category optimization

Dual-Track Product Journal

Mar 28, 2025 · Product Management

Avoid These 7 Fatal Mistakes That Kill Your E‑commerce Product Listings

This article reveals seven common pitfalls—ranging from overly complex category trees and bloated attribute lists to conflicting tags, cluttered main images, immersive detail pages, fragmented SPU‑SKU structures, and careless cross‑platform copying—that sabotage e‑commerce product visibility and conversion, and offers practical, data‑driven solutions to fix them.

attribute reductioncategory optimizationdetail page design

0 likes · 9 min read

Avoid These 7 Fatal Mistakes That Kill Your E‑commerce Product Listings

Xianyu Technology

Dec 8, 2020 · Big Data

Supply-Demand Modeling and Category Optimization for the Idle Second-Hand Market

The article describes a supply‑demand modeling framework for the idle second‑hand market that extracts and structures product attributes, builds a decision‑tree‑based index from price, inventory, search‑hotspot and demand‑activation sub‑models, and uses the index to optimize category allocation, boost scarce supply, and drive overall growth.

big datacategory optimizatione-commerce

0 likes · 7 min read

Supply-Demand Modeling and Category Optimization for the Idle Second-Hand Market

JD Retail Technology

Nov 22, 2018 · Artificial Intelligence

Challenges and Innovations in Category Classification Systems

This article discusses the limitations of algorithm-based classification models, including the need for large labeled datasets, limited sample coverage, frequent category changes requiring retraining, and complex optimization issues, while exploring knowledge graph-based approaches and generative adversarial networks for more flexible and accurate classification.

Generative Adversarial NetworksKnowledge Graphsbad case optimization

0 likes · 6 min read

Challenges and Innovations in Category Classification Systems