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Digital Planet
Digital Planet
May 19, 2026 · Industry Insights

How Instant Retail Is Quietly Breaking Away From Traditional E‑Commerce Logic

Instant retail is shifting from a race for minute‑level delivery speed to a scenario‑driven demand model where algorithms anticipate consumer needs, turning platforms into lifestyle companions and forcing brands to adopt digital scene‑building, cross‑category supply chains, and content‑centric strategies to stay relevant.

Digital Transformationalgorithmic demande‑commerce
0 likes · 12 min read
How Instant Retail Is Quietly Breaking Away From Traditional E‑Commerce Logic
Machine Heart
Machine Heart
May 13, 2026 · Artificial Intelligence

Zero‑Cost Upgrade: OneSearch‑V2 Launches Generative Search, Boosting Buyers and Orders

OneSearch‑V2 introduces a zero‑cost generative search upgrade that leverages latent‑reasoning‑enhanced self‑distillation, thought‑augmented query understanding, and behavior‑feedback preference alignment, delivering offline HitRate gains of up to 2.68 % and online CTR, buyer and order increases of roughly 4 %, 2 % and 2 % respectively.

AI RankingBehavioral FeedbackGenerative Search
0 likes · 24 min read
Zero‑Cost Upgrade: OneSearch‑V2 Launches Generative Search, Boosting Buyers and Orders
DataFunSummit
DataFunSummit
May 6, 2026 · Artificial Intelligence

Inside 1688’s Inference‑Based Recommendation System: Architecture, Challenges, and Future Directions

This article details how Alibaba 1688 tackles the “information cocoon” problem by deploying large‑model inference‑based recommendation, describing its three‑layer architecture, multi‑stage user demand analysis, long‑cycle behavior compression, prompt engineering, trend mining, near‑line serving, and future enhancements.

Prompt engineeringbehavior compressione‑commerce
0 likes · 23 min read
Inside 1688’s Inference‑Based Recommendation System: Architecture, Challenges, and Future Directions
Design Hub
Design Hub
Apr 22, 2026 · Industry Insights

GPT‑4 Image 2 Is Terrifyingly Powerful—Why Designers Should Stay Calm

OpenAI's GPT‑4 Image 2 shifts from a mere visual inspiration tool to a production‑ready system that can handle text, layout, multi‑size adaptation and variant generation, threatening repetitive design tasks across branding, UI, e‑commerce and game concepts while leaving high‑level creative strategy untouched.

AI image generationGPT-4UI/UX
0 likes · 16 min read
GPT‑4 Image 2 Is Terrifyingly Powerful—Why Designers Should Stay Calm
Architecture Digest
Architecture Digest
Apr 21, 2026 · Industry Insights

Why Baidu E‑Commerce Is Forcing Full‑Stack Engineers: Cost Cuts, Skill Arms Race, and Industry Implications

The article analyzes recent rumors that Baidu's e‑commerce division is mandating front‑end and back‑end developers to pair up and become full‑stack engineers within months, arguing that the move is a cost‑cutting strategy that reshapes job requirements, accelerates layoffs, and reflects broader pressures on tech talent in China.

BaiduSoftware Engineeringe‑commerce
0 likes · 4 min read
Why Baidu E‑Commerce Is Forcing Full‑Stack Engineers: Cost Cuts, Skill Arms Race, and Industry Implications
JD Tech
JD Tech
Apr 9, 2026 · Databases

How DongSQL Solves E‑Commerce DB Overload, Flash‑Sale, and Plan Drift

This article analyzes JD's self‑developed database kernel DongSQL, describing its architecture, the challenges of overload, flash‑sale write spikes, cache consistency, execution‑plan drift, and thread congestion, and explains how hint‑based limiting, RETURNING syntax, statement outlines, and a built‑in thread pool address each issue.

HintSQL Optimizationdatabase
0 likes · 22 min read
How DongSQL Solves E‑Commerce DB Overload, Flash‑Sale, and Plan Drift
Alimama Tech
Alimama Tech
Apr 9, 2026 · Artificial Intelligence

How LLM‑Powered AI Transforms Taobao Product Selection: From DeepSearch to Agentic RL

This article analyzes the challenges of traditional product selection on Taobao and presents an LLM‑driven solution that combines multi‑round online search, DeepSearch vs. WideSearch strategies, sample construction, SFT and RL training, and shows experimental results that improve relevance, diversity, and efficiency of the selected product set.

LLMe‑commerceproduct selection
0 likes · 20 min read
How LLM‑Powered AI Transforms Taobao Product Selection: From DeepSearch to Agentic RL
DaTaobao Tech
DaTaobao Tech
Apr 1, 2026 · Industry Insights

How AI Turned Taobao’s Marketing Venue Testing from Manual to Intelligent Automation

This article details the AI-driven testing platform built for Taobao’s marketing venues, describing how large‑language models and multimodal agents enable visual rendering verification, price and content consistency checks, and automated multi‑device adaptation, resulting in a 40% overall efficiency boost and a 100% increase in tester productivity.

AILLMMultimodal Agent
0 likes · 12 min read
How AI Turned Taobao’s Marketing Venue Testing from Manual to Intelligent Automation
DaTaobao Tech
DaTaobao Tech
Mar 13, 2026 · Artificial Intelligence

How an AI Platform Replaces 150+ Lines of Code for E‑commerce Promotion Risk Detection

The article explains how a natural‑language‑driven AI platform, with pre‑configured agents and parameterized calls, can replace a complex 150‑line SKU‑combination risk‑checking algorithm in e‑commerce, dramatically improving readability, maintainability, development speed, and business value while reducing cost and response time.

AIMCPRisk Detection
0 likes · 17 min read
How an AI Platform Replaces 150+ Lines of Code for E‑commerce Promotion Risk Detection
AI Explorer
AI Explorer
Mar 3, 2026 · Industry Insights

How Meta’s Social Graph Could Redefine E‑Commerce Recommendations

Meta is secretly testing an AI shopping assistant that leverages billions of users' social profiles, shifting recommendation logic from reactive behavior data to proactive identity‑driven suggestions, while raising significant privacy and ecosystem implications for e‑commerce.

AIMetaRecommendation Systems
0 likes · 6 min read
How Meta’s Social Graph Could Redefine E‑Commerce Recommendations
macrozheng
macrozheng
Feb 25, 2026 · Operations

How to Deploy a SpringBoot‑Vue E‑Commerce Site with Nginx UI and Docker

This guide walks through installing Nginx UI via Docker, configuring its dashboard, setting up static and dynamic proxy rules, and deploying a SpringBoot 3 + Vue e‑commerce project (mall) with both admin and front‑end services, demonstrating server monitoring, SSL management, and user authentication features.

DockerNginx UIProxy
0 likes · 7 min read
How to Deploy a SpringBoot‑Vue E‑Commerce Site with Nginx UI and Docker
Woodpecker Software Testing
Woodpecker Software Testing
Feb 12, 2026 · Operations

How to Build a Full‑Chain JMeter Load Test for an E‑Commerce Mega‑Sale

This article walks through designing and implementing a complete JMeter load‑testing solution for an e‑commerce platform's big‑sale scenario, covering business‑flow mapping, request correlation, multi‑stage stress testing, real‑time monitoring with InfluxDB + Grafana, bottleneck identification, and practical optimization tips.

GrafanaInfluxDBJMeter
0 likes · 7 min read
How to Build a Full‑Chain JMeter Load Test for an E‑Commerce Mega‑Sale
JD Tech
JD Tech
Feb 5, 2026 · Artificial Intelligence

How OxygenREC Marries Fast and Slow Thinking to Revolutionize E‑commerce Recommendations

OxygenREC presents a fast‑slow thinking, instruction‑following generative framework that overcomes latency, reasoning, and multi‑scene scalability challenges in e‑commerce recommendation, delivering unified training, low‑latency inference, and significant business impact across JD.com scenarios.

LLMe‑commercegenerative AI
0 likes · 13 min read
How OxygenREC Marries Fast and Slow Thinking to Revolutionize E‑commerce Recommendations
Chen Tian Universe
Chen Tian Universe
Feb 3, 2026 · Fundamentals

Designing a Modern Payment Checkout: Evolution, Architecture, and Real‑World Scenarios

This comprehensive guide explores the evolution of payment checkout systems, breaks down their architecture, outlines preparation steps, details processing flows, analyzes common payment scenarios, and presents five concrete industry examples—from medical billing to ETC recharge—illustrated with diagrams and key performance metrics.

Designarchitecturecheckout
0 likes · 38 min read
Designing a Modern Payment Checkout: Evolution, Architecture, and Real‑World Scenarios
JD Retail Technology
JD Retail Technology
Jan 22, 2026 · Operations

How JD Global Sales Boosted UI Test Speed by 100× with a Three‑Layer Multilingual Testing Framework

This article outlines JD Global Sales' multilingual testing challenges, the three‑layer interface‑page‑user‑flow testing architecture, automation and AI‑driven strategies that delivered over 100× UI efficiency and 70%+ API gains while paving the way for continuous globalized quality assurance.

AutomationMultilingual Testinge‑commerce
0 likes · 13 min read
How JD Global Sales Boosted UI Test Speed by 100× with a Three‑Layer Multilingual Testing Framework
php Courses
php Courses
Jan 21, 2026 · Backend Development

How to Implement Purchase Quantity Limits in a PHP E‑Commerce Site

This guide explains how to add purchase quantity limits to a PHP‑based online store by designing a stock field in the database, updating product detail, cart, and order pages, using Ajax for dynamic updates, and ensuring inventory consistency throughout the checkout process.

ajaxe‑commercequantity limit
0 likes · 4 min read
How to Implement Purchase Quantity Limits in a PHP E‑Commerce Site
DaTaobao Tech
DaTaobao Tech
Jan 19, 2026 · Mobile Development

How Dual‑Prefetch and Multi‑Instance Architecture Supercharged Our Order List

This article details a systematic set of optimizations—dual‑layer pre‑fetch, multi‑level caching, multi‑instance tab management, and white‑screen mitigation—that transformed an e‑commerce order list from sluggish and unstable to fast, smooth, and reliable for billions of users.

Mobilearchitecturee‑commerce
0 likes · 13 min read
How Dual‑Prefetch and Multi‑Instance Architecture Supercharged Our Order List
Kuaishou Tech
Kuaishou Tech
Jan 19, 2026 · Artificial Intelligence

How OneSug Revolutionizes E‑commerce Query Suggestion with End‑to‑End Generative Modeling

OneSug introduces an end‑to‑end generative framework that unifies recall, coarse‑ranking, and fine‑ranking for e‑commerce query suggestion, addressing the limitations of traditional multi‑stage cascades and dramatically improving relevance, efficiency, and business metrics in real‑world deployments.

Generative ModelsRecommendation Systemse‑commerce
0 likes · 10 min read
How OneSug Revolutionizes E‑commerce Query Suggestion with End‑to‑End Generative Modeling
JD Tech
JD Tech
Jan 16, 2026 · Artificial Intelligence

How JD’s AI Shopping App Redefines E‑Commerce with Intent‑Driven Minimalism

The article examines JD’s AI‑powered shopping app, detailing its chatbot‑style interface, intent‑driven workflow, AI‑enhanced product recommendation, multi‑scenario integration such as travel and dining, and the underlying research on Fast‑Slow thinking and the SA‑GCPO algorithm that powers the experience.

AIChatbotProduct Review
0 likes · 12 min read
How JD’s AI Shopping App Redefines E‑Commerce with Intent‑Driven Minimalism
Mike Chen's Internet Architecture
Mike Chen's Internet Architecture
Jan 13, 2026 · Backend Development

Mastering Flash‑Sale TPS: Scalable Backend Architecture for E‑commerce

This article explains how e‑commerce flash‑sale systems handle extreme concurrency by defining TPS requirements for different scales, applying a layered filtering architecture, and using techniques like CDN caching, rate limiting, Redis pre‑deduction, and minimal database writes to ensure stability.

Backend ArchitectureTPSe‑commerce
0 likes · 5 min read
Mastering Flash‑Sale TPS: Scalable Backend Architecture for E‑commerce
Baidu MEUX
Baidu MEUX
Jan 7, 2026 · User Experience Design

How Unified AI Interaction Boosted Merchant Efficiency in Baidu’s E‑Commerce Backend

This article details Baidu’s AI‑driven redesign of its merchant backend, introducing three unified interaction paradigms—embedded, accompanying, and managed—that streamline complex tasks, improve visual consistency, and deliver measurable gains in processing speed, success rates, and user satisfaction.

AI interactionB2BUX design
0 likes · 11 min read
How Unified AI Interaction Boosted Merchant Efficiency in Baidu’s E‑Commerce Backend
Woodpecker Software Testing
Woodpecker Software Testing
Jan 5, 2026 · Operations

Three Core Dimensions of Performance Testing: Time Behavior, Resource Utilization, and Capacity

This article breaks down performance testing into three essential dimensions—time behavior, resource utilization, and capacity—explains their key metrics, demonstrates a detailed e‑commerce flash‑sale case study, and shows how systematic testing and optimization can dramatically improve response times, throughput, and scalability.

JMeterLoad TestingPerformance Testing
0 likes · 12 min read
Three Core Dimensions of Performance Testing: Time Behavior, Resource Utilization, and Capacity
JD Tech
JD Tech
Dec 30, 2025 · Artificial Intelligence

How a Semi‑Supervised Unified Framework Boosts E‑commerce Query Intent Classification

The paper introduces a semi‑supervised, extensible unified framework (SSUF) that integrates knowledge, label, and structural enhancements to overcome data sparsity, label bias, and fragmented sub‑tasks in e‑commerce query intent prediction, achieving superior offline and online performance.

BERTGCNSemi-supervised Learning
0 likes · 14 min read
How a Semi‑Supervised Unified Framework Boosts E‑commerce Query Intent Classification
Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 22, 2025 · Artificial Intelligence

Turning Real‑Time Hotspot Detection into AI‑Powered E‑Commerce Recommendations

Traditional recommendation systems lag behind fast‑moving external trends, missing the freshness and surprise users crave. This article details an end‑to‑end AI pipeline that perceives, understands, and reacts to hotspots within hours, automatically generating high‑quality product selections and continuously optimizing through feedback loops.

AI recommendationAutomationLLM
0 likes · 25 min read
Turning Real‑Time Hotspot Detection into AI‑Powered E‑Commerce Recommendations
AI Info Trend
AI Info Trend
Dec 19, 2025 · Industry Insights

What’s Driving Global E‑Commerce in 2025? AI, Apps, and Shifting Growth

The 2025 Global E‑Commerce Report reveals a mature market with stable overall traffic, a sharp shift toward mobile apps and generative AI, divergent performance across product categories, and strategic recommendations for brands to focus on high‑quality growth, AI‑driven visibility, and superior app experiences.

AIIndustry analysisMarket Trends
0 likes · 7 min read
What’s Driving Global E‑Commerce in 2025? AI, Apps, and Shifting Growth
JD Tech
JD Tech
Dec 16, 2025 · Databases

How DongSQL’s New Kernel Boosts E‑commerce DB Performance by Up to 215%

The article provides an in‑depth technical analysis of DongSQL V1.1.0, detailing its syntax extensions, concurrency control mechanisms, query‑execution optimizations, thread‑pool redesign, and extensive benchmark results that demonstrate significant performance gains for e‑commerce workloads.

Concurrency Controle‑commerceperformance benchmark
0 likes · 13 min read
How DongSQL’s New Kernel Boosts E‑commerce DB Performance by Up to 215%
Top Architect
Top Architect
Dec 4, 2025 · Backend Development

Designing Robust Payment Systems: Architecture, Flow, and Data Modeling

This article examines the challenges of implementing payment functionality in business systems, breaking down the process into detailed steps, outlining sequence diagrams, proposing a data structure design, and discussing related e‑commerce components such as product and coupon management to ensure reliable, scalable transactions.

System Designarchitecturee‑commerce
0 likes · 10 min read
Designing Robust Payment Systems: Architecture, Flow, and Data Modeling
Alimama Tech
Alimama Tech
Dec 3, 2025 · Artificial Intelligence

How LORE Transforms E‑Commerce Search Relevance with Generative AI

The article details the development and deployment of LORE, a large generative model that reshapes e‑commerce search relevance by combining knowledge injection, chain‑of‑thought reasoning, and multimodal alignment, achieving simultaneous improvements in user experience and revenue metrics.

Model AlignmentSystem Architecturechain-of-thought
0 likes · 15 min read
How LORE Transforms E‑Commerce Search Relevance with Generative AI
IT Services Circle
IT Services Circle
Nov 11, 2025 · Backend Development

How to Build a High‑Concurrency, Strong‑Consistency E‑Commerce Order System

An e‑commerce order system acts as the core connector linking users, merchants, payments, logistics and revenue, and this article dissects its three essential flows—forward, reverse and state transitions—while detailing the technical challenges and solutions for order creation, payment, fulfillment, cancellation, after‑sale, architecture, and data handling.

Distributed Systemse‑commercehigh concurrency
0 likes · 19 min read
How to Build a High‑Concurrency, Strong‑Consistency E‑Commerce Order System
DataFunTalk
DataFunTalk
Nov 9, 2025 · Big Data

How Kuaishou E‑Commerce Built a Data‑Driven Metric System to Boost Operations

This article explores Kuashou's e‑commerce data metric system, detailing why a metric framework is essential, the business context, the challenges faced across data production, querying and usage, and the practical solutions implemented to improve decision‑making and operational efficiency.

Data ProductKuaishoudata metrics
0 likes · 5 min read
How Kuaishou E‑Commerce Built a Data‑Driven Metric System to Boost Operations
Baidu Tech Salon
Baidu Tech Salon
Nov 5, 2025 · Artificial Intelligence

How Baidu Transformed E‑Commerce Risk Control with Multimodal AI Agents

This article details Baidu’s e‑commerce risk‑control overhaul, describing how a multimodal large‑model, rule engine, and knowledge‑base collaboration replaces traditional manual and rule‑based reviews, achieving full‑machine coverage, instant feedback, higher accuracy, and improved merchant and user experience.

AI risk controlKnowledge Basee‑commerce
0 likes · 13 min read
How Baidu Transformed E‑Commerce Risk Control with Multimodal AI Agents
DeWu Technology
DeWu Technology
Nov 5, 2025 · Backend Development

How We Cut Rule‑Update Cycle from Weeks to Days: A Full‑Stack Case Study

This article details the end‑to‑end technical redesign of an e‑commerce management‑category system, covering business pain points, a layered backend architecture, core Java modules, data‑model design, data‑warehouse computation, automated rule validation, approval workflows, and the resulting efficiency gains that shrink rule‑update cycles to just one or two days.

Javaarchitecturedata modeling
0 likes · 13 min read
How We Cut Rule‑Update Cycle from Weeks to Days: A Full‑Stack Case Study
Baidu Geek Talk
Baidu Geek Talk
Nov 5, 2025 · Artificial Intelligence

How AI Agents Are Revolutionizing E‑Commerce and Global Brand Expansion

In a round‑table hosted by Baidu Intelligent Cloud, industry leaders dissect how AI agents are transforming Chinese retail and overseas brand expansion, addressing challenges such as rising traffic costs, low repurchase rates, localization hurdles, and demonstrating concrete use cases in content generation, intelligent customer service, and automated marketing that promise to make AI agents an essential, not optional, component of modern commerce.

AIDigital TransformationMarketing
0 likes · 17 min read
How AI Agents Are Revolutionizing E‑Commerce and Global Brand Expansion
NiuNiu MaTe
NiuNiu MaTe
Nov 5, 2025 · Backend Development

How to Build a High‑Concurrency, Strong‑Consistency E‑Commerce Order System

This article dissects the core processes, functional challenges, and architectural design of a high‑throughput, strongly consistent e‑commerce order system, covering forward and reverse flows, order creation, payment, fulfillment, cancellation, after‑sale handling, and the layered backend architecture that powers it.

Backend ArchitectureDistributed SystemsMicroservices
0 likes · 21 min read
How to Build a High‑Concurrency, Strong‑Consistency E‑Commerce Order System
JD Retail Technology
JD Retail Technology
Nov 4, 2025 · Artificial Intelligence

How AIGC Is Transforming E‑commerce with Personalized Visual Content

This article explains how large‑model AIGC technology reshapes e‑commerce by enabling mass‑produced, user‑profile‑driven visual assets, detailing the evolution from early online trade to the 2.0 era, the technical pipeline of multimodal models, and the practical impact on merchants.

AIGCMultimodal AIe‑commerce
0 likes · 17 min read
How AIGC Is Transforming E‑commerce with Personalized Visual Content
DeWu Technology
DeWu Technology
Nov 3, 2025 · Artificial Intelligence

How Large Language Models Boost Search Relevance: A Real‑World Case Study

This article explains how a leading e‑commerce platform leveraged large language models to overcome traditional search relevance challenges, detailing the iterative workflow, model distillation, performance gains, deployment results, and future directions for smarter, more accurate product search.

AIe‑commercelarge language models
0 likes · 10 min read
How Large Language Models Boost Search Relevance: A Real‑World Case Study
DataFunTalk
DataFunTalk
Nov 1, 2025 · Big Data

How Kuaishou E‑Commerce Built a Data Metric System to Power Decision‑Making

The article examines Kuaishou’s e‑commerce data metric system, detailing why a metric framework is essential, how it was built, the product practice, management methods, and the challenges faced by data product managers, engineers, and operators across production, querying, and usage stages.

Big DataData ProductKuaishou
0 likes · 6 min read
How Kuaishou E‑Commerce Built a Data Metric System to Power Decision‑Making
DataFunTalk
DataFunTalk
Oct 31, 2025 · Big Data

How Kuaishou E‑Commerce Built a Data Metric System to Power Decision‑Making

This article explores Kuaishou e‑commerce's journey in constructing a comprehensive data metric system, detailing its business context, the necessity of metrics, challenges faced by data product managers and engineers, practical implementation steps, management practices, and a concluding Q&A.

Big DataKuaishoudata metrics
0 likes · 6 min read
How Kuaishou E‑Commerce Built a Data Metric System to Power Decision‑Making
Baidu Geek Talk
Baidu Geek Talk
Oct 29, 2025 · Artificial Intelligence

How Baidu Transformed E‑commerce Risk Control with Multi‑Modal AI Agents

This article details Baidu's e‑commerce risk‑control overhaul, explaining how traditional rule‑based and manual reviews struggled with multimodal violations, ambiguous semantics, and poor merchant experience, and how a new AI‑driven pipeline combining large multimodal models, rule engines, and knowledge‑base queries achieved full‑automation, real‑time feedback, and high explainability.

AIe‑commercerisk control
0 likes · 13 min read
How Baidu Transformed E‑commerce Risk Control with Multi‑Modal AI Agents
DataFunTalk
DataFunTalk
Oct 27, 2025 · Big Data

How Kuaishou E‑Commerce Built a Powerful Data Metric System

This article examines Kuaishou's e‑commerce data metric system, explaining why such a framework is essential, how it was constructed, the practical product implementation, management practices, and lessons learned, while also addressing common data production, query, and usage challenges faced by product and engineering teams.

Data ProductKuaishoudata metrics
0 likes · 6 min read
How Kuaishou E‑Commerce Built a Powerful Data Metric System
php Courses
php Courses
Oct 15, 2025 · Backend Development

How to Build and Display Nested Category Trees with PHP & MySQL

Learn step-by-step how to design a MySQL categories table, retrieve data with PHP, construct a recursive tree based on parent_id, and render the hierarchical structure as an HTML list, providing a complete solution for managing nested product categories in e‑commerce applications.

Backend DevelopmentPHPRecursive Tree
0 likes · 5 min read
How to Build and Display Nested Category Trees with PHP & MySQL
Baidu Tech Salon
Baidu Tech Salon
Oct 13, 2025 · Artificial Intelligence

How MultiAgent AI Is Revolutionizing E‑commerce Video Production

This article examines how AI‑generated content (AIGC) is reshaping e‑commerce video creation by addressing the limitations of rule‑based pipelines, introducing a MultiAgent collaborative system, enriching material sources, leveraging large‑model editing, and outlining future directions for fully generative video production.

AI video generationAIGCMultiagent
0 likes · 11 min read
How MultiAgent AI Is Revolutionizing E‑commerce Video Production
21CTO
21CTO
Sep 29, 2025 · Backend Development

What’s New in Sylius 2.1.6? Key Features and Fixes for Modern E‑Commerce

Sylius 2.1.6, the open‑source PHP e‑commerce framework built on Symfony, introduces a series of refactors, bug fixes, CI improvements, and deprecations that enhance product management, shipping, payment integration, and overall platform stability.

BackendPHPRelease Notes
0 likes · 3 min read
What’s New in Sylius 2.1.6? Key Features and Fixes for Modern E‑Commerce
macrozheng
macrozheng
Sep 24, 2025 · Backend Development

Integrate Alipay Sandbox Payments into a SpringBoot + Vue E‑Commerce App

This guide explains how to add Alipay sandbox payment support to the open‑source mall project built with SpringBoot 3 and Vue, covering the required code changes, three‑step payment flow, and the minimal configuration needed to enable secure online transactions.

AlipayPayment IntegrationSpringBoot
0 likes · 7 min read
Integrate Alipay Sandbox Payments into a SpringBoot + Vue E‑Commerce App
JD Tech
JD Tech
Sep 18, 2025 · Artificial Intelligence

How I Turned a General LLM into a Precise E‑commerce Risk Detector

The article recounts how a risk‑control algorithm engineer progressively refined a generic large language model through four stages of prompt engineering—role‑playing, business knowledge injection, deeper analysis, and a double‑hypothesis decision framework—to transform it into a precise e‑commerce fraud detection expert.

AILLMPrompt engineering
0 likes · 12 min read
How I Turned a General LLM into a Precise E‑commerce Risk Detector
DaTaobao Tech
DaTaobao Tech
Sep 12, 2025 · Artificial Intelligence

How Multi‑Agent AI Transforms Financial Loss Prevention in E‑Commerce

This article explains how a multi‑agent AI system shifts asset‑loss control from reactive to proactive by building a full‑link protection framework that extracts knowledge, identifies risks, automatically deploys safeguards, and continuously learns from incidents, delivering faster, more accurate financial security for e‑commerce platforms.

AIKnowledge GraphMulti-Agent
0 likes · 19 min read
How Multi‑Agent AI Transforms Financial Loss Prevention in E‑Commerce
DataFunTalk
DataFunTalk
Sep 12, 2025 · Artificial Intelligence

How Large Language Models Are Transforming Health E‑Commerce Recommendations

This article explains how JD Health’s recommendation team integrates large‑model technologies—scaling CTR models, enhancing pipelines with LLMs, and adopting generative models—into e‑commerce recommendation systems, highlighting practical applications and technical challenges specific to the health‑commerce sector.

AICTR modelsRecommendation Systems
0 likes · 5 min read
How Large Language Models Are Transforming Health E‑Commerce Recommendations
Java Backend Full-Stack
Java Backend Full-Stack
Sep 9, 2025 · Backend Development

Why Do the Last Six Digits of Taobao Order IDs Remain Constant?

The article explains how Taobao embeds a user‑specific “gene” in the last six digits of its order numbers, enabling efficient sharding routing, uniform data distribution, and idempotent order handling while maintaining global uniqueness in a large e‑commerce system.

Taobaodatabase routinge‑commerce
0 likes · 7 min read
Why Do the Last Six Digits of Taobao Order IDs Remain Constant?
Python Programming Learning Circle
Python Programming Learning Circle
Sep 8, 2025 · Big Data

Unlocking E‑Commerce Insights: How Python & SQL Reveal User Behavior and Boost Sales

This article analyzes a JD e‑commerce dataset using Python and MySQL to calculate key metrics such as PV, UV, conversion rates, attrition, daily activity, hourly trends, user‑behavior funnels, purchase intervals, retention rates, product sales, and RFM segmentation, and then offers data‑driven recommendations to improve traffic, conversion, and user loyalty.

PythonRFMSQL
0 likes · 37 min read
Unlocking E‑Commerce Insights: How Python & SQL Reveal User Behavior and Boost Sales
NiuNiu MaTe
NiuNiu MaTe
Sep 8, 2025 · Backend Development

How to Auto‑Close Expired E‑Commerce Orders: Timers, Queues & Redis Time Wheels

Learn how to design and implement automatic order expiration in e‑commerce systems using three approaches—simple scheduled table scans, delayed message queues, and a Redis time‑wheel—detailing their trade‑offs, code examples, indexing tips, distributed locking, and failure‑handling strategies.

Message QueueScheduled Tasksbackend design
0 likes · 16 min read
How to Auto‑Close Expired E‑Commerce Orders: Timers, Queues & Redis Time Wheels
Nightwalker Tech
Nightwalker Tech
Aug 28, 2025 · Operations

How to Diagnose and Fix E‑commerce Order Failures with Observability, APM, and Distributed Tracing

This article explains the hierarchical relationship between APM, distributed tracing, and observability, walks through a real Double‑11 e‑commerce incident, and demonstrates how a well‑designed observability stack can pinpoint the root cause, apply emergency fixes, and restore system performance within minutes.

APMDistributed TracingFault Diagnosis
0 likes · 16 min read
How to Diagnose and Fix E‑commerce Order Failures with Observability, APM, and Distributed Tracing
DeWu Technology
DeWu Technology
Aug 20, 2025 · Operations

How to Eliminate Marketing Campaign Configuration Pain Points with Full‑Link Time‑Travel Validation

This article analyzes the three major challenges of e‑commerce marketing venue configuration—multi‑goal coupling, verification lag, and cross‑team inefficiency—and presents a full‑link "pain‑point traversal" solution that simulates future time, user groups, and AB experiments to enable pre‑launch validation, dramatically improving efficiency and risk control.

Operational Efficiencye‑commercerisk control
0 likes · 9 min read
How to Eliminate Marketing Campaign Configuration Pain Points with Full‑Link Time‑Travel Validation
Tencent Technical Engineering
Tencent Technical Engineering
Aug 4, 2025 · Frontend Development

How to Build an AI-Powered Fragrance Recommendation Mini‑Program with Zero Coding

This article walks through the complete process of creating a WeChat mini‑program that uses large‑language‑model chat to recommend personalized fragrances, covering idea generation, tool selection, prompt design, AI‑assisted debugging, UI/UX refinement, mini‑store integration, and final publishing steps.

AI recommendationLow-Code DevelopmentWeChat Mini Program
0 likes · 26 min read
How to Build an AI-Powered Fragrance Recommendation Mini‑Program with Zero Coding
JD Tech
JD Tech
Jul 23, 2025 · Artificial Intelligence

AI Virtual Try‑On Transforms Fashion E‑Commerce, Raising Conversion 80%

JD Retail’s “JingDianDian” AI virtual try‑on platform leverages a 12‑billion‑parameter Flux‑Fill diffusion model and multimodal pose estimation to automatically create realistic model images and videos, integrates with the JingMai A/B testing system, and delivers up to an 80% boost in conversion while cutting production costs and time dramatically.

A/B testingAIFashion Tech
0 likes · 13 min read
AI Virtual Try‑On Transforms Fashion E‑Commerce, Raising Conversion 80%
Java Web Project
Java Web Project
Jul 22, 2025 · Backend Development

How I Turned an Open‑Source Java E‑Commerce Kit into a 5‑Figure Side Business in 25 Days

In this detailed case study I describe how I discovered the CRMEB Java e‑commerce project on GitHub, cloned and evaluated its features, customized product, order, and payment modules for a mother‑and‑baby shop, tackled environment setup, performance tuning, and deployment, and ultimately delivered a fully functional marketplace that boosted my freelance income fivefold.

BackendDeploymentJava
0 likes · 14 min read
How I Turned an Open‑Source Java E‑Commerce Kit into a 5‑Figure Side Business in 25 Days
JD Cloud Developers
JD Cloud Developers
Jul 18, 2025 · Artificial Intelligence

New Precise Matching Techniques from JD’s SIGIR 2025 Papers

JD's retail technology team presents five SIGIR 2025 papers that introduce advanced graph neural, causal optimal transport, domain‑oriented relevance, multi‑objective bid‑word generation, and hierarchical user behavior models to dramatically improve precise matching in e‑commerce search, recommendation, and advertising.

AdvertisingCTR predictioncausal optimal transport
0 likes · 11 min read
New Precise Matching Techniques from JD’s SIGIR 2025 Papers
DataFunSummit
DataFunSummit
Jul 14, 2025 · Artificial Intelligence

How AI Agents Transform E‑commerce Content from Production to Optimization

This presentation explores the evolution of AI agents in e‑commerce content creation, detailing the transition from text‑only industrial production (1.0) to multimodal image and video generation (2.0) and finally to quality‑driven optimization and decision‑making (3.0), highlighting technical architectures, challenges, and future directions.

AIAutomationContent Generation
0 likes · 27 min read
How AI Agents Transform E‑commerce Content from Production to Optimization
JD Tech
JD Tech
Jul 11, 2025 · Artificial Intelligence

How JD’s PODM‑MI Model Revolutionizes E‑Commerce Search Ranking

JD’s algorithm engineer recounts how his team transformed e‑commerce search by developing the PODM‑MI re‑ranking framework, uncovering a novel “hourglass” bottleneck in generative retrieval, and implementing lightweight solutions that boosted diversity, relevance, and order volume, culminating in a SIGIR publication.

Gaussian modelinge‑commercelarge-scale systems
0 likes · 8 min read
How JD’s PODM‑MI Model Revolutionizes E‑Commerce Search Ranking
JD Retail Technology
JD Retail Technology
Jul 11, 2025 · Artificial Intelligence

How JD’s PODM‑MI Model Boosted E‑commerce Search Diversity and Sales

JD’s algorithm engineer describes how a three‑layer PODM‑MI re‑ranking framework, combining Gaussian preference modeling, mutual‑information optimization, and utility‑matrix fusion, overcame the hourglass bottleneck in generative retrieval, dramatically improving search diversity, user experience, and generating over ten million additional orders.

AIe‑commercelarge-scale systems
0 likes · 9 min read
How JD’s PODM‑MI Model Boosted E‑commerce Search Diversity and Sales
Tencent Cloud Developer
Tencent Cloud Developer
Jul 9, 2025 · Backend Development

Why Payment System Architecture Is the Backbone of E‑Commerce

Payment systems serve as the essential bridge linking consumers, merchants, and financial institutions in e‑commerce, handling everything from transaction processing and security compliance to multi‑channel payment management, order settlement, refunds, and detailed architecture design that evolves from closed internal apps to open, scalable micro‑service platforms.

Backend ArchitectureSecuritye‑commerce
0 likes · 20 min read
Why Payment System Architecture Is the Backbone of E‑Commerce
php Courses
php Courses
Jul 7, 2025 · Backend Development

How to Build a PHP E‑Commerce Logistics Tracking Feature Step‑by‑Step

Implementing a logistics tracking system in a PHP‑based online store involves collecting shipment data, integrating a tracking API, parsing responses, storing results in a database, displaying updates to customers, and regularly refreshing the information to enhance user trust and satisfaction.

Logistics TrackingPHPapi-integration
0 likes · 4 min read
How to Build a PHP E‑Commerce Logistics Tracking Feature Step‑by‑Step
DeWu Technology
DeWu Technology
Jun 30, 2025 · Operations

How to Build an Effective Asset‑Loss Prevention System for E‑Commerce Platforms

This article explains why asset‑loss (资损) prevention is critical for high‑value e‑commerce finance, outlines a step‑by‑step methodology covering pre‑, in‑ and post‑incident stages, rule discovery, measurement, implementation options, and operational best practices, and shares concrete results and visual diagrams.

asset losse‑commercefinancial operations
0 likes · 18 min read
How to Build an Effective Asset‑Loss Prevention System for E‑Commerce Platforms
JD Cloud Developers
JD Cloud Developers
Jun 24, 2025 · Artificial Intelligence

How JD Retail’s xLLM Architecture Revolutionizes AI Inference for E‑Commerce

At GAITC2025, JD Retail’s AI Infra lead Zhang Ke detailed the challenges of e‑commerce AI inference and introduced the xLLM edge‑cloud unified large‑model architecture, highlighting adaptive scheduling, offline unified scheduling, multi‑layer pipelines, and agent collaboration that boost performance, cut costs, and pave the way for future AI advancements.

AI inferenceLarge ModelModel Optimization
0 likes · 6 min read
How JD Retail’s xLLM Architecture Revolutionizes AI Inference for E‑Commerce
JD Retail Technology
JD Retail Technology
Jun 20, 2025 · Artificial Intelligence

How JD Retail’s xLLM Architecture Revolutionizes AI Inference for E‑Commerce

The article details JD Retail’s collaboration with Tsinghua University to build the xLLM edge‑cloud unified large‑model inference framework, addressing e‑commerce AI challenges such as diverse inputs, task scheduling, model compression, and cost, while outlining future research directions and performance gains.

AI inferenceModel Optimizationedge-cloud
0 likes · 7 min read
How JD Retail’s xLLM Architecture Revolutionizes AI Inference for E‑Commerce
DevOps
DevOps
Jun 17, 2025 · Blockchain

How Shopify’s USDC Integration Could Transform Global E‑Commerce Payments

Retail giants like Walmart, Amazon and Shopify are exploring or launching stablecoin solutions, with Shopify enabling USDC payments via Coinbase’s Base network, allowing merchants in 34 countries to receive local currency instantly, reduce fees, and earn 1% cash‑back, signaling a shift toward blockchain‑based commerce.

ShopifyUSDCblockchain payments
0 likes · 9 min read
How Shopify’s USDC Integration Could Transform Global E‑Commerce Payments
JD Tech
JD Tech
Jun 16, 2025 · Artificial Intelligence

How JD Engineers Leverage LLMs and Sparse Models to Boost Search and Ads

This article showcases three JD tech case studies—using large language models for e‑commerce query expansion, applying sparse large models with scaling‑law experiments to improve ad prediction, and building proactive risk‑prevention systems—to illustrate practical AI engineering that drives higher recall, conversion, and system robustness.

Advertisinge‑commercelarge language model
0 likes · 8 min read
How JD Engineers Leverage LLMs and Sparse Models to Boost Search and Ads
Dual-Track Product Journal
Dual-Track Product Journal
Jun 13, 2025 · Backend Development

Layered E‑Commerce Architecture: Blueprint for Scalable Platforms

This article breaks down a mature e‑commerce platform into six layered modules—user reach, business operation, transaction fulfillment, supply chain, infrastructure, and BI—detailing core functions, design considerations, and data‑driven processes to guide scalable system design.

BackendScalabilitySystem Architecture
0 likes · 7 min read
Layered E‑Commerce Architecture: Blueprint for Scalable Platforms
Dual-Track Product Journal
Dual-Track Product Journal
Jun 10, 2025 · Product Management

Boost Your E‑Commerce PM Interview Success: 7 Proven Strategies to Land the Offer

This comprehensive guide walks product managers through meticulous pre‑interview research, data‑driven storytelling, strategic in‑interview communication, and effective post‑interview follow‑up, offering actionable frameworks and real‑world examples to dramatically increase the chances of securing a product management role in top e‑commerce companies.

Interview TipsSTAR-methodcareer advice
0 likes · 8 min read
Boost Your E‑Commerce PM Interview Success: 7 Proven Strategies to Land the Offer
Architect
Architect
May 16, 2025 · Industry Insights

How to Master High‑Concurrency Flash‑Sale Systems with Redis, MQ, and Inventory Hint

This article analyzes the challenges of e‑commerce flash‑sale spikes and presents four proven architectural patterns—pressure distribution, Redis + MQ, Inventory Hint, and their combined use—detailing their principles, Lua scripts, transaction messaging, and practical trade‑offs for building resilient, high‑throughput systems.

Backend ArchitectureInventory HintMQ
0 likes · 15 min read
How to Master High‑Concurrency Flash‑Sale Systems with Redis, MQ, and Inventory Hint
DaTaobao Tech
DaTaobao Tech
May 16, 2025 · Artificial Intelligence

JianYi: AI‑Powered Image Segmentation and Matting System for Taobao Home‑Decoration

The article introduces JianYi, a self‑developed image segmentation and matting system for Taobao's home‑decoration business that supports product, human, and panoramic segmentation with multi‑modal interaction, achieving high‑precision real‑time performance and powering AI tools such as "Jiazuo" and "Fang Wo Jia".

Computer VisionDeep Learningartificial intelligence
0 likes · 11 min read
JianYi: AI‑Powered Image Segmentation and Matting System for Taobao Home‑Decoration
Lobster Programming
Lobster Programming
May 14, 2025 · Backend Development

How to Prevent Duplicate Orders with Anti‑Replay Tokens and Redis

This article explains how to prevent duplicate order submissions during high‑traffic e‑commerce events by using a server‑generated anti‑duplicate token stored in Redis, detailing the token acquisition, validation flow, and handling of repeated requests to ensure inventory integrity and accurate financial reconciliation.

Backendanti-replay-tokenduplicate order
0 likes · 4 min read
How to Prevent Duplicate Orders with Anti‑Replay Tokens and Redis
php Courses
php Courses
May 13, 2025 · Backend Development

Implementing Logistics Tracking and Delivery Management in PHP for E-commerce

This article provides a step‑by‑step PHP tutorial for building logistics tracking and delivery management features in an e‑commerce system, covering database schema design, code for inserting, updating, and querying tracking and delivery records, and explaining how these functions improve operational efficiency.

Delivery ManagementLogistics TrackingPHP
0 likes · 5 min read
Implementing Logistics Tracking and Delivery Management in PHP for E-commerce
DaTaobao Tech
DaTaobao Tech
Apr 23, 2025 · Product Management

Reading Notes on Taobao's Ten-Year Product and Technology Evolution

The notes synthesize two books on Taobao’s decade‑long evolution, detailing product category growth, key concepts like SPU/SKU, business challenges and pricing models, a shift from LAMP to Java‑based architecture, and pioneering middleware such as TFS, Tair, HSF, TDDL, culminating in a massive open platform with hundreds of APIs.

System ArchitectureTaobaoTechnology Evolution
0 likes · 20 min read
Reading Notes on Taobao's Ten-Year Product and Technology Evolution
Architecture & Thinking
Architecture & Thinking
Apr 22, 2025 · Backend Development

How to Tackle Cross‑Region C‑C Interactions in E‑Commerce Multi‑Active Architecture

This article explains the complexities of multi‑active, cross‑region architectures, defines C‑C (consumer‑consumer) interactions, and walks through an e‑commerce payment‑on‑behalf scenario, highlighting performance, data‑consistency, and fault‑tolerance challenges along with practical solutions.

C-C interactioncross-region consistencye‑commerce
0 likes · 6 min read
How to Tackle Cross‑Region C‑C Interactions in E‑Commerce Multi‑Active Architecture
Dual-Track Product Journal
Dual-Track Product Journal
Apr 18, 2025 · Operations

How to Stop Expired Products From Haunting Your Warehouse: 7 Proven Strategies

This article examines real‑world expiration‑management failures in e‑commerce warehouses and presents seven actionable solutions—including dynamic warnings, tiered alerts, responsibility chains, data platforms, and IoT automation—to prevent waste, protect brand reputation, and streamline operations.

AutomationWarehouse Operationsexpiration management
0 likes · 6 min read
How to Stop Expired Products From Haunting Your Warehouse: 7 Proven Strategies
DaTaobao Tech
DaTaobao Tech
Apr 14, 2025 · Artificial Intelligence

Taobao AIGC Content Generation: Short Video Production Techniques

Taobao’s Content AI team leverages a proprietary multimodal Mixture‑of‑Experts model to automatically generate short‑form videos—extracting highlights from live streams and creating customized product explainers—using two‑stage CLIP/VideoBLIP training, character‑level timestamps, LLM re‑segmentation and OCR masking, now producing over 100 k daily videos with a 12 % approval boost and notable conversion gains.

AIGCMultimodal AIcontent AI
0 likes · 20 min read
Taobao AIGC Content Generation: Short Video Production Techniques
DaTaobao Tech
DaTaobao Tech
Apr 9, 2025 · Operations

Proactive Alerting System for Taobao Special Edition: Design, Scope, and Solutions

The article outlines the design and implementation of a proactive alerting system for Taobao Special Edition, covering five alert categories—slot expiration, rights issues, configuration platforms, experiment audience expiration, and public‑opinion problems—detailing data‑driven rule engines, flexible integration, and successful 24‑hour inventory alerts while planning minute‑level rapid‑consumption warnings.

alert systemdata pipelinee‑commerce
0 likes · 7 min read
Proactive Alerting System for Taobao Special Edition: Design, Scope, and Solutions
IT Architects Alliance
IT Architects Alliance
Apr 2, 2025 · Backend Development

Designing High‑Concurrency Backend Architecture for E‑commerce Platforms

The article explains how to design a scalable, highly available backend system capable of handling millions of requests per second by defining key performance metrics, estimating traffic with the 2/8 rule, and applying architectural patterns such as load‑balanced clusters, vertical service splitting, distributed caching, and database master‑slave replication, illustrated with a Taobao case study.

Backend ArchitectureDatabase Replicationdistributed cache
0 likes · 14 min read
Designing High‑Concurrency Backend Architecture for E‑commerce Platforms
DaTaobao Tech
DaTaobao Tech
Mar 31, 2025 · Artificial Intelligence

AI Audio Generation and Voice Synthesis Practices at Taobao

The article surveys Taobao’s AI‑generated audio pipeline, detailing eight technical papers on image‑to‑video, OpenAI o1, multimodal video, and large‑model voice synthesis, while highlighting advances like VALL‑E, CosyVoice, F5‑TTS, data‑cleaning methods, and e‑commerce applications such as voice‑cloned live streams, multilingual TTS, AI video‑audio integration, and audiobook production.

AI audioTTSdata cleaning
0 likes · 11 min read
AI Audio Generation and Voice Synthesis Practices at Taobao
JavaEdge
JavaEdge
Mar 30, 2025 · Artificial Intelligence

How GenAI Can Transform E‑Commerce Product Review Analysis

This article examines the critical role of product reviews for buyers and sellers, outlines the limitations of traditional review processing, and proposes a GenAI‑powered solution—including platform and model choices, batch inference, and semantic search—to efficiently analyze large‑scale e‑commerce feedback.

Batch ProcessingGenAINLP
0 likes · 12 min read
How GenAI Can Transform E‑Commerce Product Review Analysis
Alimama Tech
Alimama Tech
Mar 28, 2025 · Artificial Intelligence

How Alibaba’s Taobao AI Models Revolutionize E‑Commerce Recommendations and Bidding

Alibaba’s Taobao Group unveiled its AIGX technology suite, including the RecGPT recommendation model, the AIGB generative bidding system, and a new AI‑generated video engine, detailing open‑source benchmarks, NeurIPS workshop participation, and measurable ROI improvements for e‑commerce advertising.

AIGenerative BiddingRecommendation Systems
0 likes · 5 min read
How Alibaba’s Taobao AI Models Revolutionize E‑Commerce Recommendations and Bidding
Dual-Track Product Journal
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
JD Retail Technology
JD Retail Technology
Mar 14, 2025 · Artificial Intelligence

CTR-Driven Advertising Image Generation Using Multimodal Large Language Models

The paper presents CAIG, a CTR‑driven advertising image generation pipeline that pre‑trains a multimodal LLM on e‑commerce data, trains a reward model on CTR‑labeled image pairs, and fine‑tunes generation via product‑centric preference optimization, achieving state‑of‑the‑art online and offline performance.

AICTRad image generation
0 likes · 11 min read
CTR-Driven Advertising Image Generation Using Multimodal Large Language Models
Dual-Track Product Journal
Dual-Track Product Journal
Mar 14, 2025 · Operations

How Bad Inventory Sync Can Kill Your E‑commerce Business—and 3 Fixes to Save It

This article examines how delayed or inconsistent inventory synchronization leads to costly overselling and deadstock in e‑commerce, presents three destructive synchronization patterns, and offers a step‑by‑step guide—including real‑time messaging, distributed locks, rule‑engine integration, and intelligent alerts—to transform inventory management from a liability into a self‑healing system.

BackendDistributed SystemsOperations
0 likes · 8 min read
How Bad Inventory Sync Can Kill Your E‑commerce Business—and 3 Fixes to Save It
Zhuanzhuan Tech
Zhuanzhuan Tech
Mar 13, 2025 · Backend Development

Design and Implementation of a Real-Time Product Tagging Platform for a Second‑Hand E‑Commerce System

This article presents a comprehensive technical case study of a three‑layer product‑tagging platform that addresses the challenges of fine‑grained operations, ensures real‑time tag updates, guarantees data consistency, and eliminates read bottlenecks through traffic separation, event‑driven processing, deduplication MQ, and multi‑level caching.

Backend ArchitectureData ConsistencyReal-time Processing
0 likes · 13 min read
Design and Implementation of a Real-Time Product Tagging Platform for a Second‑Hand E‑Commerce System
DaTaobao Tech
DaTaobao Tech
Mar 12, 2025 · Artificial Intelligence

Multimodal Automatic Layout Generation for E-commerce

The project develops a multimodal automatic layout generation system for e‑commerce by fine‑tuning the qwen‑vl‑7b vision‑language model with LoRA on poster and Taobao image‑layout data, employing diffusion‑based image generation and coordinate‑prediction methods to produce structured layouts that power poster, marketing image, and video‑cover creation with over 90% adoption, while exploring multi‑image, style‑aware, and iterative refinement extensions.

LLMMultimodal AIdiffusion
0 likes · 12 min read
Multimodal Automatic Layout Generation for E-commerce
DaTaobao Tech
DaTaobao Tech
Mar 3, 2025 · Artificial Intelligence

How Taobao’s “Faxiang” AI Model Revolutionizes E‑Commerce Video Generation

Taobao’s AIGC video generation platform, built on a large‑scale “Faxiang” model that evolved from UNet to DiT, leverages over 2 billion curated e‑commerce videos, expert alignment, Lora fine‑tuning, and multi‑control capabilities to deliver diverse, high‑quality product videos that dramatically boost conversion metrics across the marketplace.

AI video generationAIGCe‑commerce
0 likes · 11 min read
How Taobao’s “Faxiang” AI Model Revolutionizes E‑Commerce Video Generation