蚂蚁金服OceanBase-AI大数据平台产品经理-OceanBase
社招全职5年以上产品类-平台型地点:北京 | 杭州状态:招聘
工作描述
任职要求
1. 经验背景
a. 本科及以上学历,计算机科学、软件工程、数据科学、信息管理等相关专业;
b. 5年以上软件产品经理工作经验,有大数据、数据中台、数据集成、数据库或 AI 数据平台领域的产品经验。
2. 核心技术知识
a. 数据集成:熟悉 ETL/ELT 与 CDC(变更数据捕获)原理;熟悉至少一种主流的数据集成工具或服务(如 Flink CDC、Apache NiFi、Airbyte、DataX、Debezium、Dataworks 等),理解数据集成完整流程与典型挑战。
b. 数据加工:熟悉批处理与流处理框架(如 Spark、Flink),了解数据建模、Pipeline 编排、DAG 调度与作业治理,理解实时计算与离线计算的取舍。
c. 数据治理:熟悉元数据管理、数据血缘、数据质量、数据分类分级、数据安全与合规要求(如 GDPR、个人信息保护、数据出境合规),具备数据资产化方法论。
d. 数据分析:熟悉 OLAP 与数据仓库基本原理,对 SQL 与查询优化有扎实理解,了解主流 BI 工具(如 Tableau、Power BI、Quick BI),并对实时分析、即席查询、Text2SQL 等场景有认知。
e. 数据湖管理:熟悉数据湖…登录查看完整工作描述
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包括英文材料
学历+
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
大数据+
https://www.youtube.com/watch?v=bAyrObl7TYE
https://www.youtube.com/watch?v=H4bf_uuMC-g
With all this talk of Big Data, we got Rebecca Tickle to explain just what makes data into Big Data.
ETL+
https://www.ibm.com/think/topics/etl
ETL—meaning extract, transform, load—is a data integration process that combines, cleans and organizes data from multiple sources into a single, consistent data set for storage in a data warehouse, data lake or other target system.
https://www.youtube.com/watch?v=OW5OgsLpDCQ
It explains what ETL is and what it can do for you to improve your data analysis and productivity.
Flink+
https://nightlies.apache.org/flink/flink-docs-release-2.0/docs/learn-flink/overview/
This training presents an introduction to Apache Flink that includes just enough to get you started writing scalable streaming ETL, analytics, and event-driven applications, while leaving out a lot of (ultimately important) details.
https://www.youtube.com/watch?v=WajYe9iA2Uk&list=PLa7VYi0yPIH2GTo3vRtX8w9tgNTTyYSux
Today’s businesses are increasingly software-defined, and their business processes are being automated. Whether it’s orders and shipments, or downloads and clicks, business events can always be streamed. Flink can be used to manipulate, process, and react to these streaming events as they occur.
Apache+
https://www.apache.org/
The Apache® Software Foundation (ASF) provides software for the public good, guided by community over code.
Debezium
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
数据治理+
https://www.ibm.com/think/topics/data-governance
Data governance is the data management discipline that focuses on the quality, security and availability of an organization’s data.
https://www.youtube.com/watch?v=uPsUjKLHLAg
Building data fabric eliminates the technological complexities of data governance so users can connect to the right data at the right time, regardless of where it resides.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
OLAP+
https://www.youtube.com/watch?v=iw-5kFzIdgY
OLAP (for online analytical processing) is software for performing multidimensional analysis at high speeds on large volumes of data from a data warehouse, data mart, or some other unified, centralized data store.
数据仓库+
https://www.youtube.com/watch?v=9GVqKuTVANE
From Zero to Data Warehouse Hero: A Full SQL Project Walkthrough and Real Industry Experience!
https://www.youtube.com/watch?v=k4tK2ttdSDg
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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