处理过海量行为数据,对实时计算与低延迟分析有真正理解,熟悉 User / Session / Event 模型;
做过统一用户画像 / 标签体系 / 用户分群,理解身份统一的原理与实现;
熟悉数据建模、ETL/ELT、数据治理与数据质量体系;
不满足于“把数据处理完”,会追问数据背后的业务价值,能独立推动复杂项目从想法走到落地;
关键一点:你已经把 AI 当成日常工作伙伴,理解 LLM / AI Agent 的工作方式,并对“数据如何被Agent 消费”真的好奇——这不是加分项,是这个岗位的底色。
加分项:
网站 / 用户行为分析、CDP / MarTech 经验;
CDP / MA / CRM 画像系统、标签平台 / 人群平台建设;
Doris / ClickHouse / ES 大规模集群设计运维调优;
Iceberg / Hudi / Delta Lake 数据湖;
Lambda / Kappa 架构;实时指标 / 埋点 / 自助分析产品建设;
AI / LLM / Agent 项目;国际化 ToBSaaS;
开源贡献。
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