富途数据技术架构师
社招全职8年以上技术类地点:深圳状态:招聘
工作描述
工作职责: 1、负责数据开发团队的技术规划与技术攻坚 (1)结合业务发展和数据团队现状,制定数据开发领域的技术演进路线。 (2)识别并解决团队在实时计算、数据质量、性能优化、稳定性和开发效率等方面的关键技术问题。 (3)主导核心技术方案的设计、评审、落地和复盘,对方案的可实施性及最终效果负责。 2、建设实时数据校验与质量保障能力 (1)结合实际场景推动Flink、Paimon、ClickHouse、Doris、StarRocks等技术组件的选型与落地,设计并推动实时数据校验、数据对账、异常检测和质量监控方案。 (2)完善数据质量规则、告警、定位、修复和闭环机制,提升数据链路的准确性、及时性和稳定性。 (3)推动数据质量能力平台化、标准化,降低重复建设成本。 3、规划并建设Data+AI能力 (1)结合数据研发全生命周期,规划数据开发团队的AI-Native流程和工具体系。 (2)推动大模型在需求理解、模型设计、SQ…
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包括英文材料
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.
ClickHouse+
[英文] Advanced Tutorial
https://clickhouse.com/docs/tutorial
Learn how to ingest and query data in ClickHouse using the New York City taxi example dataset.
https://www.youtube.com/watch?v=FtoWGT7kS-c
ClickHouse is an open-source column-oriented DBMS for online analytical processing that allows users to generate analytical reports using SQL queries in real-time.
https://www.youtube.com/watch?v=Rhe-kUyrFUE&list=PL0Z2YDlm0b3gcY5R_MUo4fT5bPqUQ66ep
Doris+
https://doris.apache.org/docs/gettingStarted/what-is-apache-doris
StarRocks+
https://docs.starrocks.io/docs/quick_start/
These Quick Start guides will help you get going with a small StarRocks environment.
https://itnext.io/introduction-to-starrocks-a-new-modern-analytical-database-1db2177d26e1
Recently, I had the opportunity to explore StarRocks which is the new kid in the block when talking about massive scale databases which are able to handle petabytes of data.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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.
学历+
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
Scala+
还有更多 •••
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