准备数据并开启Binlog
- 3.FlinkCDC 提交任务到集群
- 任务提交
- 同步变更
- 库表迁移
- 问题总结
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
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
Flink Web UI
每执行一次./start-cluster.sh
,就会多增加一个TaskManager
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
*/
create database test;
use test;
SET NAMES utf8mb4;
SET FOREIGN_KEY_CHECKS = 0;
-- ----------------------------
-- Table structure for tb_hotel
-- ----------------------------
DROP TABLE IF EXISTS `tb_hotel`;
CREATE TABLE `tb_hotel` (
`id` bigint(20) NOT NULL COMMENT '酒店id',
`name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '酒店名称',
`address` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '酒店地址',
`price` int(10) NOT NULL COMMENT '酒店价格',
`score` int(2) NOT NULL COMMENT '酒店评分',
`brand` varchar(32) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '酒店品牌',
`city` varchar(32) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '所在城市',
`star_name` varchar(16) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '酒店星级,1星到5星,1钻到5钻',
`business` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '商圈',
`latitude` varchar(32) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '纬度',
`longitude` varchar(32) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NOT NULL COMMENT '经度',
`pic` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_general_ci NULL DEFAULT NULL COMMENT '酒店图片',
PRIMARY KEY (`id`) USING BTREE
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_general_ci ROW_FORMAT = Compact;
-- ----------------------------
-- Records of tb_hotel
-- ----------------------------
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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', '121.258567', 'https://m.tuniucdn.com/fb3/s1/2n9c/3VLwG9tTQQnp3M3MTeMTdx9nas9B_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (60922, '上海虹桥祥源希尔顿酒店', '红松东路1116号', 1108, 45, '希尔顿', '上海', '五钻', '虹桥地区', '31.18746', '121.395312', 'https://m.tuniucdn.com/fb3/s1/2n9c/tQRqDTFkHnHzMZiDKjcGV81ekvc_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (60935, '上海虹口三至喜来登酒店', '四平路59号', 1899, 46, '喜来登', '上海', '五星级', '四川北路商业区', '31.2579', '121.487954', 'https://m.tuniucdn.com/fb3/s1/2n9c/3C3gxLxLjVwnkxJwJm8rd3f38kcd_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (61075, '上海雅居乐万豪酒店', '西藏中路555号', 1152, 46, '万豪', '上海', '五钻', '人民广场地区', '31.236681', '121.473529', 'https://m.tuniucdn.com/fb3/s1/2n9c/3FoT16PkXavKsssvktVvVq5Si6Cr_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (61083, '上海滴水湖皇冠假日酒店', '自由贸易试验区临港新片区南岛1号', 971, 44, '皇冠假日', '上海', '五钻', '滴水湖临港地区', '30.890867', '121.937241', 'https://m.tuniucdn.com/fb3/s1/2n9c/312e971Rnj9qFyR3pPv4bTtpj1hX_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (309208, '北京王府井希尔顿酒店', '王府井东街8号', 1679, 46, '希尔顿', '北京', '五钻', '天安门/王府井地区', '39.914539', '116.413392', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/10/Cii-TF3ePt2IX9UEAALb6VYBSmoAAGKMgGsuW8AAtwB147_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (394559, '北京东方君悦大酒店', '长安街1号东方广场', 686, 45, '君悦', '北京', '五星级', '天安门/王府井地区', '39.909635', '116.414621', 'https://m.tuniucdn.com/fb3/s1/2n9c/3mFqcNSh7eEo9yc3Rw2P5HDNTdDe_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (394617, '北京宝辰饭店', '建国门内大街甲18号', 418, 44, '豪生', '北京', '四星级', '北京站/建国门地区', '39.905768', '116.428153', 'https://m.tuniucdn.com/fb3/s1/2n9c/NEYa6EfDHuhhb19Ct85WBbkKHZU_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (394796, '北京新云南皇冠假日酒店', '东北三环西坝河太阳宫桥东北角云南大厦', 485, 46, '皇冠假日', '北京', '五星级', '国展中心地区', '39.972409', '116.434698', 'https://m.tuniucdn.com/fb3/s1/2n9c/dfP8K782eTsohQWSRdkd7St9LA2_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (395434, '北京希尔顿酒店', '东三环北路东方路1号', 350, 45, '希尔顿', '北京', '五星级', '燕莎/朝阳公园商业区', '39.952703', '116.462387', 'https://m.tuniucdn.com/fb3/s1/2n9c/3fwNbKGhk6XCrkdVyxwhC5uGpLVy_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (395702, '北京首都机场希尔顿酒店', '首都机场3号航站楼三经路1号', 222, 46, '希尔顿', '北京', '五钻', '首都机场/新国展地区', '40.048969', '116.619566', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/10/Cii-U13ePtuIMRSjAAFZ58NGQrMAAGKMgADZ1QAAVn_167_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (395787, '北京海航大厦万豪酒店', '霄云路甲26号', 1302, 46, '万豪', '北京', '五钻', '燕莎/朝阳公园商业区', '39.959861', '116.467363', 'https://m.tuniucdn.com/fb3/s1/2n9c/3zFiWi2C9SmbcQwCZgJFQC9ahvs5_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (395799, '北京国际艺苑皇冠假日酒店', '王府井大街48号', 636, 44, '皇冠假日', '北京', '五星级', '天安门/王府井地区', '39.918994', '116.411277', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/10/Cii-U13ePvyIahjPAAMykV278aEAAGKOQO9e4UAAzKp283_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (395815, '北京明豪华美达酒店', '天竺镇府前一街13号', 558, 46, '华美达', '北京', '四钻', '首都机场/新国展地区', '40.062832', '116.580678', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/13/Cii-U13eP2mIKCwvAAODTZXT-fAAAGKVAA9taIAA4Nl245_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (396189, '北京朝阳悠唐皇冠假日酒店', '三丰北里3号', 944, 46, '皇冠假日', '北京', '五钻', '三里屯/工体/东直门地区', '39.92129', '116.43847', 'https://m.tuniucdn.com/fb3/s1/2n9c/tT6ipLain1ZovR5gnQ7tJ4KKym5_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (396471, '维也纳酒店(北京花园路店)', '海淀北太平庄花园路甲17号', 381, 36, '维也纳', '北京', '三钻', '马甸、安贞地区', '39.970837', '116.365244', 'https://m.tuniucdn.com/filebroker/cdn/res/17/00/1700926908bae6ba3e5ef96de7b7d4cc_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (396506, '北京金隅喜来登酒店', '北三环东路36号', 357, 47, '喜来登', '北京', '五星级', '马甸/安贞地区', '39.967163', '116.4099', 'https://m.tuniucdn.com/fb3/s1/2n9c/29FW2WtGzzUtPhWR1LKxcFZAVa9P_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (413460, '7天连锁酒店(北京天坛店)', '东城天坛东里甲48号', 753, 38, '7天酒店', '北京', '二钻', '前门、崇文门商贸区', '39.875786', '116.421987', 'https://m.tuniucdn.com/fb2/t1/G2/M00/C7/D8/Cii-T1knCK6IWTtxAAI0plLButMAAKYTAJu-woAAjS-422_w200_h200_c1_t0.jpg');
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INSERT INTO `tb_hotel` VALUES (416121, '如家酒店(北京西客站北广场店)', '莲花池东路120-2号6层', 275, 43, '如家', '北京', '二钻', '北京西站/丽泽商务区', '39.896449', '116.317382', 'https://m.tuniucdn.com/fb3/s1/2n9c/42DTRnKbiYoiGFVzrV9ZJUxNbvRo_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (416260, '7天连锁酒店(北京通州八里桥店)', '永顺镇西马庄小区', 534, 38, '7天酒店', '北京', '二钻', '果园环岛、通州区', '39.915443', '116.631871', 'https://m.tuniucdn.com/fb2/t1/G2/M00/DF/5A/Cii-TlkxkeGIKM0oAAGOb64RvToAALBAAH9Fg8AAY6H201_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (416268, '和颐酒店(北京传媒大学财满街店)', '朝阳路高井176号', 524, 46, '和颐', '北京', '三钻', '国贸地区', '39.918277', '116.53015', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/13/Cii-TF3eP5GIJIOLAAUwsIVCxdAAAGKXgK5a0IABTDI239_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (416307, '速8酒店(北京新国展首都机场后沙峪店)', '后沙峪镇裕民大街32号', 350, 39, '速8', '北京', '二钻', '首都机场/新国展地区', '40.099019', '116.543655', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/3E/Cii-TF3eRgGIHCkKAAP_ATvriiQAAGL0AIoLtUAA_8Z513_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (432335, '7天连锁酒店(上海北外滩国际客运中心地铁站店)', '唐山路145号', 249, 35, '7天酒店', '上海', '二钻', '北外滩地区', '31.252585', '121.498753', 'https://m2.tuniucdn.com/filebroker/cdn/res/c1/ba/c1baf64418437c56617f89840c6411ef_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (433576, '如家酒店(上海南京路步行街店)', '南京东路480号保安坊内', 379, 44, '如家', '上海', '二钻', '人民广场地区', '31.236454', '121.480948', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/BA/Cii-U13eXVaIQmdaAAWxgzdXXxEAAGRrgNIOkoABbGb143_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (434082, '如家酒店·neo(上海外滩城隍庙小南门地铁站店)', '复兴东路260号', 392, 44, '如家', '上海', '二钻', '豫园地区', '31.220706', '121.498769', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/B6/Cii-U13eXLGIdHFzAAIG-5cEwDEAAGRfQNNIV0AAgcT627_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (441836, '如家酒店(北京国展三元桥店)', '西坝河东里36号', 458, 47, '如家', '北京', '二钻', '国展中心地区', '39.966238', '116.450142', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/39/Cii-TF3eRTGITp1UAAYIilRD7skAAGLngIuAnQABgii479_w200_h200_c1_t0.png');
INSERT INTO `tb_hotel` VALUES (485775, '如家酒店(上海闵行华东师范大学吴泾店)', '吴泾镇宝秀路977号', 161, 45, '如家', '上海', '二钻', '交大/闵行经济开发区', '31.047135', '121.46224', 'https://m.tuniucdn.com/fb3/s1/2n9c/V8pz15CkiMX5xYJRmbbp5zkKWJ8_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (489756, '7天连锁酒店(北京平谷店)', '文化北街4-16号', 544, 40, '7天酒店', '北京', '二钻', '平谷城区', '40.14308', '117.111554', 'https://m2.tuniucdn.com/filebroker/cdn/res/2e/b4/2eb4edb22ddb981307d8570beb1d746d_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (517915, '如家酒店·neo(深圳草埔地铁站店)', '布吉路1036号', 159, 44, '如家', '深圳', '二钻', '田贝/水贝珠宝城', '22.583191', '114.118499', 'https://m.tuniucdn.com/fb3/s1/2n9c/228vhBCQmFRFWQBYX1cgoFQb6x58_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (527938, '深圳好日子皇冠假日酒店', '福华一路28号', 590, 46, '皇冠假日', '深圳', '五星级', '会展中心/CBD', '22.537153', '114.053529', 'https://m.tuniucdn.com/fb3/s1/2n9c/b6Ztz5jn4MngK3Hzfxuu9JGsjrm_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (541619, '如家酒店(上海莘庄地铁站龙之梦商业广场店)', '莘庄镇莘浜路172号', 149, 44, '如家', '上海', '二钻', '莘庄工业区', '31.105797', '121.37755', 'https://m.tuniucdn.com/fb3/s1/2n9c/3mKs3jETvJDj3dDdkRB9UyLLvPna_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (542068, '上海茂业华美达广场酒店', '沪南路938号', 646, 40, '华美达', '上海', '三钻', '浦东新国际博览中心', '31.182761', '121.554106', 'https://m.tuniucdn.com/fb3/s1/2n9c/2139uDFUZ2VKxrathwSeeE4DwyFU_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (546869, '深圳彭年万丽酒店', '嘉宾路2002号(毗邻金光华购物广场)', 701, 46, '万丽', '深圳', '五钻', '罗湖口岸/火车站', '22.540989', '114.122665', 'https://m.tuniucdn.com/fb3/s1/2n9c/gwAbqEXFUpjUBmnxUfK89p3zBBT_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (581859, '维也纳酒店(北京丰益桥店)(原申晨酒店)', '丰台丰管路8号', 648, 45, '维也纳', '北京', '三钻', '北京西站、丽泽商务区', '39.857707', '116.312482', 'https://m2.tuniucdn.com/filebroker/cdn/res/97/43/97438481b9e79abad429e5c30d7f303f_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (584697, '7天连锁酒店(深圳华强赛格广场店)', '华强南路3024号赛格苑1栋', 362, 36, '7天酒店', '深圳', '二钻', '华强北商业区', '22.539831', '114.087899', 'https://m.tuniucdn.com/fb2/t1/G2/M00/D8/11/Cii-T1ku2zmIcP4sAAEw8iuLXFgAAKxZQH7HVYAATEK972_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (593228, '7天连锁酒店(北京颐和园店)', '海淀厢红旗路功德寺桥北侧', 730, 38, '7天酒店', '北京', '二钻', '香山、八大处风景区', '40.003959', '116.256718', 'https://m2.tuniucdn.com/filebroker/cdn/res/55/84/55841f502c5a711e66dd5454b64f559b_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (598591, '上海丽昂豪生大酒店', '金新路99号', 529, 47, '豪生', '上海', '四钻', '浦东金桥地区', '31.252496', '121.600085', 'https://m.tuniucdn.com/fb3/s1/2n9c/2KfPPyPx9rWyVXif2CUuxv61Nryc_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (607915, '汉庭酒店(深圳皇岗店)', '滨河大道6033号海滨广场国皇大厦3楼', 313, 42, '汉庭', '深圳', '二钻', '皇岗口岸/福田口岸', '22.528101', '114.064221', 'https://m.tuniucdn.com/fb3/s1/2n9c/qMyCJVYuW21nsCeEBt8CMfmEhra_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (608374, '如家酒店(上海浦东机场龙东大道合庆店)', '东川公路5863号', 160, 45, '如家', '上海', '二钻', '浦东机场核心区', '31.237662', '121.718556', 'https://m.tuniucdn.com/fb3/s1/2n9c/LUYxGGV4pzjKeN5a69K4deU8JD8_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (609023, '如家酒店·neo(上海外高桥保税区北地铁站店)', '花山路1209号', 266, 45, '如家', '上海', '二钻', '浦东外高桥地区', '31.351148', '121.585606', 'https://m.tuniucdn.com/fb3/s1/2n9c/3cJ6KTfms9cfEnME8WRkQQBXBkYm_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (609372, '豪派特华美达广场酒店(深圳北站店)', '民治街道梅龙路与民旺路交汇处', 498, 45, '华美达', '深圳', '四钻', '深圳北站地区', '22.620501', '114.033874', 'https://m.tuniucdn.com/fb3/s1/2n9c/3G5TnUCPbjGYHAVWfvuixw8bs69t_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (624417, '深圳君悦酒店', '宝安南路1881号', 442, 47, '君悦', '深圳', '五钻', '万象城/京基100', '22.537247', '114.111182', 'https://m.tuniucdn.com/fb2/t1/G6/M00/45/EA/Cii-TF3ZpVmIVDJ9AAXvJftz_AgAAFrrQKbI4oABe89086_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (628327, '如家酒店·neo(深圳罗湖口岸国贸地铁站店)', '人民南路2011号', 223, 45, '如家', '深圳', '二钻', '罗湖口岸/火车站', '22.536734', '114.118336', 'https://m.tuniucdn.com/fb3/s1/2n9c/2rKHmQWHYiY8GZA3xBHpFKCLZwZo_w200_h200_c1_t0.png');
INSERT INTO `tb_hotel` VALUES (629023, '和颐酒店(北京十里河欢乐谷店)', '十八里店乡周家庄288号', 390, 47, '和颐', '北京', '四钻', '劲松/潘家园地区', '39.853354', '116.483437', 'https://m.tuniucdn.com/fb3/s1/2n9c/28hnDdqn5uzuzCKYkw2x4pYmunXM_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (629729, '7天连锁酒店(上海张江高科园区店)', '浦东新区蔡伦路103号', 267, 36, '7天酒店', '上海', '二钻', '浦东张江地区', '31.196154', '121.62071', 'https://m2.tuniucdn.com/filebroker/cdn/res/d9/61/d961508a10865b9b29c033064f31b913_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (635963, '深圳龙岗珠江皇冠假日酒店', '龙岗中心城龙翔大道9009号珠江广场', 737, 46, '皇冠假日', '深圳', '五星级', '龙岗中心区/大运新城', '22.722941', '114.250002', 'https://m.tuniucdn.com/fb2/t1/G6/M00/45/EA/Cii-U13ZpWGIasKjAAY1SNE36KMAAFrrwMNoAwABjVg973_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (636080, '深圳大中华喜来登酒店', '福华路一号大中华国际交易广场', 1556, 47, '喜来登', '深圳', '五星级', '会展中心/CBD', '22.535567', '114.062005', 'https://m.tuniucdn.com/fb3/s1/2n9c/3hQRTmAUW9PegTjxMiEfYwh2HnKp_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (644417, '上海外高桥喜来登酒店', '自由贸易试验区基隆路28号(二号门内)', 2419, 46, '喜来登', '上海', '五钻', '浦东外高桥地区', '31.350989', '121.588751', 'https://m.tuniucdn.com/fb3/s1/2n9c/1Rrtg9n7PdMEivVDhsehbJBrEre_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (648219, '上海金桥红枫万豪酒店', '新金桥路15号', 891, 47, '万豪', '上海', '五钻', '浦东金桥地区', '31.244061', '121.591153', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/B6/Cii-TF3eXKuIR_a0AAUx-Xd2JLQAAGRfACSpvUABTIR560_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (657192, '深圳宝安中天美景华美达酒店', '新桥街道万丰社区中心路7-1号', 498, 45, '华美达', '深圳', '四钻', '深圳国际会展中心商圈', '22.716473', '113.826391', 'https://m.tuniucdn.com/fb2/t1/G6/M00/45/EA/Cii-U13ZpVeIRbhTAAOzGZSDtlcAAFrrQEWM-AAA7Mx626_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (659496, '维也纳酒店(深圳国王店)', '龙华新区龙华龙观西路95号', 714, 37, '维也纳', '深圳', '三钻', '深圳北站地区', '22.65892', '114.006817', 'https://m2.tuniucdn.com/filebroker/cdn/res/b4/76/b476cacc575a7ff237128ba2fd63923a_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (670673, '北京龙城华美达酒店', '昌平路319号', 506, 45, '华美达', '北京', '四钻', '回龙观/天通苑地区', '40.084219', '116.304313', 'https://m.tuniucdn.com/fb3/s1/2n9c/T3WruZV3S4MfcxdD1HFVhZjaBLW_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (672207, '和颐至尊酒店(北京望京798店)', '酒仙桥北路9号荧屏里4号楼', 579, 44, '和颐', '北京', '四钻', '望京/酒仙桥/798地区', '39.98835', '116.491217', 'https://m.tuniucdn.com/fb3/s1/2n9c/2y56zwK8kd2tBuRUyF7XeJ2ucvWM_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (684720, '和颐酒店(深圳罗湖口岸火车地铁站店)', '沿河南路1064号', 208, 47, '和颐', '深圳', '四钻', '罗湖口岸/火车站', '22.533753', '114.122491', 'https://m.tuniucdn.com/fb3/s1/2n9c/2LFgB2iFawKKoGADwzhW6jpCSaJT_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (696948, '上海新园华美达广场酒店', '漕宝路509号', 1290, 45, '华美达', '上海', '四星级', '光大会展中心/漕河泾地区', '31.163802', '121.405618', 'https://m.tuniucdn.com/fb2/t1/G6/M00/52/B6/Cii-TF3eXHuIE57sAAZx8iP6rMIAAGRbgAH09gABnIK621_w200_h200_c1_t0.jpg');
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INSERT INTO `tb_hotel` VALUES (197835483, '7天连锁酒店(深圳大学桃园店)', '南山区桃园西路160号', 431, 36, '7天酒店', '深圳', '二钻', '科技园', '22.532576', '113.916362', 'https://m.tuniucdn.com/fb2/t1/G1/M00/38/40/Cii9EFkv4XKIQN85AAFUcDrkXe0AALPvwPRn08AAVSI037_w200_h200_c1_t0.jpg');
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INSERT INTO `tb_hotel` VALUES (200208940, '上海浦东喜来登由由公寓', '浦建路38号', 3168, 45, '喜来登', '上海', '五钻', '浦东新国际博览中心', '31.208553', '121.518552', 'https://m.tuniucdn.com/fb3/s1/2n9c/m3Nrm37Yx6YV4NwqRvSYnFRNSGk_w200_h200_c1_t0.jpg');
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INSERT INTO `tb_hotel` VALUES (200214437, '上海浦东机场华美达广场酒店', '浦东机场启航路1100号', 600, 45, '华美达', '上海', '四星级', '浦东机场核心区', '31.160969', '121.799086', 'https://m.tuniucdn.com/fb3/s1/2n9c/2D2gbXDgrMx76uWfwzmoWpmSCCXx_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (200214538, '上海绿地万豪酒店', '江滨路99号(打浦路底)', 720, 43, '万豪', '上海', '五星级', '打浦桥地区', '31.192103', '121.47298', 'https://m.tuniucdn.com/fb3/s1/2n9c/268jVMuWdYok5ehGFhQ2QNhBhUhs_w200_h200_c1_t0.jpg');
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INSERT INTO `tb_hotel` VALUES (200214824, '7天连锁酒店(上海陆家嘴八佰伴店)', '崂山路689号', 249, 36, '7天酒店', '上海', '二钻', '浦东陆家嘴金融贸易区', '31.220656', '121.525127', 'https://m.tuniucdn.com/fb2/t1/G1/M00/3D/95/Cii9EVkx0JCIRDFfAAIMnl8npiYAALaawHMG2kAAgy2536_w200_h200_c1_t0.jpg');
INSERT INTO `tb_hotel` VALUES (200215226, '上海颖奕皇冠假日酒店', '博园路6555号', 907, 45, '皇冠假日', '上海', '五钻', '嘉定新城', '31.272533', '121.19179', 'https://m.tuniucdn.com/fb3/s1/2n9c/3Uyfi2aBRETE1K5PChiLVZCwtDLF_w200_h200_c1_t0.jpg');
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INSERT INTO `tb_hotel` VALUES (1725781423, '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');
INSERT INTO `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');
INSERT INTO `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');
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INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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');
INSERT INTO `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
create database test;
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
- MySQL pipeline connector 3.0.0
- 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: 3306
username: root
password: 1445413748
tables: test.\.*
server-id: 5400-5404
server-time-zone: UTC
#Doris的参数配置
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
pipeline:
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
可以到flink控制台查看任务正在跑
再到doris查看数据已经同步成功
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
use test;
update tb_hotel set price=888 where id =56227;
查看doris的数据已经变更
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: Sync MySQL Database to Doris
parallelism: 1
提交任务到集群
查看数据已经迁移至target的hotel表
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。