小红书后端技术专家-用户增长-点点
社招全职5-10年后端开发地点:上海 | 北京状态:招聘
任职要求
1、本科及以上学历,计算机相关专业,5年以上后端开发经验(其中至少3年负责过高并发广告/投放/增长系统) 2、精通Go/Java,至少一种语言有深度高并发工程实践,熟悉分布式系统设计 3、有完整外部流量投放系统建设经验,熟悉主流广告平台API(抖音巨量引擎、快手磁力引擎、B站、微博、字节搜索/信息流、百度SEM等),理解投放策略、预算控制、创意分发、实时竞价机制 4、深入掌握实时计算(Flink/Kafka Streams)、特征工程、用户行为归因、A/B实验平台、ROI优化模型等 5、熟悉微服务治理、缓存优化、数据库高可用、消息队列、分布式任务调度 6、强烈的业务Owner意识与增长敏感度,能从ROI/LTV/CAC等核心指标出发主动推动系统演进 7、优秀的跨团队协作与沟通能力,对AI产品外部冷启动与规模…
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工作职责
【关于我们】 点点是小红书新一代生活场景AI搜索助手,依托DeepSeek大模型 + 小红书海量真实笔记 + 全网经验,为用户提供“精准避坑、超级实用、有画面感”的美食、旅行、购物、穿搭、生活答案。支持多模态提问(文字/语音/拍照)、视频化回复、多轮追问,已形成独立App、微信小程序 + 小红书站内“问点点”全域布局。 “用增方向”(用户增长)是点点的核心战略引擎,当前重点通过外部流量平台投放(抖音、快手、B站、微博、小红书生态外渠道、搜索广告等)驱动新用户获取、激活与留存,实现DAU快速规模化增长。我们正在构建高效的投放增长闭环:从创意素材生成、投放策略优化、实时效果监控,到用户全链路转化漏斗优化,推动点点成为年轻人日常必备的“生活搜索神器”。 我们期待对内外部流量投放增长有深度实战、对AI产品冷启动与规模化增长敏感、对数据驱动决策有极致追求的资深后端同学,一起把点点从“有用”做到“让人上瘾、规模爆发”! 【岗位职责】 1、负责点点内外部流量投放增长系统的核心架构设计与开发,包括投放数据实时采集、策略引擎、预算分配、创意分发、A/B实验平台、转化归因链路等; 2、构建高并发、低延迟的投放决策与监控服务,支持日均亿级曝光、千万级点击的实时个性化投放与动态调优; 3、设计并实现跨平台投放统一中台,打通抖音、快手、B站、微博、搜索广告(百度/字节/腾讯系)等多渠道数据与投放接口,实现统一调度、预算智能分配、ROI实时优化; 4、建设增长实验平台与效果分析体系,支持快速测试投放创意、落地页、渠道策略、用户分层等,驱动新用户获取成本持续下降、激活/留存率显著提升; 5、与算法(推荐/召回/创意生成)、客户端、数据、运营团队深度协作,推动外部流量 → App/小程序激活 → 多轮交互 → 留存的闭环增长; 6、优化系统性能、稳定性与成本控制,支撑高峰期QPS与低延迟,确保投放链路99.99%可用性; 7、参与增长基础设施建设(如实时特征平台、埋点治理、归因模型、反作弊体系等),赋能投放增长效率翻倍。
包括英文材料
学历+
后端开发+
https://www.youtube.com/watch?v=tN6oJu2DqCM&list=PLWKjhJtqVAbn21gs5UnLhCQ82f923WCgM
Learn what technologies you should learn first to become a back end web developer.
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.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
高并发+
https://www.baeldung.com/concurrency-principles-patterns
In this tutorial, we’ll discuss some of the design principles and patterns that have been established over time to build highly concurrent applications.
https://www.baeldung.com/java-concurrency
Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.
https://www.oreilly.com/library/view/concurrency-in-go/9781491941294/
You’ll understand how Go chooses to model concurrency, what issues arise from this model, and how you can compose primitives within this model to solve problems.
https://www.oreilly.com/library/view/modern-concurrency-in/9781098165406/
With this book, you'll explore the transformative world of Java 21's key feature: virtual threads.
https://www.youtube.com/watch?v=qyM8Pi1KiiM
https://www.youtube.com/watch?v=wEsPL50Uiyo
高可用+
https://redis.io/blog/high-availability-architecture/
A high available architecture is when there are a number of different components, modules, or services that work together to maintain optimal performance, irrespective of peak-time loads.
https://www.ibm.com/think/topics/high-availability
High availability (HA) is a term that refers to a system’s ability to be accessible and reliable close to 100% of the time.
分布式系统+
https://www.distributedsystemscourse.com/
The home page of a free online class in distributed systems.
https://www.youtube.com/watch?v=7VbL89mKK3M&list=PLOE1GTZ5ouRPbpTnrZ3Wqjamfwn_Q5Y9A
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.
Kafka+
https://developer.confluent.io/what-is-apache-kafka/
https://www.youtube.com/watch?v=CU44hKLMg7k
https://www.youtube.com/watch?v=j4bqyAMMb7o&list=PLa7VYi0yPIH0KbnJQcMv5N9iW8HkZHztH
In this Apache Kafka fundamentals course, we introduce you to the basic Apache Kafka elements and APIs, as well as the broader Kafka ecosystem.
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
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