# BigDataGuide **Repository Path**: landscape1998/BigDataGuide ## Basic Information - **Project Name**: BigDataGuide - **Description**: No description available - **Primary Language**: Unknown - **License**: Not specified - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 1 - **Created**: 2024-12-12 - **Last Updated**: 2025-07-11 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README 大数据学习指南 === >大数据学习指南，从零开始学习大数据开发，包含大数据学习各个阶段资汇总 ## 公众号 关注我的公众号：**旧时光大数据**，回复相应关键字，获取更多大数据干货、资料
“大数据学习路线”中我自己看过的视频、文档资料可以直接在公众号获取云盘链接 ### 《[大数据面试题 V5.0](https://mp.weixin.qq.com/s/NV90886HAQqBRB1hPNiIPQ)》已出，公众号回复：大数据面试题

## 知识星球 知识星球内容包括**学习路线**、**学习资料**（根据编程语言（Java、Python、Java+Scala）分了三大版本）、项目（**50+个大数据项目**）、面试题（**1550+道真实大数据面试题**、Java基础、计算机网络、Redis、ClickHouse、Elasticsearch）、**1200+篇大数据真实面经**、600+篇Java后端真实面经（已按公司分类）、自己整理的视频学习笔记 新增：Java基础、计算机网络、ClickHouse、Elasticsearch 面试题 **[知识星球资料介绍](https://www.yuque.com/vxo919/gyyog3/ohvyc2e38pprcxkn?singleDoc=)**

概述 --- [大数据简介](https://github.com/Dr11ft/BigDataGuide/blob/master/Docs/%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%AE%80%E4%BB%8B.md) [大数据相关岗位介绍](https://github.com/Dr11ft/BigDataGuide/blob/master/Docs/%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%9B%B8%E5%85%B3%E5%B2%97%E4%BD%8D%E4%BB%8B%E7%BB%8D.md) 大数据学习路线 --- 学习路线中的视频、文档资料可以关注公众号：旧时光大数据，回复相应关键字获取云盘链接 [大数据学习路线（包含自己看过的视频链接）](https://github.com/Dr11ft/BigDataGuide/blob/master/Docs/%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%AD%A6%E4%B9%A0%E8%B7%AF%E7%BA%BF.md) 编程语言 --- 编程语言部分建议先JavaSE，Spark和Flink之前学习Scala，如果时间紧迫，就找个Java版的Spark或Flink教程，Python看个人或工作，不过有Java基础，Python会快很多（别问我怎么学，问就是使劲拼命学 [ 吃瓜.jpg ]） ### 一、JavaSE（三选一） [刘意2019版](https://www.bilibili.com/video/BV1gb411F76B?from=search&seid=16116797084076868427) [尚硅谷宋红康版](https://www.bilibili.com/video/BV1Kb411W75N?from=search&seid=9321658006825735818) [黑马版](https://www.bilibili.com/video/BV1Cv411372m/?spm_id_from=333.337.search-card.all.click&vd_source=6e976aeae23aa587d36891ef2e760d5f) [JavaSE视频文档](https://github.com/MoRan1607/BigDataGuide/tree/master/ProgrammingLanguage/Java) ### 二、Scala（二选一） 如果时间短，建议直接看配套Spark的那种三五天的，可以快速了解 [韩顺平老师版](https://www.bilibili.com/video/BV1Mp4y1e7B5?from=search&seid=5450215228532207134) [清华硕士武晟然老师版](https://www.bilibili.com/video/BV1Mp4y1e7B5?from=search&seid=5450215228532207134) ### 三、Python 推荐黑马的Python视频，通俗易懂，而且文档比较齐全，有Java基础再看Python的话，上手很快 [黑马Python版视频](https://www.bilibili.com/video/BV1C4411A7ej?from=search&seid=11669436417044703145) [Python文档and笔记](https://github.com/MoRan1607/BigDataGuide/blob/master/Python/Python%E6%96%87%E6%A1%A3.md) Linux --- [完全分布式集群搭建文档](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/%E5%88%86%E5%B8%83%E5%BC%8F%E9%9B%86%E7%BE%A4%E6%90%AD%E5%BB%BA.md) 关于VM、远程登录工具的安装暂时可以参考我的博客，找到相应步骤进行操作即可 [集群搭建](https://blog.csdn.net/qq_41544550/category_9458240.html) 大数据框架组件 --- ### 一、Hadoop   1. [Hadoop——分布式文件管理系统HDFS](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/HDFS.md)   2. [Hadoop——HDFS的Shell操作](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/HDFS%E7%9A%84Shell%E6%93%8D%E4%BD%9C.md)   3. [Hadoop——HDFS的Java API操作](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/HDFS%E7%9A%84Java%20API%E6%93%8D%E4%BD%9C.md)   4. [Hadoop——分布式计算框架MapReduce](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/MapReduce.md)   5. [Hadoop——MapReduce案例](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/MapReduce%E6%A1%88%E4%BE%8B.md)   6. [Hadoop——资源调度器YARN](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/YARN.md)   7. [Hadoop——Hadoop数据压缩](https://github.com/Dr11ft/BigDataGuide/blob/master/Hadoop/Hadoop%E6%95%B0%E6%8D%AE%E5%8E%8B%E7%BC%A9.md) ### 二、Zookeeper   1.[Zookeeper——Zookeeper概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Zookeeper/Zookeeper%EF%BC%88%E4%B8%80%EF%BC%89.md)   2.[Zookeeper——Zookeeper单机和分布式安装](https://github.com/Dr11ft/BigDataGuide/blob/master/Zookeeper/Zookeeper%EF%BC%88%E4%BA%8C%EF%BC%89.md)   3.[Zookeeper——Zookeeper客户端命令](https://github.com/Dr11ft/BigDataGuide/blob/master/Zookeeper/Zookeeper%EF%BC%88%E4%B8%89%EF%BC%89.md)   4.[Zookeeper——Zookeeper内部原理](https://github.com/Dr11ft/BigDataGuide/blob/master/Zookeeper/Zookeeper%EF%BC%88%E5%9B%9B%EF%BC%89.md)   5.[Zookeeper——Zookeeper实战](https://github.com/Dr11ft/BigDataGuide/blob/master/Zookeeper/Zookeeper%EF%BC%88%E4%BA%94%EF%BC%89.md) ### 三、Hive   1.[Hive——Hive概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Hive/1%E3%80%81Hive%E6%A6%82%E8%BF%B0.md)   2.[Hive——Hive数据类型](https://github.com/Dr11ft/BigDataGuide/blob/master/Hive/2%E3%80%81Hive%E6%95%B0%E6%8D%AE%E7%B1%BB%E5%9E%8B.md)   3.[Hive——Hive DDL数据定义](https://github.com/Dr11ft/BigDataGuide/blob/master/Hive/3%E3%80%81Hive%20DDL%E6%95%B0%E6%8D%AE.md)   4.[Hive——Hive DML数据操作](https://github.com/Dr11ft/BigDataGuide/blob/master/Hive/4%E3%80%81Hive%20DML%E6%95%B0%E6%8D%AE%E6%93%8D%E4%BD%9C.md)   5.[Hive——Hive查询](https://github.com/Dr11ft/BigDataGuide/blob/master/Hive/5%E3%80%81Hive%E6%9F%A5%E8%AF%A2.md)   6.[Hive——Hive函数](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/6%E3%80%81Hive%E5%87%BD%E6%95%B0.md)   7.[Hive——Hive压缩和存储](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/7%E3%80%81Hive%E5%8E%8B%E7%BC%A9%E5%92%8C%E5%AD%98%E5%82%A8.md)   8.[Hive——Hive实战：统计影音视频网站的常规指标](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/8%E3%80%81Hive%E5%AE%9E%E6%88%98%EF%BC%9A%E7%BB%9F%E8%AE%A1%E5%BD%B1%E9%9F%B3%E8%A7%86%E9%A2%91%E7%BD%91%E7%AB%99%E7%9A%84%E5%B8%B8%E8%A7%84%E6%8C%87%E6%A0%87.md)   9.[Hive——Hive分区表和分桶表](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/9%E3%80%81%E5%88%86%E5%8C%BA%E8%A1%A8%E5%92%8C%E5%88%86%E6%A1%B6%E8%A1%A8.md)   10.[Hive——Hive调优](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/10%E3%80%81Hive%E4%BC%81%E4%B8%9A%E7%BA%A7%E8%B0%83%E4%BC%98.md) ### 四、Flume   1.[Flume——Flume概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Flume/1%E3%80%81Flume%E6%A6%82%E8%BF%B0.md)   2.[Flume——Flume实践操作](https://github.com/Dr11ft/BigDataGuide/blob/master/Flume/2%E3%80%81Flume%E5%AE%9E%E8%B7%B5%E6%93%8D%E4%BD%9C.md)   3.[Flume——Flume案例](https://github.com/Dr11ft/BigDataGuide/blob/master/Flume/3%E3%80%81Flume%E6%A1%88%E4%BE%8B.md) ### 五、Kafka   1.[Kafka——Kafka概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Kafka/1%E3%80%81Kafka%E6%A6%82%E8%BF%B0.md)   2.[Kafka——Kafka深入解析](https://github.com/Dr11ft/BigDataGuide/blob/master/Kafka/2%E3%80%81Kafka%E6%B7%B1%E5%85%A5%E8%A7%A3%E6%9E%90.md)   3.[Kafka——Kafka API操作实践](https://github.com/Dr11ft/BigDataGuide/blob/master/Kafka/3%E3%80%81Kafka%20API%E6%93%8D%E4%BD%9C%E5%AE%9E%E8%B7%B5.md)   3.[Kafka——Kafka对接Flume实践](https://github.com/Dr11ft/BigDataGuide/blob/master/Kafka/4%E3%80%81Flume%E5%AF%B9%E6%8E%A5Kafka%E5%AE%9E%E8%B7%B5%E6%93%8D%E4%BD%9C.md) ### 六、HBase   1.[HBase——HBase概述](https://github.com/Dr11ft/BigDataGuide/blob/master/HBase/1%E3%80%81HBase%E6%A6%82%E8%BF%B0.md)   2.[HBase——HBase数据结构](https://github.com/Dr11ft/BigDataGuide/blob/master/HBase/2%E3%80%81HBase%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84.md)   3.[HBase——HBase Shell操作](https://github.com/Dr11ft/BigDataGuide/blob/master/HBase/3%E3%80%81HBase%20Shell%E6%93%8D%E4%BD%9C.md)   4.[HBase——HBase API实践操作](https://github.com/Dr11ft/BigDataGuide/blob/master/HBase/4%E3%80%81HBase%20API%E5%AE%9E%E8%B7%B5%E6%93%8D%E4%BD%9C.md) ### 七、Spark #### Spark基础   1.[Spark基础——Spark的诞生](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/1%E3%80%81Spark%E7%9A%84%E8%AF%9E%E7%94%9F.md)   2.[Spark基础——Spark概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/2%E3%80%81Spark%E6%A6%82%E8%BF%B0.md)   3.[Spark基础——Spark运行模式](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/3%E3%80%81Spark%E8%BF%90%E8%A1%8C%E6%A8%A1%E5%BC%8F.md)   4.[Spark基础——案例实践](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/2%E3%80%81Spark%E6%A6%82%E8%BF%B0.md) #### Spark Core   1.[Spark Core——RDD概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Core/1%E3%80%81RDD%E6%A6%82%E8%BF%B0.md)   2.[Spark Core——RDD编程（一）](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Core/2%E3%80%81RDD%E7%BC%96%E7%A8%8B%EF%BC%88%E4%B8%80%EF%BC%89.md)   3.[Spark Core——RDD编程（二）](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Core/3%E3%80%81RDD%E7%BC%96%E7%A8%8B%EF%BC%882%EF%BC%89.md)   4.[Spark Core——键值对RDD数据分区器](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Core/4%E3%80%81%E9%94%AE%E5%80%BC%E5%AF%B9RDD%E6%95%B0%E6%8D%AE%E5%88%86%E5%8C%BA%E5%99%A8.md)   5.[Spark Core——数据读取与保存](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Core/5%E3%80%81%E6%95%B0%E6%8D%AE%E8%AF%BB%E5%8F%96%E4%B8%8E%E4%BF%9D%E5%AD%98.md) #### Spark SQL   1.[Spark SQL——Spaek SQL概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20SQL/1%E3%80%81Spark%20SQL%E6%A6%82%E8%BF%B0.md)   2.[Spark SQL——Spaek SQL编程](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20SQL/2%E3%80%81Spark%20SQL%E7%BC%96%E7%A8%8B.md)   3.[Spark SQL——Spaek SQL数据的加载与保存](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20SQL/3%E3%80%81Spark%20SQL%E6%95%B0%E6%8D%AE%E7%9A%84%E5%8A%A0%E8%BD%BD%E4%B8%8E%E4%BF%9D%E5%AD%98.md)   4.[Spark SQL——Spaek SQL实战](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20SQL/4%E3%80%81Spark%20SQL%E5%AE%9E%E6%88%98.md) #### Spark Streaming   1.[Spark Streaming——Spark Streaming概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Streaming/1%E3%80%81Spark%20Streaming%E6%A6%82%E8%BF%B0.md)   2.[Spark Streaming——Dstream基础](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Streaming/2%E3%80%81Dstream%E5%9F%BA%E7%A1%80.md)   3.[Spark Streaming——Dstream的转换&输出](https://github.com/Dr11ft/BigDataGuide/blob/master/Spark/Spark%20Streaming/3%E3%80%81Dstream%E7%9A%84%E8%BD%AC%E6%8D%A2%26%E8%BE%93%E5%87%BA.md) ### 八、Flink   1.[Flink——Flink核心概述](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/1%E3%80%81Flink%E6%A6%82%E8%BF%B0.md)   2.[Flink——Flink部署](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/2%E3%80%81Flink%E9%83%A8%E7%BD%B2.md)   3.[Flink——Flink运行架构](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/3、Flink运行架构.md)   4.[Flink——Flink流处理API](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/4%E3%80%81Flink%E6%B5%81%E5%A4%84%E7%90%86API.md)   5.[Flink——Flink中的Window](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/5%E3%80%81Flink%E4%B8%AD%E7%9A%84Window.md)   6.[Flink——时间语义与Wartermark](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/6、时间语义与Wartermark.md)   7.[Flink——ProcessFunction API（底层API）](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/7%E3%80%81ProcessFunction%20API%EF%BC%88%E5%BA%95%E5%B1%82API%EF%BC%89.md)   8.[Flink——状态编程和容错机制](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/8%E3%80%81%E7%8A%B6%E6%80%81%E7%BC%96%E7%A8%8B%E5%92%8C%E5%AE%B9%E9%94%99%E6%9C%BA%E5%88%B6.md)   9.[Flink——Table API 与SQL](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/9%E3%80%81Table%20API%20%E4%B8%8ESQL.md)   10.[Flink——Flink CEP](https://github.com/Dr11ft/BigDataGuide/blob/master/Flink/10%E3%80%81Flink%20CEP.md) 数据仓库 ---   [数据仓库总结](https://zhuanlan.zhihu.com/p/371365562) 大数据项目 ---   **基本上选择三到四个即可，B站直接搜索项目名字，都有视频**   **详细说明公众号（旧时光大数据）回复“大数据项目”即可** 读书笔记 --- #### 《阿里大数据之路》读书笔记 [第一章 总述](https://github.com/MoRan1607/BigDataGuide/blob/master/Docs/%E3%80%8A%E9%98%BF%E9%87%8C%E5%A4%A7%E6%95%B0%E6%8D%AE%E4%B9%8B%E8%B7%AF%E3%80%8B%E8%AF%BB%E4%B9%A6%E7%AC%94%E8%AE%B0%EF%BC%9A%E7%AC%AC%E4%B8%80%E7%AB%A0%20%E6%80%BB%E8%BF%B0.md) [第二章 日志采集](https://github.com/MoRan1607/BigDataGuide/blob/master/Docs/%E7%AC%AC%E4%BA%8C%E7%AB%A0%EF%BC%9A%E6%97%A5%E5%BF%97%E9%87%87%E9%9B%86.pdf) [第三章 数据同步](https://github.com/MoRan1607/BigDataGuide/blob/master/Docs/PDF/%E7%AC%AC%E4%B8%89%E7%AB%A0%EF%BC%9A%E6%95%B0%E6%8D%AE%E5%90%8C%E6%AD%A5.pdf) [第四章 离线数据开发](https://github.com/MoRan1607/BigDataGuide/blob/master/Docs/PDF/%E7%AC%AC%E5%9B%9B%E7%AB%A0%EF%BC%9A%E7%A6%BB%E7%BA%BF%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91.pdf) [第五章 实时技术](https://github.com/MoRan1607/BigDataGuide/blob/master/Docs/PDF/%E7%AC%AC%E4%BA%94%E7%AB%A0%EF%BC%9A%E5%AE%9E%E6%97%B6%E6%8A%80%E6%9C%AF.pdf) 面试题 --- > #### 陆续更新中。。。。。全量面试题（1550+道牛客网面经原题）见知识星球 ### [大数据面试题 V1.0](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E8%AF%95%E9%A2%98%20V1.0.md) ### [大数据面试题 V3.0](https://mp.weixin.qq.com/s/hMcuDEkzH49rfSmGWy_GRg) ### [大数据面试题 V4.0](https://mp.weixin.qq.com/s/NV90886HAQqBRB1hPNiIPQ) #### 一、Hadoop ##### 1、Hadoop基础 [介绍下Hadoop](https://blog.csdn.net/qq_41544550/article/details/123031348) [Hadoop小文件处理问题](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/Hadoop%E9%9D%A2%E8%AF%95%E9%A2%98%E6%80%BB%E7%BB%93/Hadoop/Hadoop%E5%B0%8F%E6%96%87%E4%BB%B6%E5%A4%84%E7%90%86%E9%97%AE%E9%A2%98.md) [Hadoop中的几个进程和作用](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop%E4%B8%AD%E7%9A%84%E5%87%A0%E4%B8%AA%E8%BF%9B%E7%A8%8B%E5%92%8C%E4%BD%9C%E7%94%A8.pdf) [Hadoop的mapper和reducer的个数如何确定？reducer的个数依据是什么？](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop%E7%9A%84mapper%E5%92%8Creducer%E7%9A%84%E4%B8%AA%E6%95%B0%E5%A6%82%E4%BD%95%E7%A1%AE%E5%AE%9A%EF%BC%9Freducer%E7%9A%84%E4%B8%AA%E6%95%B0%E4%BE%9D%E6%8D%AE%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F.md) [Hadoop的checkpoint流程](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop%E7%9A%84checkpoint%E6%B5%81%E7%A8%8B.pdf) ##### 2、HDFS [HDFS读写流程](https://blog.csdn.net/qq_41544550/article/details/103113335) [HDFS的block为什么是128M？增大或减小有什么影响？](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/HDFS%E7%9A%84block%E4%B8%BA%E4%BB%80%E4%B9%88%E6%98%AF128M%EF%BC%9F%E5%A2%9E%E5%A4%A7%E6%88%96%E5%87%8F%E5%B0%8F%E6%9C%89%E4%BB%80%E4%B9%88%E5%BD%B1%E5%93%8D%EF%BC%9F/HDFS%E7%9A%84block%E4%B8%BA%E4%BB%80%E4%B9%88%E6%98%AF128M%EF%BC%9F%E5%A2%9E%E5%A4%A7%E6%88%96%E5%87%8F%E5%B0%8F%E6%9C%89%E4%BB%80%E4%B9%88%E5%BD%B1%E5%93%8D.md) [HDFS写数据过程，写的过程中有哪些故障，分别会怎么处理](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/HDFS%E5%86%99%E6%95%B0%E6%8D%AE%E8%BF%87%E7%A8%8B%EF%BC%8C%E5%86%99%E7%9A%84%E8%BF%87%E7%A8%8B%E4%B8%AD%E6%9C%89%E5%93%AA%E4%BA%9B%E6%95%85%E9%9A%9C%EF%BC%8C%E5%88%86%E5%88%AB%E4%BC%9A%E6%80%8E%E4%B9%88%E5%A4%84%E7%90%86.pdf) ##### 3、MapReduce [介绍下MapReduce](https://blog.csdn.net/qq_41544550/article/details/123674103) [MapReduce优缺点](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/Hadoop%E9%9D%A2%E8%AF%95%E9%A2%98%E6%80%BB%E7%BB%93/Hadoop/MapReduce%E4%BC%98%E7%BC%BA%E7%82%B9.md) [MapReduce工作原理（流程）](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/MapReduce%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86%EF%BC%88%E6%B5%81%E7%A8%8B%EF%BC%89.pdf) [MapReduce压缩方式](https://github.com/MoRan1607/BigDataGuide/blob/master/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/Hadoop/%E9%9D%A2%E8%AF%95%E9%A2%98/MapReduce%E5%8E%8B%E7%BC%A9%E6%96%B9%E5%BC%8F.pdf) ##### 4、YARN [介绍下YARN](https://blog.csdn.net/qq_41544550/article/details/123826496?spm=1001.2014.3001.5501) #### 二、Zookeeper [介绍下Zookeeper是什么？](https://blog.csdn.net/qq_41544550/article/details/123148663) [Zookeeper有什么作用？优缺点？有什么应用场景？](https://blog.csdn.net/qq_41544550/article/details/123148688) [Zookeeper架构](https://github.com/MoRan1607/BigDataGuide/blob/master/Zookeeper/%E9%9D%A2%E8%AF%95%E9%A2%98/Zookeeper%E6%9E%B6%E6%9E%84.pdf) #### 三、Hive [说下为什么要使用Hive？Hive的优缺点？Hive的作用是什么？](https://blog.csdn.net/qq_41544550/article/details/123333839) [Hive的用户自定义函数实现步骤与流程](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/%E9%9D%A2%E8%AF%95%E9%A2%98/Hive%E7%9A%84%E7%94%A8%E6%88%B7%E8%87%AA%E5%AE%9A%E4%B9%89%E5%87%BD%E6%95%B0%E5%AE%9E%E7%8E%B0%E6%AD%A5%E9%AA%A4%E4%B8%8E%E6%B5%81%E7%A8%8B/Hive%E7%9A%84%E7%94%A8%E6%88%B7%E8%87%AA%E5%AE%9A%E4%B9%89%E5%87%BD%E6%95%B0%E5%AE%9E%E7%8E%B0%E6%AD%A5%E9%AA%A4%E4%B8%8E%E6%B5%81%E7%A8%8B.md) [Hive分区和分桶的区别](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/%E9%9D%A2%E8%AF%95%E9%A2%98/Hive%E7%9A%84%E7%94%A8%E6%88%B7%E8%87%AA%E5%AE%9A%E4%B9%89%E5%87%BD%E6%95%B0%E5%AE%9E%E7%8E%B0%E6%AD%A5%E9%AA%A4%E4%B8%8E%E6%B5%81%E7%A8%8B/Hive%E5%88%86%E5%8C%BA%E5%92%8C%E5%88%86%E6%A1%B6%E7%9A%84%E5%8C%BA%E5%88%AB.md) [Hive的cluster by 、sort by、distribute by 、order by 区别？](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/%E9%9D%A2%E8%AF%95%E9%A2%98/Hive%E7%9A%84%E7%94%A8%E6%88%B7%E8%87%AA%E5%AE%9A%E4%B9%89%E5%87%BD%E6%95%B0%E5%AE%9E%E7%8E%B0%E6%AD%A5%E9%AA%A4%E4%B8%8E%E6%B5%81%E7%A8%8B/Hive%E7%9A%84cluster%20by%20%E3%80%81sort%20by%E3%80%81distribute%20by%20%E3%80%81order%20by%20%E5%8C%BA%E5%88%AB%EF%BC%9F.pdf) [Hive count(distinct)有几个reduce，海量数据会有什么问题？](https://github.com/MoRan1607/BigDataGuide/blob/master/Hive/%E9%9D%A2%E8%AF%95%E9%A2%98/Hive%E7%9A%84%E7%94%A8%E6%88%B7%E8%87%AA%E5%AE%9A%E4%B9%89%E5%87%BD%E6%95%B0%E5%AE%9E%E7%8E%B0%E6%AD%A5%E9%AA%A4%E4%B8%8E%E6%B5%81%E7%A8%8B/Hive%20count(distinct)%E6%9C%89%E5%87%A0%E4%B8%AAreduce%EF%BC%8C%E6%B5%B7%E9%87%8F%E6%95%B0%E6%8D%AE%E4%BC%9A%E6%9C%89%E4%BB%80%E4%B9%88%E9%97%AE%E9%A2%98%EF%BC%9F.pdf) #### 四、Flume [介绍下Flume](https://blog.csdn.net/qq_41544550/article/details/123451528?spm=1001.2014.3001.5501) [Flume结构](https://github.com/MoRan1607/BigDataGuide/blob/master/Flume/%E9%9D%A2%E8%AF%95%E9%A2%98/Flume%E6%9E%B6%E6%9E%84/Flume%E6%9E%B6%E6%9E%84.md) #### 五、Kafka [介绍下Kafka，Kafka的作用？Kafka的组件？适用场景？](https://blog.csdn.net/qq_41544550/article/details/123534948) [Kafka实现高吞吐的原理？](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/Kafka%E5%AE%9E%E7%8E%B0%E9%AB%98%E5%90%9E%E5%90%90%E7%9A%84%E5%8E%9F%E7%90%86.pdf) [Kafka的一条message中包含了哪些信息？](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/Kafka%E7%9A%84%E4%B8%80%E6%9D%A1message%E4%B8%AD%E5%8C%85%E5%90%AB%E4%BA%86%E5%93%AA%E4%BA%9B%E4%BF%A1%E6%81%AF%EF%BC%9F.pdf) [Kafka的消费者和消费者组有什么区别？为什么需要消费者组？](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/Kafka%E7%9A%84%E6%B6%88%E8%B4%B9%E8%80%85%E5%92%8C%E6%B6%88%E8%B4%B9%E8%80%85%E7%BB%84%E6%9C%89%E4%BB%80%E4%B9%88%E5%8C%BA%E5%88%AB%EF%BC%9F%E4%B8%BA%E4%BB%80%E4%B9%88%E9%9C%80%E8%A6%81%E6%B6%88%E8%B4%B9%E8%80%85%E7%BB%84%EF%BC%9F.pdf) [Kafka的ISR、OSR和ACK介绍，ACK分别有几种值？](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/Kafka%E7%9A%84ISR%E3%80%81OSR%E5%92%8CACK%E4%BB%8B%E7%BB%8D%EF%BC%8CACK%E5%88%86%E5%88%AB%E6%9C%89%E5%87%A0%E7%A7%8D%E5%80%BC%EF%BC%9F.pdf) [Kafka怎么保证数据不丢失，不重复？](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/Kafka%E6%80%8E%E4%B9%88%E4%BF%9D%E8%AF%81%E6%95%B0%E6%8D%AE%E4%B8%8D%E4%B8%A2%E5%A4%B1%EF%BC%8C%E4%B8%8D%E9%87%8D%E5%A4%8D%EF%BC%9F.pdf) [Kafka的单播和多播](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/Kafka%E7%9A%84%E5%8D%95%E6%92%AD%E5%92%8C%E5%A4%9A%E6%92%AD.pdf) [说下Kafka的ISR机制](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/%E8%AF%B4%E4%B8%8BKafka%E7%9A%84ISR%E6%9C%BA%E5%88%B6.pdf) [说下Kafka架构](https://github.com/MoRan1607/BigDataGuide/blob/master/Kafka/%E9%9D%A2%E8%AF%95%E9%A2%98/%E8%AF%B4%E4%B8%8BKafka%E6%9E%B6%E6%9E%84.pdf) #### 六、HBase [介绍下HBase架构](https://blog.csdn.net/qq_41544550/article/details/123583361) [HBase为什么查询快](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E4%B8%BA%E4%BB%80%E4%B9%88%E6%9F%A5%E8%AF%A2%E5%BF%AB.pdf) [HBase的大合并、小合并是什么？](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E7%9A%84%E5%A4%A7%E5%90%88%E5%B9%B6%E3%80%81%E5%B0%8F%E5%90%88%E5%B9%B6%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F.pdf) [HBase的rowkey设计原则](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E7%9A%84rowkey%E8%AE%BE%E8%AE%A1%E5%8E%9F%E5%88%99.pdf) [HBase的一个region由哪些东西组成？](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E7%9A%84%E4%B8%80%E4%B8%AAregion%E7%94%B1%E5%93%AA%E4%BA%9B%E4%B8%9C%E8%A5%BF%E7%BB%84%E6%88%90%EF%BC%9F.pdf) [HBase读写数据流程](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E8%AF%BB%E5%86%99%E6%95%B0%E6%8D%AE%E6%B5%81%E7%A8%8B.pdf) [HBase的RegionServer宕机以后怎么恢复的？](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E7%9A%84RegionServer%E5%AE%95%E6%9C%BA%E4%BB%A5%E5%90%8E%E6%80%8E%E4%B9%88%E6%81%A2%E5%A4%8D%E7%9A%84%EF%BC%9F.pdf) [HBase的读写缓存](https://github.com/MoRan1607/BigDataGuide/blob/master/HBase/%E9%9D%A2%E8%AF%95%E9%A2%98/HBase%E7%9A%84%E8%AF%BB%E5%86%99%E7%BC%93%E5%AD%98.pdf) #### 七、Spark [说下对RDD的理解？RDD特点、算子？](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/Spark%E9%9D%A2%E8%AF%95%E9%A2%98%E6%95%B4%E7%90%86/Spark/Pics/%E8%AF%B4%E4%B8%8B%E5%AF%B9RDD%E7%9A%84%E7%90%86%E8%A7%A3%EF%BC%9FRDD%E7%89%B9%E7%82%B9%E3%80%81%E7%AE%97%E5%AD%90/%E8%AF%B4%E4%B8%8B%E5%AF%B9RDD%E7%9A%84%E7%90%86%E8%A7%A3%EF%BC%9FRDD%E7%89%B9%E7%82%B9%E3%80%81%E7%AE%97%E5%AD%90.md) [Spark小文件问题](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/Spark%E9%9D%A2%E8%AF%95%E9%A2%98%E6%95%B4%E7%90%86/Spark/Spark%E5%B0%8F%E6%96%87%E4%BB%B6%E9%97%AE%E9%A2%98/Spark%E5%B0%8F%E6%96%87%E4%BB%B6%E9%97%AE%E9%A2%98.md) [Spark的内存模型](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B.md) [Spark的Job、Stage、Task分别介绍下，如何划分？](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B/Spark%E7%9A%84Job%E3%80%81Stage%E3%80%81Task%E5%88%86%E5%88%AB%E4%BB%8B%E7%BB%8D%E4%B8%8B%EF%BC%8C%E5%A6%82%E4%BD%95%E5%88%92%E5%88%86.md) [Spark的RDD、DataFrame、DataSet、DataStream区别？](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B/Spark%E7%9A%84RDD%E3%80%81DataFrame%E3%80%81DataSet%E3%80%81DataStream%E5%8C%BA%E5%88%AB%EF%BC%9F.pdf) [RDD的容错](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B/RDD%E7%9A%84%E5%AE%B9%E9%94%99.pdf) [说下Spark中的Transform和Action，为什么Spark要把操作分为Transform和Action？](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B/%E8%AF%B4%E4%B8%8BSpark%E4%B8%AD%E7%9A%84Transform%E5%92%8CAction%EF%BC%8C%E4%B8%BA%E4%BB%80%E4%B9%88Spark%E8%A6%81%E6%8A%8A%E6%93%8D%E4%BD%9C%E5%88%86%E4%B8%BATransform%E5%92%8CAction%EF%BC%9F.pdf) [Spark的任务执行流程](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/Spark%E9%9D%A2%E8%AF%95%E9%A2%98%E6%95%B4%E7%90%86/Spark%E7%9A%84%E4%BB%BB%E5%8A%A1%E6%89%A7%E8%A1%8C%E6%B5%81%E7%A8%8B.pdf) [Spark的架构](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E6%9E%B6%E6%9E%84.pdf) [Spark join在什么情况下会变成窄依赖](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%20join%E5%9C%A8%E4%BB%80%E4%B9%88%E6%83%85%E5%86%B5%E4%B8%8B%E4%BC%9A%E5%8F%98%E6%88%90%E7%AA%84%E4%BE%9D%E8%B5%96.pdf) [Spark Streaming和Kafka之间重复消费漏消费的问题](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%20Streaming%E5%92%8CKafka%E4%B9%8B%E9%97%B4%E9%87%8D%E5%A4%8D%E6%B6%88%E8%B4%B9%E6%BC%8F%E6%B6%88%E8%B4%B9%E7%9A%84%E9%97%AE%E9%A2%98.pdf) #### 八、Flink [介绍下Flink](https://github.com/MoRan1607/BigDataGuide/blob/master/Flink/%E4%BB%8B%E7%BB%8D%E4%B8%8BFlink) [Flink架构](https://github.com/MoRan1607/BigDataGuide/blob/master/Flink/%E9%9D%A2%E8%AF%95%E9%A2%98/Flink%E6%9E%B6%E6%9E%84.pdf) [Flink的时间语义](https://github.com/MoRan1607/BigDataGuide/blob/master/Flink/%E9%9D%A2%E8%AF%95%E9%A2%98/Flink%E7%9A%84%E6%97%B6%E9%97%B4%E8%AF%AD%E4%B9%89.pdf) #### 九、数仓面试题 [数据仓库和数据中台区别](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E6%95%B0%E4%BB%93/%E6%95%B0%E6%8D%AE%E4%BB%93%E5%BA%93%E5%92%8C%E6%95%B0%E6%8D%AE%E4%B8%AD%E5%8F%B0%E5%8C%BA%E5%88%AB.pdf) [自然键、代理键、持久键](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E6%95%B0%E4%BB%93/%E8%87%AA%E7%84%B6%E9%94%AE%E3%80%81%E4%BB%A3%E7%90%86%E9%94%AE%E3%80%81%E6%8C%81%E4%B9%85%E9%94%AE.pdf) [数仓建模有哪些方式](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E6%95%B0%E4%BB%93/%E6%95%B0%E4%BB%93%E5%BB%BA%E6%A8%A1%E6%9C%89%E5%93%AA%E4%BA%9B%E6%96%B9%E5%BC%8F%EF%BC%9F.pdf) #### 十、综合面试题 [Spark和MapReduce之间的区别？各自优缺点？](https://github.com/MoRan1607/BigDataGuide/blob/master/Spark/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E7%9A%84%E5%86%85%E5%AD%98%E6%A8%A1%E5%9E%8B/Spark%E5%92%8CMapReduce%E4%B9%8B%E9%97%B4%E7%9A%84%E5%8C%BA%E5%88%AB%EF%BC%9F%E5%90%84%E8%87%AA%E4%BC%98%E7%BC%BA%E7%82%B9%EF%BC%9F.pdf) [Spark和Flink的区别](https://github.com/MoRan1607/BigDataGuide/blob/master/Flink/%E9%9D%A2%E8%AF%95%E9%A2%98/Spark%E5%92%8CFlink%E7%9A%84%E5%8C%BA%E5%88%AB.pdf) #### 十一、JVM面试题 [哪些情况下，JVM中对象会从年轻代进入老年代](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/JVM/%E5%93%AA%E4%BA%9B%E6%83%85%E5%86%B5%E4%B8%8B%EF%BC%8CJVM%E4%B8%AD%E5%AF%B9%E8%B1%A1%E4%BC%9A%E4%BB%8E%E5%B9%B4%E8%BD%BB%E4%BB%A3%E8%BF%9B%E5%85%A5%E8%80%81%E5%B9%B4%E4%BB%A3.md) [双亲委派模型](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/JVM/%E5%8F%8C%E4%BA%B2%E5%A7%94%E6%B4%BE%E6%A8%A1%E5%9E%8B.pdf) #### 十二、Elasticsearch面试题 [Elasticsearch搜索的过程](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/ES/Elasticsearch%E6%90%9C%E7%B4%A2%E7%9A%84%E8%BF%87%E7%A8%8B.pdf) #### 十三、Doris面试题 [Doris 的分区表和分桶表](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/Kafka%E9%9D%A2%E8%AF%95%E9%A2%98%E6%95%B4%E7%90%86/Kafka/Doris%20%E7%9A%84%E5%88%86%E5%8C%BA%E8%A1%A8%E5%92%8C%E5%88%86%E6%A1%B6%E8%A1%A8.pdf) 牛客网面经 --- ### 大数据面经（星球有1200+牛客真实面经） #### 阿里面经 [阿里巴巴 二面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C%E5%B7%B4%E5%B7%B4%20%E4%BA%8C%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) [阿里云大数据平台三面+HR面【已OC】](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C%E4%BA%91%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%B9%B3%E5%8F%B0%E4%B8%89%E9%9D%A2%2BHR%E9%9D%A2%E3%80%90%E5%B7%B2OC%E3%80%91.pdf) [阿里-数据研发-1面2面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-%E6%95%B0%E6%8D%AE%E7%A0%94%E5%8F%91-1%E9%9D%A22%E9%9D%A2.pdf) [4.23阿里数开一面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/4.23%E9%98%BF%E9%87%8C%E6%95%B0%E5%BC%80%E4%B8%80%E9%9D%A2.pdf) [分享一个大数据的面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E5%88%86%E4%BA%AB%E4%B8%80%E4%B8%AA%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%9A%84%E9%9D%A2%E7%BB%8F.pdf) [十余家公司大数据开发面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E5%8D%81%E4%BD%99%E5%AE%B6%E5%85%AC%E5%8F%B8%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E9%9D%A2%E7%BB%8F.pdf) [大数据面经好少啊，我来写点](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F%E5%A5%BD%E5%B0%91%E5%95%8A%EF%BC%8C%E6%88%91%E6%9D%A5%E5%86%99%E7%82%B9.pdf) [提前批面经(Java_大数据)](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E6%8F%90%E5%89%8D%E6%89%B9%E9%9D%A2%E7%BB%8F(Java_%E5%A4%A7%E6%95%B0%E6%8D%AE).pdf) [阿里-数据技术与产品部（两次简历面）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E9%98%BF%E9%87%8C-%E6%95%B0%E6%8D%AE%E6%8A%80%E6%9C%AF%E4%B8%8E%E4%BA%A7%E5%93%81%E9%83%A8%EF%BC%88%E4%B8%A4%E6%AC%A1%E7%AE%80%E5%8E%86%E9%9D%A2%EF%BC%89.pdf) [阿里云一二三面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E9%98%BF%E9%87%8C%E4%BA%91%E4%B8%80%E4%BA%8C%E4%B8%89%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) [阿里巴巴淘系大数据研发工程师三面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E9%98%BF%E9%87%8C%E5%B7%B4%E5%B7%B4%E6%B7%98%E7%B3%BB%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%A0%94%E5%8F%91%E5%B7%A5%E7%A8%8B%E5%B8%88%E4%B8%89%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [阿里集团大淘宝一面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C-01/%E9%98%BF%E9%87%8C%E9%9B%86%E5%9B%A2%E5%A4%A7%E6%B7%98%E5%AE%9D%E4%B8%80%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) [阿里巴巴 二面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E9%98%BF%E9%87%8C%E5%B7%B4%E5%B7%B4%20%E4%BA%8C%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) #### 腾讯面经 [2022暑假实习 数据开发 字节 腾讯](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/2022%E6%9A%91%E5%81%87%E5%AE%9E%E4%B9%A0%20%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%20%E5%AD%97%E8%8A%82%20%E8%85%BE%E8%AE%AF%EF%BC%88%E5%B7%B2offer.pdf) [4.13 腾讯音乐数据工程笔试](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/4.13%20%E8%85%BE%E8%AE%AF%E9%9F%B3%E4%B9%90%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B%E7%AC%94%E8%AF%95.pdf) [2024届秋招总结](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/2024%E5%B1%8A%E7%A7%8B%E6%8B%9B%E6%80%BB%E7%BB%93.pdf) [5.30腾讯数据开发一面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/5.30%E8%85%BE%E8%AE%AF%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [9.20-腾讯云智-数据-二面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/9.20-%E8%85%BE%E8%AE%AF%E4%BA%91%E6%99%BA-%E6%95%B0%E6%8D%AE-%E4%BA%8C%E9%9D%A2.pdf) [【腾讯】后端开发暑期实习面经（已offer）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E3%80%90%E8%85%BE%E8%AE%AF%E3%80%91%E5%90%8E%E7%AB%AF%E5%BC%80%E5%8F%91%E6%9A%91%E6%9C%9F%E5%AE%9E%E4%B9%A0%E9%9D%A2%E7%BB%8F%EF%BC%88%E5%B7%B2offer%EF%BC%89.pdf) [一面凉经-腾讯技术研究-数据科学](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E4%B8%80%E9%9D%A2%E5%87%89%E7%BB%8F-%E8%85%BE%E8%AE%AF%E6%8A%80%E6%9C%AF%E7%A0%94%E7%A9%B6-%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6.pdf) [大数据开发实习面经（阿里、360、腾讯）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%AE%9E%E4%B9%A0%E9%9D%A2%E7%BB%8F%EF%BC%88%E9%98%BF%E9%87%8C%E3%80%81360%E3%80%81%E8%85%BE%E8%AE%AF%EF%BC%89.pdf) [奇怪的csig数据工程timeline](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E5%A5%87%E6%80%AA%E7%9A%84csig%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8Btimeline.pdf) [字节腾讯大数据凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E5%AD%97%E8%8A%82%E8%85%BE%E8%AE%AF%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%87%89%E7%BB%8F.pdf) [百度腾讯提前批阿里校招面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E7%99%BE%E5%BA%A6%E8%85%BE%E8%AE%AF%E6%8F%90%E5%89%8D%E6%89%B9%E9%98%BF%E9%87%8C%E6%A0%A1%E6%8B%9B%E9%9D%A2%E7%BB%8F.pdf) [腾讯 TEG 后台开发 大数据方向 一面总结](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%20TEG%20%E5%90%8E%E5%8F%B0%E5%BC%80%E5%8F%91%20%E5%A4%A7%E6%95%B0%E6%8D%AE%E6%96%B9%E5%90%91%20%E4%B8%80%E9%9D%A2%E6%80%BB%E7%BB%93.pdf) [腾讯 偏大数据开发三面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%20%E5%81%8F%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%B8%89%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯 偏大数据开发二面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%20%E5%81%8F%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%20%E4%BA%8C%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯 偏大数据开发一面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%20%E5%81%8F%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯 数据科学暑期实习 一面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%20%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E6%9A%91%E6%9C%9F%E5%AE%9E%E4%B9%A0%20%E4%B8%80%E9%9D%A2.pdf) [腾讯-数据科学（IEG）+数据工程](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF-%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%EF%BC%88IEG%EF%BC%89%2B%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B.pdf) [腾讯CSIG后台开发一面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFCSIG%E5%90%8E%E5%8F%B0%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯CSIG大数据一面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFCSIG%E5%A4%A7%E6%95%B0%E6%8D%AE%E4%B8%80%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯IEG数据中心实习面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFIEG%E6%95%B0%E6%8D%AE%E4%B8%AD%E5%BF%83%E5%AE%9E%E4%B9%A0%E9%9D%A2%E7%BB%8F.pdf) [腾讯PCG数据研发暑期实习一面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFPCG%E6%95%B0%E6%8D%AE%E7%A0%94%E5%8F%91%E6%9A%91%E6%9C%9F%E5%AE%9E%E4%B9%A0%E4%B8%80%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) [腾讯TEG-数据平台部-大数据开发实习-一面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFTEG-%E6%95%B0%E6%8D%AE%E5%B9%B3%E5%8F%B0%E9%83%A8-%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%AE%9E%E4%B9%A0-%E4%B8%80%E9%9D%A2.pdf) [腾讯TEG-数据平台部-大数据开发实习-二面（等凉）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFTEG-%E6%95%B0%E6%8D%AE%E5%B9%B3%E5%8F%B0%E9%83%A8-%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%AE%9E%E4%B9%A0-%E4%BA%8C%E9%9D%A2%EF%BC%88%E7%AD%89%E5%87%89%EF%BC%89.pdf) [腾讯TEG大数据一面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFTEG%E5%A4%A7%E6%95%B0%E6%8D%AE%E4%B8%80%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯teg大数据 凉](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AFteg%E5%A4%A7%E6%95%B0%E6%8D%AE%20%E5%87%89.pdf) [腾讯云智 数据工程 面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E4%BA%91%E6%99%BA%20%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B%20%E9%9D%A2%E7%BB%8F.pdf) [腾讯云智暑期实习-数据工程 一面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E4%BA%91%E6%99%BA%E6%9A%91%E6%9C%9F%E5%AE%9E%E4%B9%A0-%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B%20%E4%B8%80%E9%9D%A2.pdf) [腾讯大数据开发一面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) [腾讯大数据开发实习](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%AE%9E%E4%B9%A0.pdf) [腾讯微保实习一面（数据开发工程师）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E5%BE%AE%E4%BF%9D%E5%AE%9E%E4%B9%A0%E4%B8%80%E9%9D%A2%EF%BC%88%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%B7%A5%E7%A8%8B%E5%B8%88%EF%BC%89.pdf) [腾讯微保实习二面（数据开发工程师）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E5%BE%AE%E4%BF%9D%E5%AE%9E%E4%B9%A0%E4%BA%8C%E9%9D%A2%EF%BC%88%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%B7%A5%E7%A8%8B%E5%B8%88%EF%BC%89.pdf) [腾讯微信读书 数据科学 暑期实习 一面【放弃笔试但被捞】](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E5%BE%AE%E4%BF%A1%E8%AF%BB%E4%B9%A6%20%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%20%E6%9A%91%E6%9C%9F%E5%AE%9E%E4%B9%A0%20%E4%B8%80%E9%9D%A2%E3%80%90%E6%94%BE%E5%BC%83%E7%AC%94%E8%AF%95%E4%BD%86%E8%A2%AB%E6%8D%9E%E3%80%91.pdf) [腾讯数开面筋-全程无八股](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E6%95%B0%E5%BC%80%E9%9D%A2%E7%AD%8B-%E5%85%A8%E7%A8%8B%E6%97%A0%E5%85%AB%E8%82%A1.pdf) [腾讯数据工程凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B%E5%87%89%E7%BB%8F.pdf) [腾讯数据工程面经（1）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B%E9%9D%A2%E7%BB%8F%EF%BC%881%EF%BC%89.pdf) [腾讯数据工程面经（2）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E6%95%B0%E6%8D%AE%E5%B7%A5%E7%A8%8B%E9%9D%A2%E7%BB%8F%EF%BC%882%EF%BC%89.pdf) [腾讯暑期实习 数据科学一面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E6%9A%91%E6%9C%9F%E5%AE%9E%E4%B9%A0%20%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E4%B8%80%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [腾讯秋招大数据运维开发一面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E8%85%BE%E8%AE%AF%E7%A7%8B%E6%8B%9B%E5%A4%A7%E6%95%B0%E6%8D%AE%E8%BF%90%E7%BB%B4%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2.pdf) [阿里、腾讯大数据提前批面经(已拿offer)](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E9%98%BF%E9%87%8C%E3%80%81%E8%85%BE%E8%AE%AF%E5%A4%A7%E6%95%B0%E6%8D%AE%E6%8F%90%E5%89%8D%E6%89%B9%E9%9D%A2%E7%BB%8F(%E5%B7%B2%E6%8B%BFoffer).pdf) [面试复盘｜腾讯-腾讯大数据 一面凉经！！！](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E8%85%BE%E8%AE%AF/%E8%85%BE%E8%AE%AF-2023%E5%B9%B411%E6%9C%8812%E6%97%A5/%E9%9D%A2%E8%AF%95%E5%A4%8D%E7%9B%98%EF%BD%9C%E8%85%BE%E8%AE%AF-%E8%85%BE%E8%AE%AF%E5%A4%A7%E6%95%B0%E6%8D%AE%20%E4%B8%80%E9%9D%A2%E5%87%89%E7%BB%8F%EF%BC%81%EF%BC%81%EF%BC%81.pdf) #### 小米面经 [2023-3-27 小米-汽车-大数据开发](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/2023-3-27%20%E5%B0%8F%E7%B1%B3-%E6%B1%BD%E8%BD%A6-%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91-1.pdf) [小米 大数据 一面 二面（凉经）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%20%E5%A4%A7%E6%95%B0%E6%8D%AE%20%E4%B8%80%E9%9D%A2%20%E4%BA%8C%E9%9D%A2%EF%BC%88%E5%87%89%E7%BB%8F%EF%BC%89.pdf) [小米 大数据开发 一面视频面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%20%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%20%E4%B8%80%E9%9D%A2%E8%A7%86%E9%A2%91%E9%9D%A2.pdf) [小米 大数据开发 已oc](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%20%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%20%E5%B7%B2oc.pdf) [小米、头条、知乎面试题总结](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E3%80%81%E5%A4%B4%E6%9D%A1%E3%80%81%E7%9F%A5%E4%B9%8E%E9%9D%A2%E8%AF%95%E9%A2%98%E6%80%BB%E7%BB%93_%E4%B8%8D%E6%B8%85%E4%B8%8D%E6%85%8E%E7%9A%84%E5%8D%9A%E5%AE%A2-CSDN%E5%8D%9A%E5%AE%A2.pdf) [小米凉面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%87%89%E9%9D%A2.pdf) [小米大数据一二面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E4%B8%80%E4%BA%8C%E9%9D%A2.pdf) [小米大数据一二面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E4%B8%80%E4%BA%8C%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [小米大数据一二面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E4%B8%80%E4%BA%8C%E9%9D%A2%E9%9D%A2%E7%BB%8F02.pdf) [小米大数据开发一面](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2.pdf) [小米大数据开发一面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%B8%80%E9%9D%A2%E5%87%89%E7%BB%8F.pdf) [小米大数据开发二面凉经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E4%BA%8C%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [小米大数据开发实习面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%AE%9E%E4%B9%A0%E9%9D%A2%E7%BB%8F.pdf) [小米大数据开发岗一面、二面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%B2%97%E4%B8%80%E9%9D%A2%E3%80%81%E4%BA%8C%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [小米大数据开发工程师（base北京）已OC](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E5%B7%A5%E7%A8%8B%E5%B8%88%EF%BC%88base%E5%8C%97%E4%BA%AC%EF%BC%89%E5%B7%B2OC.pdf) [小米大数据开发面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%BC%80%E5%8F%91%E9%9D%A2%E7%BB%8F.pdf) [小米大数据提前批一面二面面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E6%8F%90%E5%89%8D%E6%89%B9%E4%B8%80%E9%9D%A2%E4%BA%8C%E9%9D%A2%E9%9D%A2%E7%BB%8F.pdf) [小米大数据日常实习一二三面（已oc）](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E6%97%A5%E5%B8%B8%E5%AE%9E%E4%B9%A0%E4%B8%80%E4%BA%8C%E4%B8%89%E9%9D%A2%EF%BC%88%E5%B7%B2oc%EF%BC%89.pdf) [小米大数据日常面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E6%97%A5%E5%B8%B8%E9%9D%A2%E7%BB%8F.pdf) [小米大数据研发（已OC）timeline](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%A0%94%E5%8F%91%EF%BC%88%E5%B7%B2OC%EF%BC%89timeline.pdf) [小米大数据面经](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F.pdf) [小米面经，二面等通知中](https://github.com/MoRan1607/BigDataGuide/blob/master/%E9%9D%A2%E8%AF%95/%E9%9D%A2%E7%BB%8F/%E5%A4%A7%E6%95%B0%E6%8D%AE%E9%9D%A2%E7%BB%8F/%E5%B0%8F%E7%B1%B3/%E5%B0%8F%E7%B1%B3%E9%9D%A2%E7%BB%8F%EF%BC%8C%E4%BA%8C%E9%9D%A2%E7%AD%89%E9%80%9A%E7%9F%A5%E4%B8%AD%E3%80%82.pdf) 大数据&后端书籍 --- PDF书籍（含Hadoop、Spark、Flink等大数据书籍）在公众号回复关键字“大数据书籍”或“Java书籍”自行进百度云盘群保存即可 ## 交流群 交流群建好了，进群的小伙伴可以加我微信：**MoRan1607，备注：GitHub**