大数据学习路线 - 阿里云全球培训中心
搜索产品或内容
文档
购物车
ICP备案
控制台
登录
立即注册
开发者课堂
阿里云认证
HOT
阿里云认证
认证查询
开放实验室
实验列表
帮助文档
高校合作
产业学院
云中学院
学生训练营
客户培训
管理培训
技术培训
云中学院企业版
伙伴赋能
人才计划
NEW
阿里云人才计划
加入阿里云
更多
开发者社区
资讯
关于我们
个人中心
{"moduleinfo":{"h5BtnLink":"https://edu.aliyun.com/clouder/exam/intro/282","list_count":[{"count_phone":6,"count":6}],"bg":"https://img.alicdn.com/tfs/TB1OacvlET1gK0jSZFhXXaAtVXa-2880-600.png","h5prevText":"< 全部学习路线","pcBtnLink":"https://edu.aliyun.com/clouder/exam/intro/282","prevText":"< 全部学习路线","prevLink":"https://edu.aliyun.com/developer","arr_count":[{"count_phone":4,"count":4}],"h5BannerBtnText":"学前小测验","intr":"从开源大数据技术（选学），到云上大数据快速应用（更便捷、更强大）","bannerTitle":"大数据学习路线","h5prevLink":"https://edu.aliyun.com","pcBannerBtnText":"学前小测验"},"arr":[{"txt":"学习阶段","num":"<span>5 </span>大"},{"txt":"免费课程","num":"<span>27 </span>门"},{"txt":"教学视频","num":"<span>592 </span>课时"},{"txt":"云上综合实战","num":"<span>2 </span>个"}],"list":[{"text":" "},{"text":"• 从事云计算、大数据开发工作必备技能"},{"text":"• 6大阶段，26门免费课程，871课时，助您全面掌握Java开发技能"},{"text":"• 每阶段包含初、中、高三个难度等级考试，全方位自测掌握程度"},{"text":"• 常见面试疑难点串讲，助您轻松找到心仪工作"},{"text":"• 阿里巴巴Java开发规范，助您快速提升开发质量和效率"}],"countinfo":{"arr":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"h5BtnLink":"https://edu.aliyun.com/clouder/exam/intro/282","list_count":[{"count_phone":6,"count":6}],"bg":"https://img.alicdn.com/tfs/TB1OacvlET1gK0jSZFhXXaAtVXa-2880-600.png","h5prevText":"< 全部学习路线","pcBtnLink":"https://edu.aliyun.com/clouder/exam/intro/282","prevText":"< 全部学习路线","prevLink":"https://edu.aliyun.com/developer","arr_count":[{"count_phone":4,"count":4}],"h5BannerBtnText":"学前小测验","intr":"从开源大数据技术（选学），到云上大数据快速应用（更便捷、更强大）","bannerTitle":"大数据学习路线","h5prevLink":"https://edu.aliyun.com","pcBannerBtnText":"学前小测验"},"arr":[{"txt":"学习阶段","num":"<span>5 </span>大"},{"txt":"免费课程","num":"<span>27 </span>门"},{"txt":"教学视频","num":"<span>592 </span>课时"},{"txt":"云上综合实战","num":"<span>2 </span>个"}],"list":[{"text":" "},{"text":"• 从事云计算、大数据开发工作必备技能"},{"text":"• 6大阶段，26门免费课程，871课时，助您全面掌握Java开发技能"},{"text":"• 每阶段包含初、中、高三个难度等级考试，全方位自测掌握程度"},{"text":"• 常见面试疑难点串讲，助您轻松找到心仪工作"},{"text":"• 阿里巴巴Java开发规范，助您快速提升开发质量和效率"}],"countinfo":{"arr":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}}
< 全部学习路线
< 全部学习路线
大数据学习路线
5
大
学习阶段
27
门
免费课程
592
课时
教学视频
2
个
云上综合实战
从开源大数据技术（选学），到云上大数据快速应用（更便捷、更强大）
学前小测验
学前小测验
{"moduleinfo":{"bannerTitle":"学习路线","list_count":[{"count_phone":5,"count":5}]},"list":[{"text":"大数据及Hadoop基础(选学)","id":"#part1"},{"text":"开源大数据技术(选学)","id":"#part2"},{"text":"阿里云大数据工具","id":"#part3"},{"text":"离线数仓实战","id":"#part4"},{"text":"实时数仓实战","id":"#part5"}],"countinfo":{"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"bannerTitle":"学习路线","list_count":[{"count_phone":5,"count":5}]},"list":[{"text":"大数据及Hadoop基础(选学)","id":"#part1"},{"text":"开源大数据技术(选学)","id":"#part2"},{"text":"阿里云大数据工具","id":"#part3"},{"text":"离线数仓实战","id":"#part4"},{"text":"实时数仓实战","id":"#part5"}],"countinfo":{"list":{"length_pc":0,"length":0}}}}
大数据及Hadoop基础(选学)
开源大数据技术(选学)
阿里云大数据工具
离线数仓实战
实时数仓实战
{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":6,"count":6}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"6门课程 | 195课时","warn":"尚未开始学习","ifLogin":"关闭","idName":"part1","examLink":"https://edu.aliyun.com/clouder/exam/intro/","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：Java编程基础（<a href=\"https://edu.aliyun.com/roadmap/java\" target=\"_blank\">Java学习路线</a>）、SQL基础（<a href=\"https://edu.aliyun.com/roadmap/database\" target=\"_blank\">数据库学习路线</a>）<br>学习后将掌握：大数据的概念，开源大数据分析系统Hadoop基础及应用。如果希望直接应用，可从阶段3开始学习。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 1：大数据及Hadoop基础（选学）","btnTextOver":"已加入所有课程","modTitle":"学习路线"},"list":[{"lessonNum":"7","btnText":"开始学习","link":"https://edu.aliyun.com/course/1206","cardTitle":"大数据简史","courseID":"1206","status":"免费"},{"lessonNum":"40","btnText":"开始学习","link":"https://edu.aliyun.com/course/1800","cardTitle":"Hadoop 快速入门","courseID":"1800","status":"免费"},{"lessonNum":"44","btnText":"开始学习","link":"https://edu.aliyun.com/course/1801","cardTitle":"分布式文件系统 HDFS","courseID":"1801","status":"免费"},{"lessonNum":"90","btnText":"开始学习","link":"https://edu.aliyun.com/course/1802","cardTitle":"分布式计算框架 MapReduce","courseID":"1802","status":"免费"},{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/1803","cardTitle":"分布式资源管理框架 YARN","courseID":"1803","status":"免费"},{"lessonNum":"8","btnText":"开始学习","link":"https://edu.aliyun.com/course/1804","cardTitle":"Hadoop 调优及扩展案例","courseID":"1804","status":"免费"}],"dialogdata":[{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/15","text":"考查您对Java语言基础的掌握程度，涉及变量、程序结构、数据类型、方法的定义与使用等。","btnTextPass":"开始自测","title":"初级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/17","text":"考查您对Java面向对象编程知识的掌握，涉及类与对象、内存分析、封装、继承、多态等概念。","btnTextPass":"开始自测","title":"中级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/19","text":"考查您对Java多线程编程、常用类库、IO编程、网络编程、类及框架等开发技术的掌握程度。","btnTextPass":"开始自测","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":6,"count":6}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"6门课程 | 195课时","warn":"尚未开始学习","ifLogin":"关闭","idName":"part1","examLink":"https://edu.aliyun.com/clouder/exam/intro/","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：Java编程基础（<a href=\"https://edu.aliyun.com/roadmap/java\" target=\"_blank\">Java学习路线</a>）、SQL基础（<a href=\"https://edu.aliyun.com/roadmap/database\" target=\"_blank\">数据库学习路线</a>）<br>学习后将掌握：大数据的概念，开源大数据分析系统Hadoop基础及应用。如果希望直接应用，可从阶段3开始学习。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 1：大数据及Hadoop基础（选学）","btnTextOver":"已加入所有课程","modTitle":"学习路线"},"list":[{"lessonNum":"7","btnText":"开始学习","link":"https://edu.aliyun.com/course/1206","cardTitle":"大数据简史","courseID":"1206","status":"免费"},{"lessonNum":"40","btnText":"开始学习","link":"https://edu.aliyun.com/course/1800","cardTitle":"Hadoop 快速入门","courseID":"1800","status":"免费"},{"lessonNum":"44","btnText":"开始学习","link":"https://edu.aliyun.com/course/1801","cardTitle":"分布式文件系统 HDFS","courseID":"1801","status":"免费"},{"lessonNum":"90","btnText":"开始学习","link":"https://edu.aliyun.com/course/1802","cardTitle":"分布式计算框架 MapReduce","courseID":"1802","status":"免费"},{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/1803","cardTitle":"分布式资源管理框架 YARN","courseID":"1803","status":"免费"},{"lessonNum":"8","btnText":"开始学习","link":"https://edu.aliyun.com/course/1804","cardTitle":"Hadoop 调优及扩展案例","courseID":"1804","status":"免费"}],"dialogdata":[{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/15","text":"考查您对Java语言基础的掌握程度，涉及变量、程序结构、数据类型、方法的定义与使用等。","btnTextPass":"开始自测","title":"初级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/17","text":"考查您对Java面向对象编程知识的掌握，涉及类与对象、内存分析、封装、继承、多态等概念。","btnTextPass":"开始自测","title":"中级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/19","text":"考查您对Java多线程编程、常用类库、IO编程、网络编程、类及框架等开发技术的掌握程度。","btnTextPass":"开始自测","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}}
学习路线
阶段 1：大数据及Hadoop基础（选学）
6门课程 | 195课时
学习前要求：Java编程基础（
Java学习路线
）、SQL基础（
数据库学习路线
）
学习后将掌握：大数据的概念，开源大数据分析系统Hadoop基础及应用。如果希望直接应用，可从阶段3开始学习。
一键加入所有课程
大数据简史
免费
7课时
开始学习
Hadoop 快速入门
免费
40课时
开始学习
分布式文件系统 HDFS
免费
44课时
开始学习
分布式计算框架 MapReduce
免费
90课时
开始学习
分布式资源管理框架 YARN
免费
6课时
开始学习
Hadoop 调优及扩展案例
免费
8课时
开始学习
{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":7,"count":7}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"7门课程 I 245课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part2","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：了解阶段1的知识点（大数据概念、Hadoop基础）<br>学习后将掌握：热门开源大数据技术及框架的概念和应用。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 2：开源大数据技术（选学）","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"21","btnText":"开始学习","link":"https://edu.aliyun.com/course/1808","cardTitle":"数据采集系统 Flume 快速入门","courseID":"1808","status":"免费"},{"lessonNum":"50","btnText":"开始学习","link":"https://edu.aliyun.com/course/1892","cardTitle":"分布式数据库 HBase","courseID":"1892","status":"免费"},{"lessonNum":"8","btnText":"开始学习","link":"https://edu.aliyun.com/course/1602","cardTitle":"数据管理与数据仓库概述","courseID":"1602","status":"免费"},{"lessonNum":"25","btnText":"开始学习","link":"https://edu.aliyun.com/course/1531","cardTitle":"数据仓库系统 Hive","courseID":"1531","status":"免费"},{"lessonNum":"93","btnText":"开始学习","link":"https://edu.aliyun.com/course/1891","cardTitle":"数据离线计算 Spark","courseID":"1891","status":"免费"},{"lessonNum":"25","btnText":"开始学习","link":"https://edu.aliyun.com/course/1807","cardTitle":"分布式消息系统 Kafka","courseID":"1807","status":"免费"},{"lessonNum":"23","btnText":"开始学习","link":"https://edu.aliyun.com/course/1806","cardTitle":"分布式协调系统 Zookeeper","courseID":"1806","status":"免费"}],"dialogdata":[{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/195","text":"考查您对数据库、SQL、MySQL、JDBC入门知识的掌握程度，考单一知识点，您需要认真学习课程或查阅相关文档，从而通过考试。","btnTextPass":"开始自测","title":"初级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/196","text":"考查您对数据库、SQL、MySQL、JDBC知识的理解程度，考多个关联知识点，您需要熟练掌握这些技能，从而通过考试。","btnTextPass":"开始自测","title":"中级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/197","text":"考查您在工作中对SQL、MySQL、JDBC知识的应用能力，您需要多动手操作，从而巩固知识并通过考试。","btnTextPass":"开始自测","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":7,"count":7}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"7门课程 I 245课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part2","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：了解阶段1的知识点（大数据概念、Hadoop基础）<br>学习后将掌握：热门开源大数据技术及框架的概念和应用。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 2：开源大数据技术（选学）","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"21","btnText":"开始学习","link":"https://edu.aliyun.com/course/1808","cardTitle":"数据采集系统 Flume 快速入门","courseID":"1808","status":"免费"},{"lessonNum":"50","btnText":"开始学习","link":"https://edu.aliyun.com/course/1892","cardTitle":"分布式数据库 HBase","courseID":"1892","status":"免费"},{"lessonNum":"8","btnText":"开始学习","link":"https://edu.aliyun.com/course/1602","cardTitle":"数据管理与数据仓库概述","courseID":"1602","status":"免费"},{"lessonNum":"25","btnText":"开始学习","link":"https://edu.aliyun.com/course/1531","cardTitle":"数据仓库系统 Hive","courseID":"1531","status":"免费"},{"lessonNum":"93","btnText":"开始学习","link":"https://edu.aliyun.com/course/1891","cardTitle":"数据离线计算 Spark","courseID":"1891","status":"免费"},{"lessonNum":"25","btnText":"开始学习","link":"https://edu.aliyun.com/course/1807","cardTitle":"分布式消息系统 Kafka","courseID":"1807","status":"免费"},{"lessonNum":"23","btnText":"开始学习","link":"https://edu.aliyun.com/course/1806","cardTitle":"分布式协调系统 Zookeeper","courseID":"1806","status":"免费"}],"dialogdata":[{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/195","text":"考查您对数据库、SQL、MySQL、JDBC入门知识的掌握程度，考单一知识点，您需要认真学习课程或查阅相关文档，从而通过考试。","btnTextPass":"开始自测","title":"初级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/196","text":"考查您对数据库、SQL、MySQL、JDBC知识的理解程度，考多个关联知识点，您需要熟练掌握这些技能，从而通过考试。","btnTextPass":"开始自测","title":"中级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/197","text":"考查您在工作中对SQL、MySQL、JDBC知识的应用能力，您需要多动手操作，从而巩固知识并通过考试。","btnTextPass":"开始自测","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}}
阶段 2：开源大数据技术（选学）
7门课程 I 245课时
学习前要求：了解阶段1的知识点（大数据概念、Hadoop基础）
学习后将掌握：热门开源大数据技术及框架的概念和应用。
一键加入所有课程
数据采集系统 Flume 快速入门
免费
21课时
开始学习
分布式数据库 HBase
免费
50课时
开始学习
数据管理与数据仓库概述
免费
8课时
开始学习
数据仓库系统 Hive
免费
25课时
开始学习
数据离线计算 Spark
免费
93课时
开始学习
分布式消息系统 Kafka
免费
25课时
开始学习
分布式协调系统 Zookeeper
免费
23课时
开始学习
{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":6,"count":6}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"6门课程 I 43课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part3","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：大数据概念（阶段1的第1个课程）、SQL基础（<a href=\"https://edu.aliyun.com/roadmap/database\" target=\"_blank\">数据库学习路线</a>）<br>学习后将掌握：阿里云大数据分析/开发相关工具的使用方法。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 3：阿里云大数据工具","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/122","cardTitle":"大数据计算服务MaxCompute","courseID":"122","status":"免费"},{"lessonNum":"8","btnText":"开始学习","link":"https://edu.aliyun.com/course/1010","cardTitle":"MaxCompute行业应用及调优","courseID":"1010","status":"免费"},{"lessonNum":"9","btnText":"开始学习","link":"https://edu.aliyun.com/course/1963","cardTitle":"一站式大数据平台DataWorks","courseID":"1963","status":"免费"},{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/40","cardTitle":"数据报表Quick BI","courseID":"40","status":"免费"},{"lessonNum":"9","btnText":"开始学习","link":"https://edu.aliyun.com/course/87","cardTitle":"数据大屏DataV","courseID":"87","status":"免费"},{"lessonNum":"5","btnText":"开始学习","link":"https://edu.aliyun.com/course/123","cardTitle":"分析型数据库 AnalyticDB","courseID":"123","status":"免费"}],"dialogdata":[{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/211","text":"考查您对JSP、Servlet、Ajax等Java Web开发基础知识的「掌握程度」，考单一知识点，您需要认真学习课程或查阅相关文档，从而通过考试。","btnTextPass":"开始自测","title":"初级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/212","text":"考查您对JSP、Servlet、Ajax等Java Web开发基础知识的「理解程度」，考多个关联知识点，您需要熟练掌握这些技能，从而通过考试。","btnTextPass":"开始自测","title":"中级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/213","text":"考查您对JSP、Servlet、Ajax等Java Web开发基础知识的「应用能力」，您需要多动手操作，从而巩固知识并通过考试。","btnTextPass":"开始自测","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":6,"count":6}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"6门课程 I 43课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part3","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：大数据概念（阶段1的第1个课程）、SQL基础（<a href=\"https://edu.aliyun.com/roadmap/database\" target=\"_blank\">数据库学习路线</a>）<br>学习后将掌握：阿里云大数据分析/开发相关工具的使用方法。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 3：阿里云大数据工具","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/122","cardTitle":"大数据计算服务MaxCompute","courseID":"122","status":"免费"},{"lessonNum":"8","btnText":"开始学习","link":"https://edu.aliyun.com/course/1010","cardTitle":"MaxCompute行业应用及调优","courseID":"1010","status":"免费"},{"lessonNum":"9","btnText":"开始学习","link":"https://edu.aliyun.com/course/1963","cardTitle":"一站式大数据平台DataWorks","courseID":"1963","status":"免费"},{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/40","cardTitle":"数据报表Quick BI","courseID":"40","status":"免费"},{"lessonNum":"9","btnText":"开始学习","link":"https://edu.aliyun.com/course/87","cardTitle":"数据大屏DataV","courseID":"87","status":"免费"},{"lessonNum":"5","btnText":"开始学习","link":"https://edu.aliyun.com/course/123","cardTitle":"分析型数据库 AnalyticDB","courseID":"123","status":"免费"}],"dialogdata":[{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/211","text":"考查您对JSP、Servlet、Ajax等Java Web开发基础知识的「掌握程度」，考单一知识点，您需要认真学习课程或查阅相关文档，从而通过考试。","btnTextPass":"开始自测","title":"初级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/212","text":"考查您对JSP、Servlet、Ajax等Java Web开发基础知识的「理解程度」，考多个关联知识点，您需要熟练掌握这些技能，从而通过考试。","btnTextPass":"开始自测","title":"中级难度"},{"pass":"是","link":"https://edu.aliyun.com/clouder/exam/intro/213","text":"考查您对JSP、Servlet、Ajax等Java Web开发基础知识的「应用能力」，您需要多动手操作，从而巩固知识并通过考试。","btnTextPass":"开始自测","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}}
阶段 3：阿里云大数据工具
6门课程 I 43课时
学习前要求：大数据概念（阶段1的第1个课程）、SQL基础（
数据库学习路线
）
学习后将掌握：阿里云大数据分析/开发相关工具的使用方法。
一键加入所有课程
大数据计算服务MaxCompute
免费
6课时
开始学习
MaxCompute行业应用及调优
免费
8课时
开始学习
一站式大数据平台DataWorks
免费
9课时
开始学习
数据报表Quick BI
免费
6课时
开始学习
数据大屏DataV
免费
9课时
开始学习
分析型数据库 AnalyticDB
免费
5课时
开始学习
{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":5,"count":5}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"5门课程 | 79课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part4","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）<br>学习后将掌握：基于阿里云的大数据产品搭建离线数据仓库的方法。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 4：离线数仓实战","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"9","btnText":"开始学习","link":"https://edu.aliyun.com/course/1954","cardTitle":"1. 数据仓库概念及项目介绍","courseID":"1954","status":"免费"},{"lessonNum":"21","btnText":"开始学习","link":"https://edu.aliyun.com/course/1955","cardTitle":"2. 数据生成及采集","courseID":"1955","status":"免费"},{"lessonNum":"13","btnText":"开始学习","link":"https://edu.aliyun.com/course/1956","cardTitle":"3. 用户行为数仓搭建","courseID":"1956","status":"免费"},{"lessonNum":"19","btnText":"开始学习","link":"https://edu.aliyun.com/course/1957","cardTitle":"4. 业务数仓理论与搭建","courseID":"1957","status":"免费"},{"lessonNum":"17","btnText":"开始学习","link":"https://edu.aliyun.com/course/1958","cardTitle":"5. 作业调度与数据可视化","courseID":"1958","status":"免费"}],"dialogdata":[{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"初级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"中级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":5,"count":5}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"5门课程 | 79课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part4","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）<br>学习后将掌握：基于阿里云的大数据产品搭建离线数据仓库的方法。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 4：离线数仓实战","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"9","btnText":"开始学习","link":"https://edu.aliyun.com/course/1954","cardTitle":"1. 数据仓库概念及项目介绍","courseID":"1954","status":"免费"},{"lessonNum":"21","btnText":"开始学习","link":"https://edu.aliyun.com/course/1955","cardTitle":"2. 数据生成及采集","courseID":"1955","status":"免费"},{"lessonNum":"13","btnText":"开始学习","link":"https://edu.aliyun.com/course/1956","cardTitle":"3. 用户行为数仓搭建","courseID":"1956","status":"免费"},{"lessonNum":"19","btnText":"开始学习","link":"https://edu.aliyun.com/course/1957","cardTitle":"4. 业务数仓理论与搭建","courseID":"1957","status":"免费"},{"lessonNum":"17","btnText":"开始学习","link":"https://edu.aliyun.com/course/1958","cardTitle":"5. 作业调度与数据可视化","courseID":"1958","status":"免费"}],"dialogdata":[{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"初级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"中级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}}
阶段 4：离线数仓实战
5门课程 | 79课时
学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）
学习后将掌握：基于阿里云的大数据产品搭建离线数据仓库的方法。
一键加入所有课程
1. 数据仓库概念及项目介绍
免费
9课时
开始学习
2. 数据生成及采集
免费
21课时
开始学习
3. 用户行为数仓搭建
免费
13课时
开始学习
4. 业务数仓理论与搭建
免费
19课时
开始学习
5. 作业调度与数据可视化
免费
17课时
开始学习
{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":3,"count":3}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"3门课程 | 30课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part5","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）<br>学习后将掌握：基于阿里云的大数据产品搭建实时数据仓库的方法。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 5：实时数仓实战","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"14","btnText":"开始学习","link":"https://edu.aliyun.com/course/1966","cardTitle":"1. 项目架构与数据准备","courseID":"1966","status":"免费"},{"lessonNum":"10","btnText":"开始学习","link":"https://edu.aliyun.com/course/1967","cardTitle":"2. 实时计算与结果输出","courseID":"1967","status":"免费"},{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/1968","cardTitle":"3. 制作数据可视化大屏","courseID":"1968","status":"免费"}],"dialogdata":[{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"初级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"中级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"showTest":false,"btnText":"一键加入所有课程","list_count":[{"count_phone":3,"count":3}],"courseLink":"https://edu.aliyun.com/course/","ifOpen":"打开","needStudyNum":"3门课程 | 30课时","warn":"尚未开始学习","ifLogin":"打开","idName":"part5","success":"已加入本阶段所有免费课程，这些课程可在<a href='https://edu.aliyun.com/my/courses/learning' target='_blank'>【我的大学】-【我的课程】</a>中找到。","leftText":"学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）<br>学习后将掌握：基于阿里云的大数据产品搭建实时数据仓库的方法。","dialogdata_count":[{"count_phone":3,"count":3}],"listName":"阶段 5：实时数仓实战","btnTextOver":"已加入所有课程"},"list":[{"lessonNum":"14","btnText":"开始学习","link":"https://edu.aliyun.com/course/1966","cardTitle":"1. 项目架构与数据准备","courseID":"1966","status":"免费"},{"lessonNum":"10","btnText":"开始学习","link":"https://edu.aliyun.com/course/1967","cardTitle":"2. 实时计算与结果输出","courseID":"1967","status":"免费"},{"lessonNum":"6","btnText":"开始学习","link":"https://edu.aliyun.com/course/1968","cardTitle":"3. 制作数据可视化大屏","courseID":"1968","status":"免费"}],"dialogdata":[{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"初级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"中级难度"},{"pass":"禁用","btnTextNoUse":"敬请期待","btnTextNoPass":"未通过，再考一次","text":"考察您对Java语言基础的掌握程度，涉及JDK开发环境，Java程序基本结构、基本数据类型的划分及使用、程序结构、方法的定义与使用等。","btnTextPass":"已通过考试","title":"高级难度"}],"countinfo":{"dialogdata":{"length_pc":0,"length":0},"list":{"length_pc":0,"length":0}}}}
阶段 5：实时数仓实战
3门课程 | 30课时
学习前要求：了解阿里云大数据相关产品的使用（阶段3知识点）
学习后将掌握：基于阿里云的大数据产品搭建实时数据仓库的方法。
一键加入所有课程
1. 项目架构与数据准备
免费
14课时
开始学习
2. 实时计算与结果输出
免费
10课时
开始学习
3. 制作数据可视化大屏
免费
6课时
开始学习
{"moduleinfo":{"moduleTitle":"课程合作伙伴","list_count":[{"count_phone":2,"count":2}]},"list":[{"icon":"https://img.alicdn.com/tfs/TB1Gs_wbvWG3KVjSZFPXXXaiXXa-220-118.png","iconColor":"https://img.alicdn.com/tfs/TB1FLrwbEWF3KVjSZPhXXXclXXa-220-118.png"},{"icon":"https://img.alicdn.com/tfs/TB1pTvYafc3T1VjSZPfXXcWHXXa-220-118.png","iconColor":"https://img.alicdn.com/tfs/TB1vz9ETgHqK1RjSZFEXXcGMXXa-220-118.png"}],"countinfo":{"list":{"length_pc":0,"length":0}}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"moduleTitle":"课程合作伙伴","list_count":[{"count_phone":2,"count":2}]},"list":[{"icon":"https://img.alicdn.com/tfs/TB1Gs_wbvWG3KVjSZFPXXXaiXXa-220-118.png","iconColor":"https://img.alicdn.com/tfs/TB1FLrwbEWF3KVjSZPhXXXclXXa-220-118.png"},{"icon":"https://img.alicdn.com/tfs/TB1pTvYafc3T1VjSZPfXXcWHXXa-220-118.png","iconColor":"https://img.alicdn.com/tfs/TB1vz9ETgHqK1RjSZFEXXcGMXXa-220-118.png"}],"countinfo":{"list":{"length_pc":0,"length":0}}}}
课程合作伙伴
{"moduleinfo":{"bg":"https://img.alicdn.com/tfs/TB1dmgOeKP2gK0jSZFoXXauIVXa-1920-200.png","link":"https://edu.aliyun.com/roadmap/damo","bgh5":"https://img.alicdn.com/tfs/TB1OFQMeSf2gK0jSZFPXXXsopXa-720-200.png"}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"bg":"https://img.alicdn.com/tfs/TB1dmgOeKP2gK0jSZFoXXauIVXa-1920-200.png","link":"https://edu.aliyun.com/roadmap/damo","bgh5":"https://img.alicdn.com/tfs/TB1OFQMeSf2gK0jSZFPXXXsopXa-720-200.png"}}}
{"moduleinfo":{"mainText":"如果您有任何问题，请通过下面的方式咨询，我们会在24小时内答复您：","subText":"aliyunedu@list.alibaba-inc.com"}}
{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"moduleinfo":{"mainText":"如果您有任何问题，请通过下面的方式咨询，我们会在24小时内答复您：","subText":"aliyunedu@list.alibaba-inc.com"}}}
如果您有任何问题，请通过下面的方式咨询，我们会在24小时内答复您：
aliyunedu@list.alibaba-inc.com
