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Digital Planet
Digital Planet
May 24, 2026 · Industry Insights

From Shelf to Scenario Commerce: Why Product Strength Needs Scenario Power

The article argues that retail is moving from traditional shelf‑based commerce, which relies on product comparison, to scenario‑driven commerce where digital tools, instant‑delivery within a 15‑30‑minute “psychological clock” and AI‑generated solutions activate consumer life‑scenes, reshaping brand value and supply‑chain priorities.

AIInstant DeliveryRetail
0 likes · 10 min read
From Shelf to Scenario Commerce: Why Product Strength Needs Scenario Power
Digital Planet
Digital Planet
May 17, 2026 · Industry Insights

Can Retail Giants Like Pang Donglai Displace Traditional Liquor Distributors?

The article analyses how Pang Donglai’s data‑driven retail model, combined with custom liquor collaborations, is reshaping the Chinese alcohol channel by shortening supply chains, offering transparent pricing, and challenging the dominance of traditional distributors, while highlighting the high barriers and uncertain long‑term impact.

Custom ProductsLiquor IndustryRetail
0 likes · 10 min read
Can Retail Giants Like Pang Donglai Displace Traditional Liquor Distributors?
AI Info Trend
AI Info Trend
May 11, 2026 · Industry Insights

BCG Unveils 5 Core Rules for Customer Experience in the 2026 AI Era

BCG’s latest report shows that generative AI will dominate holiday shopping in 2025, outlines five new customer‑experience rules—presence, precise guidance, immersive stores, seamless dialogue, and trust—and proposes an Agentic CX Layer with four modules to help brands thrive in the AI‑driven retail landscape.

AIAgentic CXBCG
0 likes · 6 min read
BCG Unveils 5 Core Rules for Customer Experience in the 2026 AI Era
Digital Planet
Digital Planet
Apr 26, 2026 · Industry Insights

Why Most Private‑Label Brands Are Doomed by Low‑Price Thinking

The article analyzes how the relentless focus on the lowest purchase price in retail private‑label development hides massive total‑ownership costs—such as quality loss, delivery risk, management overhead and brand damage—leading to supply‑chain failures, and proposes a shift to a TCO‑based supplier evaluation to protect brand value.

RetailSupply ChainTCO
0 likes · 15 min read
Why Most Private‑Label Brands Are Doomed by Low‑Price Thinking
Digital Planet
Digital Planet
Apr 14, 2026 · Industry Insights

Is the Traditional FMCG Distribution Model Facing a Revolutionary Overhaul?

Amid growing consumer segmentation and mounting anxiety in the fast‑moving consumer goods (FMCG) sector, this article analyses how digitalization is forcing a profound distribution revolution that reshapes the roles of supermarkets, brands, and distributors while highlighting the pivotal influence of AI and future service‑oriented middle‑link models.

AIFMCGMarket Trends
0 likes · 13 min read
Is the Traditional FMCG Distribution Model Facing a Revolutionary Overhaul?
AI Info Trend
AI Info Trend
Feb 4, 2026 · Industry Insights

How AI Is Transforming Retail and CPG by 2026: Key Trends and ROI

NVIDIA's 2026 AI in Retail and Consumer Packaged Goods report reveals that AI deployment has surged to 58% of firms, delivering measurable revenue growth and cost cuts, while agentic and physical AI, along with open‑source models, become the primary drivers of competitive advantage.

AICPGOpen Source
0 likes · 5 min read
How AI Is Transforming Retail and CPG by 2026: Key Trends and ROI
ITPUB
ITPUB
Jan 7, 2025 · Databases

Cut Costs 25% and Boost Performance 70%: Retail Giant’s OceanBase Migration

The article details how WanJia Shuke, the tech arm of China Resources Vanguard, tackled retail system fragmentation, user‑experience degradation, complex linkages and scalability limits by migrating dozens of projects to the distributed OceanBase database, achieving up to 70% performance improvement, 25% cost reduction and streamlined operations.

FlinkOceanBasePerformance
0 likes · 15 min read
Cut Costs 25% and Boost Performance 70%: Retail Giant’s OceanBase Migration
SQB Blog
SQB Blog
Nov 29, 2024 · Backend Development

How We Unified Retail and Catering Product Platforms with DDD‑Driven Architecture

This article details the step‑by‑step architectural evolution that merged retail and catering product systems into a shared, extensible platform using domain‑driven design, service standardization, and incremental vertical and horizontal upgrades to reduce technical debt and improve scalability.

CateringDomain-Driven DesignMicroservices
0 likes · 13 min read
How We Unified Retail and Catering Product Platforms with DDD‑Driven Architecture
SQB Blog
SQB Blog
Mar 26, 2024 · Backend Development

Why Upgrade Retail Systems from MVC to DDD? A Deep Dive into Architecture

This article examines the challenges of a legacy MVC‑based retail product system, explains why a shift to Domain‑Driven Design improves flexibility and scalability, and outlines concrete architectural and data‑model optimizations for robust backend development.

DDDRetailSystem Design
0 likes · 15 min read
Why Upgrade Retail Systems from MVC to DDD? A Deep Dive into Architecture
JD Retail Technology
JD Retail Technology
Mar 4, 2024 · Artificial Intelligence

How JD Retail Integrates LLMs with SFT, RAG, and AI Agents for Real-World Impact

This article examines JD Retail's end‑to‑end large language model framework that combines supervised fine‑tuning, retrieval‑augmented generation, and ReAct‑based AI agents to overcome retail‑specific challenges, improve model accuracy, reduce hallucinations, and enable autonomous multi‑step business workflows.

AI agentArtificial IntelligenceIndustry Insights
0 likes · 20 min read
How JD Retail Integrates LLMs with SFT, RAG, and AI Agents for Real-World Impact
DaTaobao Tech
DaTaobao Tech
Dec 18, 2023 · Industry Insights

Unlocking E‑Commerce Success: Core Principles and Data‑Driven Strategies Behind Modern Online Retail

This comprehensive guide explains what e‑commerce operation entails, breaks down its six functional areas, compares internet and e‑commerce operations, and presents data‑driven tactics—including conversion funnel analysis, traffic optimization, and average order value improvement—to help businesses boost efficiency and revenue.

ConversionMarketingOperations
0 likes · 32 min read
Unlocking E‑Commerce Success: Core Principles and Data‑Driven Strategies Behind Modern Online Retail
JD Retail Technology
JD Retail Technology
Dec 10, 2021 · Industry Insights

How JD Retail Cloud’s CRM Turned a Convenience Store Chain into a Data‑Driven Growth Engine

The award‑winning JD Retail Cloud store‑CRM solution helped the Haolinju convenience‑store chain overcome fragmented membership systems by rebuilding user data, applying big‑data algorithms and marketing automation, which boosted precise‑marketing ROI by 19% and increased purchase frequency by 0.7 per customer.

Big DataCRMCloud Computing
0 likes · 6 min read
How JD Retail Cloud’s CRM Turned a Convenience Store Chain into a Data‑Driven Growth Engine
Big Data Technology & Architecture
Big Data Technology & Architecture
Dec 1, 2021 · Big Data

Building a Complete Retail Industry Tagging System for Data‑Driven Operations

This article explains how D‑E‑Commerce designed and implemented a comprehensive retail‑industry tag taxonomy and data‑asset framework to enable data‑driven operations and personalized recommendations, detailing the architecture, backend and frontend tag structures, and their practical application in marketing and analytics.

Retaildata taggingpersonalization
0 likes · 7 min read
Building a Complete Retail Industry Tagging System for Data‑Driven Operations
Youzan Coder
Youzan Coder
Nov 5, 2021 · Artificial Intelligence

AI-Powered Image Recognition for Fresh Produce Retail: System Design and Implementation

An AI‑driven image‑recognition system using TensorFlow Lite cameras on checkout scales replaces barcode PLU lookup with hierarchical product categories, caches offline selections for incremental model updates, and delivers instant, offline‑capable identification, dramatically speeding fresh produce checkout, cutting labor costs, and offering a reusable framework for other retail sectors.

AIRetailTensorFlow
0 likes · 8 min read
AI-Powered Image Recognition for Fresh Produce Retail: System Design and Implementation
DataFunSummit
DataFunSummit
Sep 29, 2021 · Artificial Intelligence

Construction and Application of Retail Product Knowledge Graph at Meituan

This article describes how Meituan builds a multi‑level, multi‑dimensional retail product knowledge graph to support new‑retail scenarios, detailing its architecture, data acquisition challenges, labeling pipelines, attribute extraction methods, efficiency improvements, human‑machine collaboration, and downstream search and recommendation applications.

AIMeituanRetail
0 likes · 25 min read
Construction and Application of Retail Product Knowledge Graph at Meituan
Meituan Technology Team
Meituan Technology Team
Sep 2, 2021 · Artificial Intelligence

Construction and Application of Retail Product Knowledge Graph at Meituan

The paper describes Meituan’s retail product knowledge graph—a multi‑layered, multi‑modal system that structures billions of SKUs, attributes, and user insights using hierarchical categories, graph‑enhanced NER, semi‑supervised learning, and expert‑in‑the‑loop validation, enabling precise search, ranking, recommendation, and real‑time merchant optimization.

AIMultimodalRetail
0 likes · 25 min read
Construction and Application of Retail Product Knowledge Graph at Meituan
Programmer DD
Programmer DD
Aug 23, 2021 · Fundamentals

How IKEA Boosted Retail Sales with Low‑Code Power Platform Apps

This article examines how IKEA Sweden’s retail sales team, together with partner Capgemini and Microsoft, leveraged low‑code development on Power Platform and Dynamics 365 to replace manual Excel processes, streamline B2B sales, improve customer support, and achieve measurable efficiency and revenue gains.

AzureLow‑codeMicrosoft Dynamics 365
0 likes · 16 min read
How IKEA Boosted Retail Sales with Low‑Code Power Platform Apps
DataFunTalk
DataFunTalk
Jul 31, 2021 · Artificial Intelligence

Construction and Application of Retail Product Knowledge Graph at Meituan

This article details Meituan's development of a multi‑level, multi‑dimensional retail product knowledge graph, covering its background in new retail, hierarchical design, attribute modeling, challenges, efficiency improvements, human‑machine collaboration, and its impact on search, recommendation and both C‑ and B‑side services.

Artificial IntelligenceMeituanRetail
0 likes · 25 min read
Construction and Application of Retail Product Knowledge Graph at Meituan
JD Tech
JD Tech
Mar 30, 2021 · Artificial Intelligence

JD Retail's Jiushu Business Analytics Platform: AI‑Driven Solutions for Retail

The article introduces JD Retail's Jiushu Business Analytics Platform, detailing how AI, big‑data, and distributed‑training technologies address fragmented retail scenarios, high deployment barriers, large‑scale application difficulties, and cost concerns through specialized frameworks, fault‑tolerant training, and advanced cluster optimization.

AICluster ManagementRetail
0 likes · 12 min read
JD Retail's Jiushu Business Analytics Platform: AI‑Driven Solutions for Retail
Suning Technology
Suning Technology
Mar 23, 2021 · Operations

How Suning’s All‑Scenario Membership System Drives Private‑Domain Traffic in Post‑COVID Retail

At the 2021 Greater Bay Area Smart Retail Conference, Suning’s Director Wang Junjie revealed how the company’s unified, cross‑scenario membership platform leverages big data and AI to boost private‑domain traffic, streamline member lifecycle management, and deliver seamless digital marketing across all retail formats.

AIPrivateDomainRetail
0 likes · 4 min read
How Suning’s All‑Scenario Membership System Drives Private‑Domain Traffic in Post‑COVID Retail
JD Cloud Developers
JD Cloud Developers
Mar 12, 2021 · Artificial Intelligence

How Deep Meta‑Learning Boosts Spatio‑Temporal Sales Forecasting for Retail

This article summarizes a AAAI 2021 paper that introduces a deep meta‑learning framework with an amortization network to generate spatio‑temporal representations, enabling accurate retail sales predictions across regions and time periods, especially during high‑volume shopping festivals.

Meta LearningRetailSales Forecasting
0 likes · 8 min read
How Deep Meta‑Learning Boosts Spatio‑Temporal Sales Forecasting for Retail
Suning Technology
Suning Technology
Dec 3, 2020 · Operations

How Retailers Can Boost O2O Order Flow: Proven Strategies from Suning’s Research

Suning Retail Technology Institute’s extensive research reveals that retail businesses can significantly increase O2O order volume by integrating digital tracking, robust IT embedding, targeted community engagement, incentive‑driven staff KPIs, and replicable operational plans, while leveraging low‑cost customer acquisition tactics and rider‑based trust networks.

O2ORetailcommunity management
0 likes · 17 min read
How Retailers Can Boost O2O Order Flow: Proven Strategies from Suning’s Research
Suning Technology
Suning Technology
Nov 26, 2020 · Artificial Intelligence

How Low-Cost AI Powers Full-Scale Store Digitalization

Li Yongxiang, technical director at Suning Tech, outlines how AI-driven visual unmanned stores and integrated big‑data, cloud, and edge computing solutions enable low‑cost digital transformation across thousands of retail outlets, improving shopper experience, inventory management, and operational efficiency.

AIRetailcomputer vision
0 likes · 18 min read
How Low-Cost AI Powers Full-Scale Store Digitalization
JD Retail Technology
JD Retail Technology
Nov 25, 2020 · Industry Insights

How JD Retail’s Smart Supply Chain Fuels Growth in Uncertain Times

JD Retail’s CEO outlines how the company’s AI‑driven supply‑chain, JD Retail Cloud, and the new Shangling SaaS platform are transforming traditional retail, cutting inventory turnover to 34 days, boosting brand sales over 300%, and driving a ten‑fold rise in C2M product launches.

AIIndustry InsightsRetail
0 likes · 8 min read
How JD Retail’s Smart Supply Chain Fuels Growth in Uncertain Times
21CTO
21CTO
Nov 20, 2020 · Fundamentals

What IoT Trends Will Shape 2021 and Beyond?

This article explores how the Internet of Things is expected to evolve in 2021, highlighting rapid market growth, the pivotal role of healthcare IoT, the impact of remote‑work teams, and emerging opportunities for retail and small‑scale IoT solutions.

HealthcareIoTRetail
0 likes · 5 min read
What IoT Trends Will Shape 2021 and Beyond?
Suning Technology
Suning Technology
Sep 29, 2020 · Databases

How SuNing’s O2O System Uses PostGIS & Citus for Scalable Geospatial Retail

Facing the post‑pandemic slowdown of e‑commerce growth, SuNing pioneered an O2O “smart retail” strategy by integrating online and offline channels through its “Anytime Business System,” which combines PostGIS‑enabled geospatial analysis, PostgreSQL high‑availability clustering with Citus, and seamless data flow across front‑end, transaction, and support layers.

CitusGeospatialO2O
0 likes · 17 min read
How SuNing’s O2O System Uses PostGIS & Citus for Scalable Geospatial Retail
58UXD
58UXD
Sep 16, 2020 · Product Management

How 58’s O2O Dining Platform Redesign Boosts User Engagement and Merchant Visibility

58’s new O2O dining product, “同城生活圈,” leverages a WeChat‑based ecosystem and a redesigned, card‑centric UI with influencer distribution, flash‑sale features, and premium brand showcases to connect consumers with offline restaurants, driving traffic, conversions, and competitive positioning against market giants.

ChinaO2ORetail
0 likes · 6 min read
How 58’s O2O Dining Platform Redesign Boosts User Engagement and Merchant Visibility
Suning Technology
Suning Technology
Sep 3, 2020 · Artificial Intelligence

How Suning’s Fourth‑Gen AI‑Powered Visual Unmanned Stores Transform Retail

Suning’s lecture series details the three‑decade evolution of retail, the company’s 30‑year digital transformation, and the technical architecture of its fourth‑generation fully digital visual unmanned stores that leverage AI, computer vision, and big‑data analytics to revolutionize in‑store operations and customer experience.

AIDigital StoreRetail
0 likes · 14 min read
How Suning’s Fourth‑Gen AI‑Powered Visual Unmanned Stores Transform Retail
Suning Technology
Suning Technology
Nov 27, 2019 · Artificial Intelligence

How AI Is Transforming Smart Retail: Insights from Suning’s AI Summit

At the 2019 Sohu Tech AI Summit, Suning’s Wang Junjie detailed how AI technologies are being integrated across retail scenarios—from stores to supply chains—driving efficiency, reducing costs, and shaping the future of smart retail through innovative infrastructure, perception, and interaction capabilities.

AIRetailSmart Retail
0 likes · 4 min read
How AI Is Transforming Smart Retail: Insights from Suning’s AI Summit
DataFunTalk
DataFunTalk
Mar 12, 2019 · Artificial Intelligence

Demand Forecasting Practices in Alibaba Retail: From Mean Models to Deep Learning

This article outlines Alibaba Retail's demand forecasting workflow, describing the evolution from simple mean and time‑series models to machine‑learning and deep‑learning approaches, the incorporation of feature engineering, operational plans, and methods for estimating prediction uncertainty to support intelligent replenishment.

AIMachine LearningRetail
0 likes · 13 min read
Demand Forecasting Practices in Alibaba Retail: From Mean Models to Deep Learning
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 12, 2019 · Artificial Intelligence

How AI and RFID Combine to Track Customer‑Product Interactions in Retail

This article presents a comprehensive AI‑driven framework that fuses video‑based customer action detection, RFID‑based product flip detection, and bipartite graph matching to accurately determine when, where, and which customer interacts with which SKU in a retail environment, discussing algorithms, optimizations, and experimental results.

AICustomer BehaviorRFID
0 likes · 22 min read
How AI and RFID Combine to Track Customer‑Product Interactions in Retail
Suning Technology
Suning Technology
Nov 19, 2018 · Artificial Intelligence

How Suning Uses AI and Big Data to Revolutionize Retail

Suning's COO explains the dual challenges of building AI capabilities and reshaping business processes, detailing how massive store data, algorithmic models, and personalized AI-driven product selection have boosted accuracy by up to 20% and paved the way for AI experience stores and an agile C2M supply chain.

AIC2MIndustry 4.0
0 likes · 4 min read
How Suning Uses AI and Big Data to Revolutionize Retail
Tencent Cloud Developer
Tencent Cloud Developer
May 17, 2018 · Product Management

Analysis of China's Retail Industry Development, Market Trends, and Module Recommendations

The article reviews China’s retail evolution from planned‑economy roots through e‑commerce boom to today’s O2O “new retail” era, highlighting rational online growth, offline revitalization, blurred channel boundaries, precision advertising, and recommends modules such as membership points, LBS store locating, and coupon systems via mini‑programs.

ChinaMarket TrendsMarketing
0 likes · 7 min read
Analysis of China's Retail Industry Development, Market Trends, and Module Recommendations
Architects Research Society
Architects Research Society
Oct 24, 2015 · Artificial Intelligence

Predictive Shopping Lists and Personalized Recommendations for JJ Food Service Using Azure Machine Learning

JJ Food Service leveraged Azure Machine Learning to predict customer orders and deliver personalized product recommendations across web and phone channels, improving shopping efficiency, boosting customer satisfaction, and demonstrating how AI-driven analytics can transform retail operations.

Azure Machine LearningRetailcustomer satisfaction
0 likes · 7 min read
Predictive Shopping Lists and Personalized Recommendations for JJ Food Service Using Azure Machine Learning