marketing research — 2 Technical Articles

Dec 10, 2025 · Operations

How Spider_XHS Turns Xiaohongshu Data Collection into a 10× Efficiency Boost

Spider_XHS is an open‑source Xiaohongshu crawler that automates note, user, comment, and message extraction, offers watermark‑free media downloads, exports structured Excel/JSON data, integrates with the creator platform, and includes proxy and anti‑ban features, enabling marketers and researchers to cut weeks of manual work into hours.

AutomationXiaohongshudata collection

0 likes · 10 min read

How Spider_XHS Turns Xiaohongshu Data Collection into a 10× Efficiency Boost

网易UEDC

Sep 25, 2018 · Product Management

Unlock the 4S Shopping Behavior Model and Boost E‑commerce Promotions

This article introduces the 4S user shopping search behavior model—combining awareness level and search scope—to classify shoppers into Surface, Stumble, Seek, and Sift, and then details targeted promotion tactics for each segment, including personalized coupons, impulse‑driven offers, search‑page incentives, and decision‑support discounts.

4S modele-commercemarketing research

0 likes · 14 min read

Unlock the 4S Shopping Behavior Model and Boost E‑commerce Promotions