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README
Apache-2.0

mydata

你的数据融合新助手


介绍

MyData是一个为业务可持续建设而提供服务的数据平台,如其名“我的数据”旨在让用户更好的掌控和使用数据。

数据资产是本系统的核心理念,将数据视为具有价值的资产,并采取适当的措施来管理、保护和使用,实现业务的增值和持续发展。


规划

v1 数据集成:针对多应用之间数据集成的场景,为开发人员提供更安全、更方便的对接集成方案;(进行中)

v2 数据分析:基于集成的数据,为业务人员提供数据统计和分析服务;

v3 数据资产:基于集成和分析,融入数据资产管理模式,让数据成为企业优化和增益的资产;


v1 数据集成

基于Web API、Excel实现数据集成,简化跨系统之间的数据对接;

对接结构

适用场景

  • 数据集成,打通业务之间的关联,形成业务融合;
  • 基于 HTTP(S)协议 API 的应用之间对接数据;
  • 为项目或组织构建数据中心,降低对接门槛;
  • 通过Excel文件方便业务人员直接集成数据;

不适用

  • 定位不是数据湖,不适用于将所有数据、文件都放到同一个系统里;

优点

  • 集成度高:通过API集成数据,没有数据库类型、开发技术等限制,有API即可对接;
  • 数据安全:无需开放业务系统数据库;
  • 零侵入性:无SDK,业务系统有API即可集成;
  • 可控性高:统一调度集成任务,对业务系统几乎无感知;
  • 复用性高:业务系统迁移、技术升级等,无需重复集成,API可用即可恢复集成;
  • 私有部署:更好的数据安全和隐私保护,二次开发满足个性需求;

技术选型

  • 采用前后端分离框架开发;
    • mydata-blade是平台后端,基于 SpringBlade 的boot版开发
    • mydata-sword是平台前端,基于 Sword (React、Ant Design)开发;
  • 依赖组件
    • MySQL:存储管理数据,主流数据库方便维护和使用;
    • MongoDB;存储业务数据;
      • 支持大数据存储;
      • 松散数据结构 适合自定义业务数据的扩展、分析和统计查询;
      • 技术门槛不高,可单机可集群;
    • Redis:缓存管理数据和定时任务;

系统结构

系统结构

功能模块

功能模块

体验

快速部署

详见部署文档:https://www.mydata.work/docs#/./docker/

联系我们

  • 交流Q群:
  • 联系vx:lient321

联系作者

更新记录

0.8.3(2024-05-25)

新功能

  • 任务管理

    • 字段映射 新增{{$field}}格式,支持集成时获取仓库指定字段值,以便用于数据处理;
  • 数据管理

    • 业务数据 增加标识字段的查询功能;
    • 增加Excel的导入、导出功能,方便业务人员集成数据;
  • 系统定时

    • 周期统计并更新业务数据量;
    • 每天清理7天前未执行完成的日志记录;
  • 租户管理

    • 新增租户时,创建示例数据,包括1个默认项目、1个示例应用、2个示例API、1个示例数据、2个示例任务;

优化

  • 项目管理

    • 新增项目时,自动创建一个该项目的默认环境;
  • 定时任务

    • 订阅、接收推送任务 支持重试机制,避免一次失败就结束 且不会发送通知邮件;

    • 优化任务的调度控制流程;

    • 订阅任务重试仍失败后 不自动结束任务;

修复

  • 定时任务
    • 分批模式,因接口返回内容包含分页参数始终不同 导致死循环;

0.8.2(2024-05-09)

新功能

  • 任务管理

    • 提供数据任务 增加订阅模式,实现一个任务触发另一个任务获取数据;

    • 多层订阅任务 支持串连执行,前置任务的业务数据支持共享给后置任务复用;

    • 字段映射 支持{{field}}表达式,实现订阅任务从父任务获取数据;

    • 字段映射 增加数据处理配置,实现获取和消费数据时的进一步处理,包括:

      • 数值:加减乘除;

      • 字符串:md5、base64、prepend、append;

      • 日期:增加秒;

      • 通用:置null、置empty;

    • 字段映射 支持"/"前缀,实现从json根目录获取数据;

    • 字段映射 支持"a.b.c"结构,实现从指定层级获取数据,结合"/"和prefix 实现更灵活的组合;

  • 数据管理

    • 数据量统计,按项目环境隔离 统计业务数据量;

    • 显示有业务数据的环境,以便快速查看数据;

  • 定时任务

    • 消费数据的API为单个对象模式时 支持逐个发送多条数据;

    • 消费任务的API 有body参数时,优先使用body参数传递数据;

  • API管理

    • header、param参数支持{field}表达式,实现调用接口时转换为指定业务数据作为参数;

    • 增加body参数,支持环境变量、系统变量、数据变量;

优化

  • 定时任务

    • 增加正在执行过程中的任务队列,不包含缓存中的任务;

    • 任务恢复策略 不恢复正在执行中的任务,避免不必要的恢复;

  • 数据过滤

    • API提供数据时,将默认排除的标识字段值无效数据 转移到数据过滤中,作为邮件内容发送给任务负责人;
  • 任务管理

    • 增加应用选项,以便准确选择API,避免多个应用有相似API而不确定;
  • API管理

    • 调式功能 补充环境全局header和param参数,支持系统环境和用户变量值的解析;
  • 定时任务

    • 增加JSON数组结构的解析处理;

修复

  • 定时任务

    • 当数据因没有配置标识字段而被过滤时 任务日志缺少说明 且状态不准确;

    • 修复单次数据都被过滤后即退出任务,不再执行下一次集成的问题;

    • 修复停止的任务正在执行,导致结束后继续执行,与任务实际状态不一致;

  • 数据管理

    • 修复变更标识字段后 未同步更新对应任务 导致需要手动编辑保存的问题;
  • 任务管理

    • 修复创建其他环境任务时 可以选到其他项目的环境问题;
  • 环境变量任务

    • 修复任务启动异常问题;

0.8.1(2024-04-17)

新功能

  • 任务管理

    • 提供数据类型 增加“调用API”和“接收推送”模式选项,平台提供接口接收数据;
  • 接收推送

    • 新增接口,支持web hook或API主动推送数据,实现认证和接收推送的数据,并通过任务执行后续流程;
  • API管理

    • url支持{field}格式的变量 适配PathVariable模式,调用API时从数据中提取指定字段值并替换;

优化

  • 任务管理

    • 优化cron编辑器,减少占用空间;

    • 简化任务卡片,其他信息通过点击显示;

    • 订阅消费支持选择来源任务,以便指定触发执行的前置任务;

    • 消费数据类型 增加“单数据模式”开关,以便发送一条记录时 用集合或单个对象;

    • 增加下次执行时间,以便了解任务运行情况;

  • 定时任务

    • 任务日志 提前到存入缓存时就生成,以便了解任务运行情况;

    • 增加数据对比,减少无变更数据的更新写入操作;

修复

  • 任务管理

    • 消费数据类型任务,向API发送业务数据后 修复未接收返回和更新自定义变量的问题;
  • 定时任务

    • 增加数据批次标识,解决分批获取数据后订阅任务丢失数据问题;

    • 修复过滤条件值类型不匹配问题;

0.8.0(2024-04-09)

新功能

  • 任务管理

    • 消费数据类型任务 新增“发送邮件”模式,将符合条件的业务数据导出excel 并发送到指定邮箱;

    • 过滤条件支持字段之间的对比查询;

  • 数据管理

    • 字段类型,增加 数值类型(number),支持浮点型数据 从而不会转为字符串;
  • 集成管理

    • 增加删除业务数据功能,方便调试阶段清理数据;
  • 任务管理

    • 提供数据类型任务的分批参数中,增加“两次获取相同数据即结束任务”的开关 以便控制任务正常结束或异常中止;

优化

  • 任务管理

    • 任务周期 改用Cron编辑器;

    • 过滤条件的字段 改用下拉框,避免填写出错;

    • 日志列表 增加刷新按钮;

    • 当选择发送邮件时,禁用分批模式;

  • 定时任务

    • 优化整体流程逻辑;

    • 减少日志详情内容量,加快页面加载数据;

    • 改用hashcode对比前后两次对比数据;

    • 失败任务 1分钟后重试,最多5次;

  • 环境管理

    • 编辑环境 支持修改所属项目;

修复

  • 任务管理

    • 修复创建任务时,API列表未按类型正确加载问题;

    • 修复字段映射表格 初始加载时不显示数据问题;

    • 修复选择其他环境时 未排除当前环境选项;

    • 修复日志列表 初始显示上次查看的任务日志记录问题;

  • 定时任务

    • 修复数据类型转换的空指针转为“null“字符串问题;

    • 修复内置变量值在任务执行过程中不更新问题;

  • 数据管理

    • 修复数据编号重复校验 未按项目隔离,导致跨项目无法创建相同编号数据;
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mydata是基于Web API的数据集成平台,提供数据集成服务,简化跨系统之间的数据对接; mydata-blade是平台后端,基于 SpringBlade 微服务平台开发; expand collapse
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