Industry Insights 12 min read

How Yanxuan Merges Online and Offline Retail: Architecture, Tech Evolution, and O2O Strategies

This article examines Yanxuan's offline retail development, detailing its business models, technical architecture, price‑and‑marketing synchronization, product caching, precise replenishment, inventory integration, and O2O experiments, while outlining future growth prospects for omnichannel retail.

NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
How Yanxuan Merges Online and Offline Retail: Architecture, Tech Evolution, and O2O Strategies

Development of Offline Retail

The rapid growth of online shopping festivals forces e‑commerce platforms to integrate online and offline channels. Seamless integration is essential for brand development and dual‑channel growth.

Online‑Offline Integration

Traditional brick‑and‑mortar stores face traffic loss, while a strategy that lets online and offline promote each other can achieve simultaneous growth for both channels.

Characteristics of Offline Retail

Major e‑commerce players are deploying new offline formats such as supermarket‑plus‑restaurant (e.g., Hema), unmanned stores (JD), and small‑format community stores (Suning). The three core elements are “people, goods, place”.

People : Different store demographics require ID linking across channels; CRM‑driven targeting expands traffic.

Goods : New, hot, and cost‑effective products drive offline consumption; data analytics empower product selection.

Place : Product placement influences conversion and ARPU; in‑store service and experience remain key advantages.

Yanxuan Offline Stores

Since the first physical store opened in 2018, Yanxuan has built four offline business models—ground‑push stores, campus stores, community stores, and brand stores—expanding from Hangzhou to nine first‑ and second‑tier cities.

Business Forms

The four forms are ground‑push stores, campus stores, community mall stores, and Yanxuan brand stores.

Yanxuan business forms
Yanxuan business forms

Technical Architecture

The architecture connects the store front‑end, a unified product center, warehouse management, and a promotion engine.

Technical architecture diagram
Technical architecture diagram

Technical Evolution

Key modules have been iterated to support:

Online‑offline price synchronization

Marketing tool alignment

Product selection and inventory maintenance

Electronic price tags

Precise replenishment

Marketing Domain

Price and promotion gaps between online and offline cause customer complaints and traffic loss. Yanxuan addresses this by linking user IDs across channels, synchronizing user assets, and extending the promotion engine to support offline‑specific offers such as limited‑time purchases.

User ID Integration : Orders are classified as anonymous or member. Store staff scan a QR code to log in the user, enabling price synchronization and collection of behavior data (store address, product details) for targeted marketing.

Marketing Tool Synchronization : The promotion engine unifies coupon, points, and gift‑card usage across channels, ensuring price consistency. Offline constraints are mitigated by introducing store‑only limited‑time offers that replace online‑only tactics (e.g., app‑only discounts, flash sales).

Product Domain

Accurate product data is central to the “people, goods, place” framework. Yanxuan implements a product cache that aggregates information from the product center, warehouse system, return system (Y‑code), and data warehouse (product rating).

Integrate basic product info, stock binding, return codes, and rating data.

Use a cache middleware to assemble product data and perform scheduled full reloads.

Consume product‑change messages for real‑time cache updates.

Product cache architecture
Product cache architecture

Electronic price tags push data based on the store’s product pool. The system supports incremental and full pushes; when promotional product data is synchronized, only the promotional portion is updated, leaving base product information unchanged.

Electronic price tag flow
Electronic price tag flow

Precise Replenishment

Replenishment is critical for the “goods” element. The system recommends personalized replenishment items based on selection pools and historical replenishment data, improving efficiency, reducing inventory risk, and shortening stock‑turn cycles.

Precise replenishment recommendation
Precise replenishment recommendation

Inventory Data Integration

Integrating warehouse and store data eliminates blind spots, reduces off‑balance‑sheet risk (especially for franchise stores), and simplifies financial reconciliation. The revamped inbound‑outbound module ensures real‑time, accurate inventory data across the channel.

Inventory data integration
Inventory data integration

Business Exploration

O2O pilots are running in four stores via Ele.me, with plans to expand to Meituan, JD Daojia, and other platforms. Integration synchronizes inventory and order data, reducing oversell, improving fulfillment, and automating invoice generation for commission settlement.

WeChat groups serve as new traffic windows, driving offline fulfillment, boosting sales and repeat purchases, and expanding the product selection pool beyond physical constraints.

WeChat community flow
WeChat community flow

Outlook for Offline Retail

Offline retail strengthens brand exposure, marketing growth, and user profiling. Yanxuan plans to expand store formats, cover more cities and communities, and continue leveraging technology to drive user growth, community marketing, and enhanced shopping experiences while accumulating valuable offline shopping data to efficiently reconstruct the “people, goods, place” model.

Technical architectureinventory managementO2Oomnichanneloffline retailmarketing synchronizationproduct caching
NetEase Yanxuan Technology Product Team
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NetEase Yanxuan Technology Product Team

The NetEase Yanxuan Technology Product Team shares practical tech insights for the e‑commerce ecosystem. This official channel periodically publishes technical articles, team events, recruitment information, and more.

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