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Digital Planet
Digital Planet
Jun 17, 2026 · Industry Insights

How Can Millions of Liquor Outlets Be Reached with One Click After Major Marketing Reforms?

Top Chinese liquor brands such as Wuliangye, Yanghe and Langjiu have flattened their sales hierarchies and are deploying one‑code traceability, terminal mini‑programs and instant‑retail platforms to replace traditional layer‑by‑layer information flow, aiming to achieve real‑time, one‑click penetration of millions of retail outlets while managing new risks.

MarketingOne-Codechannel management
0 likes · 17 min read
How Can Millions of Liquor Outlets Be Reached with One Click After Major Marketing Reforms?
Digital Planet
Digital Planet
Jun 15, 2026 · Industry Insights

How Marketing Managers Can Design a Successful 1‑Yuan Exchange QR‑Code Promotion (Case Study of Dongpeng Special Drink)

This article outlines a step‑by‑step framework for market managers to plan, budget, execute, test, and analyze a "1 yuan exchange" QR‑code promotion, covering goal definition, consumer insights, location selection, workflow design, incentive structures, A/B testing, and real‑time data monitoring to ensure the new product gains exposure and market share.

1 yuan exchangeMarketingQR code
0 likes · 14 min read
How Marketing Managers Can Design a Successful 1‑Yuan Exchange QR‑Code Promotion (Case Study of Dongpeng Special Drink)
Digital Planet
Digital Planet
May 17, 2026 · Industry Insights

Can AI Outperform Humans in FMCG Marketing? Insights from 2.4 B Users and 210% Gains

The article analyzes why fast‑moving consumer goods sales have stalled, how most firms mis‑start AI projects by focusing on content creation, and how data‑driven AI applications—illustrated by case studies achieving 210% campaign lift, 98% forecasting accuracy, and 30% inventory turnover reduction—can truly transform the industry.

AICase StudyData-Driven
0 likes · 9 min read
Can AI Outperform Humans in FMCG Marketing? Insights from 2.4 B Users and 210% Gains
Digital Planet
Digital Planet
May 17, 2026 · Industry Insights

How Cartier Cracked the DTC Code: Growth Secrets and Strategic Battles

Cartier’s direct‑to‑consumer (DTC) overhaul, driven by advanced digital forecasting, supply‑chain integration and omnichannel marketing, lifted its gross margin to 72%, boosted DTC sales to €129.38 bn and delivered a 30% ROI lift, while exposing hefty tech investments, cultural resistance and channel‑conflict challenges that other luxury brands must also confront.

CartierDTCLuxury Retail
0 likes · 14 min read
How Cartier Cracked the DTC Code: Growth Secrets and Strategic Battles
Digital Planet
Digital Planet
May 1, 2026 · Industry Insights

If User Demand Vanishes, Is It Still Marketing?

The article argues that traditional user‑persona marketing is losing relevance as homogeneous competition and instant retail push brands to shift from abstract demand analysis to scenario‑driven "Jobs To Be Done", with AI capturing real‑time context and delivering solutions directly within life moments.

AIJobs To Be DoneMarketing
0 likes · 14 min read
If User Demand Vanishes, Is It Still Marketing?
Digital Planet
Digital Planet
Apr 24, 2026 · Industry Insights

From Deep Distribution to Omni-Fan Sales: 30 Lessons on the Marketing Leap

The article traces the 40‑year evolution of Chinese fast‑moving consumer goods marketing from wholesale and deep distribution to an omni‑fan sales model, explains why the old channel‑centric logic fails in a mature market, and outlines the digital‑enabled framework, key capabilities, brand case studies, and a step‑by‑step roadmap for brands to transition successfully.

FMCGMarketingOmni-Channel
0 likes · 21 min read
From Deep Distribution to Omni-Fan Sales: 30 Lessons on the Marketing Leap
Digital Planet
Digital Planet
Apr 23, 2026 · Industry Insights

How Baijiu Brands Are Winning by Shifting from Big to Small Scenarios

The Chinese baijiu industry is moving from a channel‑centric, large‑event model to a consumer‑centric, small‑scenario strategy, driven by digital infrastructure, changing demographics, and a focus on everyday micro‑drinking experiences, reshaping product‑consumer connections and creating new growth opportunities.

BaijiuConsumer TrendsMarketing
0 likes · 11 min read
How Baijiu Brands Are Winning by Shifting from Big to Small Scenarios
Digital Planet
Digital Planet
Apr 23, 2026 · Industry Insights

How Wuliangye’s 2026 World Cup Million‑Prize Guessing Campaign Redefines Brand Participation

The article dissects Wuliangye’s 2026 FIFA World Cup promotion, detailing its three‑stage, 10 million‑RMB prize pool, zero‑threshold point system, decentralized social‑fission mechanics, dual‑platform digital tracking, strategic IP layering, de‑advertising approach, and the associated opportunities and risks for fast‑moving consumer goods marketers.

Digital CampaignMarketingSocial Fission
0 likes · 11 min read
How Wuliangye’s 2026 World Cup Million‑Prize Guessing Campaign Redefines Brand Participation
Digital Planet
Digital Planet
Apr 20, 2026 · Industry Insights

How AI Is Redefining Chinese FMCG Marketing: 36 Years of Power Shifts

The article traces 36 years of Chinese fast‑moving consumer goods marketing, revealing three major power shifts—from channel dominance in the 1990s, to consumer‑driven social media influence, and now AI‑guided decision making—while illustrating each era with real brand case studies and data.

AIConsumerBehaviorDigitalTransformation
0 likes · 18 min read
How AI Is Redefining Chinese FMCG Marketing: 36 Years of Power Shifts
Digital Planet
Digital Planet
Apr 17, 2026 · Industry Insights

How China's White‑Spirit Market Can Thrive in 2026: 10 Strategic Keywords

Amid overlapping industry, economic and consumption cycles, China's white‑spirit sector is shifting from rapid growth to meticulous refinement, and the article outlines ten core strategies—ranging from building a solid market base to digital channel transformation and waste elimination—to help liquor makers navigate 2026’s challenges and seize growth opportunities.

2026 TrendsIndustry AnalysisMarketing
0 likes · 35 min read
How China's White‑Spirit Market Can Thrive in 2026: 10 Strategic Keywords
Digital Planet
Digital Planet
Apr 11, 2026 · Industry Insights

From Deep Distribution to Full‑Domain Fan Sales: Chinese FMCG's Next Leap

The article examines the four‑decade evolution of Chinese fast‑moving consumer goods marketing, detailing how deep distribution drove past growth, why its limitations emerged in the current consumption‑quality era, and how the emerging full‑domain fan‑sales model leverages digital tools, omnichannel reach, and fan‑centric strategies to sustain brand growth.

ConsumerInsightsDigitalTransformationFMCG
0 likes · 21 min read
From Deep Distribution to Full‑Domain Fan Sales: Chinese FMCG's Next Leap
Digital Planet
Digital Planet
Mar 30, 2026 · Industry Insights

Can Master Kong’s New “One More Bottle” Campaign Reverse Its Decline? A Deep Dive into FMCG Digital Transformation

Facing its first annual revenue decline in a decade, Master Kong revives the classic “One More Bottle” promotion using a five‑code integration that links factories, distributors, stores, and consumers, offering a case study on how digital‑first, full‑chain strategies can rejuvenate legacy FMCG growth models in a saturated market.

Data IntegrationFMCGMarketing
0 likes · 15 min read
Can Master Kong’s New “One More Bottle” Campaign Reverse Its Decline? A Deep Dive into FMCG Digital Transformation
Digital Planet
Digital Planet
Mar 29, 2026 · Industry Insights

How Digitalization Is Transforming Closed‑Scene Beverage Channels

In the fiercely competitive beverage market, brands are shifting focus to closed‑scene venues like esports halls and billiard rooms, where high‑frequency, impulse purchases demand real‑time data, IoT‑enabled smart coolers, and precise incentive mechanisms to overcome cost, visibility, and efficiency challenges.

BeverageIoTMarketing
0 likes · 11 min read
How Digitalization Is Transforming Closed‑Scene Beverage Channels
Qunar Tech Salon
Qunar Tech Salon
Nov 27, 2025 · Backend Development

How a Visual Canvas Transforms High‑Performance Marketing Workflow Engineering

This article details the design and implementation of a visual canvas‑based marketing configuration system that replaces Apollo, introduces a custom Reactor‑powered workflow engine, outlines component ecosystems, solves concurrency challenges, and demonstrates significant efficiency, scalability, and reliability gains after deployment.

CanvasMarketingReactor
0 likes · 15 min read
How a Visual Canvas Transforms High‑Performance Marketing Workflow Engineering
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.

AIMarketingcustomer service
0 likes · 17 min read
How AI Agents Are Revolutionizing E‑Commerce and Global Brand Expansion
Model Perspective
Model Perspective
Jun 18, 2025 · Fundamentals

Why Perceived Value Isn’t Just About Benefits: A Simple Decision‑Making Model

The article introduces a concise psychological framework—Value Perception = Perceived Value × (1 − Perceived Risk) − Perceived Cost—that explains how customers, audiences, or decision‑makers weigh benefits, risks, and costs, offering practical examples and actionable tips for better judgments.

Cost-Benefit AnalysisMarketingValue Perception
0 likes · 10 min read
Why Perceived Value Isn’t Just About Benefits: A Simple Decision‑Making Model
AI Algorithm Path
AI Algorithm Path
Mar 6, 2025 · Artificial Intelligence

How Manus’s General AI Agent Could Redefine Future Workflows

Manus, billed as the world’s first true general AI agent, combines multi‑agent architecture, tool integration, and superior GAIA benchmark performance to automate complex tasks, while its invitation‑only rollout and ethical concerns illustrate the tension between hype‑driven marketing and sustainable AI adoption.

AI AgentGAIA benchmarkManus
0 likes · 6 min read
How Manus’s General AI Agent Could Redefine Future Workflows
Didi Tech
Didi Tech
Feb 13, 2025 · Frontend Development

Front-End Architecture Refactoring for International Food Delivery Merchant Marketing

The case study details how a unified TypeScript‑based activity data model, combined with JSON‑Schema validation and dependency‑injected configuration, refactored a multi‑channel food‑delivery merchant marketing front‑end, cutting code duplication, boosting extensibility, and improving development speed by roughly 40% for new activity types.

API SecurityConfigurationMarketing
0 likes · 11 min read
Front-End Architecture Refactoring for International Food Delivery Merchant Marketing
Java Tech Enthusiast
Java Tech Enthusiast
Oct 29, 2024 · Artificial Intelligence

How a Teen‑Built AI Calorie Tracker Earned $1M+ in Six Months

The article examines the rapid rise of Cal AI, an AI‑powered calorie‑tracking mobile app created by teenage founders, detailing its technical stack, revenue milestones, multilingual support, and the four‑step product‑development and marketing framework that drove its viral growth.

AICalorie TrackingMarketing
0 likes · 11 min read
How a Teen‑Built AI Calorie Tracker Earned $1M+ in Six Months
Alibaba Cloud Developer
Alibaba Cloud Developer
Oct 14, 2024 · Backend Development

How to Build an Event-Driven Strategy Center for Full-Chain Marketing

This article explains the design and implementation of an event‑driven strategy‑center system for full‑chain marketing, covering architecture choices, process flow, domain modeling, strategy templates, code examples, and idempotency handling to achieve scalable and extensible marketing workflows.

MarketingStrategy Patternarchitecture
0 likes · 11 min read
How to Build an Event-Driven Strategy Center for Full-Chain Marketing
DataFunSummit
DataFunSummit
Oct 10, 2024 · Artificial Intelligence

AIGC‑Assisted Marketing Material Generation at Shujia Technology

This article describes Shujia Technology's use of artificial intelligence to generate marketing images and videos, outlining the background, challenges of high-volume content production, detailed solutions for image and video assets—including layout models, diffusion models, and digital human synthesis—and future research directions.

AIGCMarketingdigital human
0 likes · 12 min read
AIGC‑Assisted Marketing Material Generation at Shujia Technology
Huolala Tech
Huolala Tech
Jul 23, 2024 · Operations

How a Scalable Automation Framework Revolutionized Marketing API Testing

This article details the evolution of a marketing‑focused automation framework—from a siloed "chimney" architecture to a modular, middle‑platform design and finally a stable, extensible system—highlighting challenges, design choices, code generation, CI/CD integration, and measurable efficiency gains.

APICI/CDMarketing
0 likes · 28 min read
How a Scalable Automation Framework Revolutionized Marketing API Testing
58UXD
58UXD
Apr 23, 2024 · Artificial Intelligence

AIGC in Action: Transforming Auto Show Design with AI

This article explores how AIGC can streamline the design of high‑impact visual assets for large‑scale events, detailing a real‑world case study of the Guangzhou International Auto Show main key visual, from keyword extraction and mood‑board collection to AI‑assisted concept generation, rendering, and final compositing.

AIAIGCMarketing
0 likes · 4 min read
AIGC in Action: Transforming Auto Show Design with AI
DataFunSummit
DataFunSummit
Feb 14, 2024 · Artificial Intelligence

Causal Debiasing Methods for Ant Group's Marketing Recommendation Scenarios

This article presents Ant Group's research on causal debiasing for recommendation and marketing, covering the background of bias, common bias types, causal graph analysis, two correction approaches—data‑fusion based MDI and back‑door adjustment based DMBR—along with experimental results on public and proprietary datasets and real‑world deployment insights.

Ant GroupBias CorrectionMarketing
0 likes · 16 min read
Causal Debiasing Methods for Ant Group's Marketing Recommendation Scenarios
JavaEdge
JavaEdge
Jan 28, 2024 · Backend Development

Designing a Marketing Reverse Domain for Refunds with DDD

This article explains how to model and implement a marketing reverse domain that handles coupon and asset recovery during refunds, using domain‑driven design, rule engines, and service layers, complete with state‑machine diagrams, code snippets, and practical mapping configurations.

Domain-Driven DesignMarketingService
0 likes · 11 min read
Designing a Marketing Reverse Domain for Refunds with DDD
DataFunTalk
DataFunTalk
Jan 6, 2024 · Artificial Intelligence

Causal Debiasing Techniques for Recommendation and Marketing Scenarios

This article presents Ant Group's causal debiasing techniques for recommendation and marketing, covering bias background, data‑fusion based MDI model, back‑door adjustment methods, experimental results on public and industry datasets, and practical applications in advertising and e‑commerce.

MarketingRecommendation Systemscausal inference
0 likes · 16 min read
Causal Debiasing Techniques for Recommendation and Marketing Scenarios
DataFunSummit
DataFunSummit
Dec 24, 2023 · Artificial Intelligence

Causal Inference and Entropy Balancing for Improving Marketing Efficiency in the Logistics Industry

This article presents a logistics‑focused case study that leverages causal inference techniques, especially uplift modeling combined with entropy‑balancing and flexible spatio‑temporal grid partitioning, to enhance marketing strategy efficiency, address confounding bias, and achieve stable, accurate effect estimation across diverse operational scenarios.

AIMarketingUplift Modeling
0 likes · 10 min read
Causal Inference and Entropy Balancing for Improving Marketing Efficiency in the Logistics Industry
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.

ConversionData-DrivenMarketing
0 likes · 32 min read
Unlocking E‑Commerce Success: Core Principles and Data‑Driven Strategies Behind Modern Online Retail
Data Thinking Notes
Data Thinking Notes
Nov 21, 2023 · Operations

36 Essential Data Analysis Models Across 6 Business Domains

This article presents 36 concise data analysis models spanning six key business dimensions—Internet operations, strategy and organization, quality and production, marketing services, financial management, and human resources—to help analysts choose the right method for structured, logical, and effective insights.

Business AnalyticsMarketingOperations
0 likes · 12 min read
36 Essential Data Analysis Models Across 6 Business Domains
DaTaobao Tech
DaTaobao Tech
Nov 17, 2023 · Artificial Intelligence

Marketing Technology Architecture and Challenges at Taobao

Taobao’s marketing technology team built a platform‑centric architecture that separates merchant acquisition, ad placement, benefits, and scene construction, enabling 80‑90% feature reuse while tackling challenges such as massive merchant onboarding, real‑time rule validation, price consistency, ultra‑high‑concurrency lottery draws, low‑end device rendering, and AI‑driven asset creation.

AIHigh AvailabilityMarketing
0 likes · 16 min read
Marketing Technology Architecture and Challenges at Taobao
Model Perspective
Model Perspective
Aug 15, 2023 · Product Management

From 4P to 4R: Quantifying Modern Marketing Models with Simple Math

This article examines the evolution of marketing frameworks from the classic 4P model to newer 4A, 4C, and 4R approaches, explains each element, proposes simple quantitative metrics, and shows how mathematical modeling can help businesses evaluate and optimize their strategies.

4A4C4P
0 likes · 11 min read
From 4P to 4R: Quantifying Modern Marketing Models with Simple Math
JD Retail Technology
JD Retail Technology
Jul 24, 2023 · Frontend Development

XView Pop‑up Building and Deployment for JD 618 Promotion: Component‑Based Visual Design

The article explains how JD upgraded its XView platform from a simple H5 container to a component‑based visual builder that enables fast, precise, and stable creation and deployment of marketing pop‑ups for the 618 promotion, covering design, client integration, dynamic data binding, and animation optimization.

ComponentMarketingXView
0 likes · 8 min read
XView Pop‑up Building and Deployment for JD 618 Promotion: Component‑Based Visual Design
360 Tech Engineering
360 Tech Engineering
May 23, 2023 · Operations

Data‑Driven Growth: Underlying Logic, Case Studies, and Essential Factors

The article explains how data‑driven thinking replaces traditional money‑burning growth tactics by establishing logical loops, experimental validation, and concrete case studies in acquisition, activation, and targeting, while outlining the essential collaborative factors needed for successful data‑powered operations.

AnalyticsData-DrivenGrowth
0 likes · 10 min read
Data‑Driven Growth: Underlying Logic, Case Studies, and Essential Factors
Python Programming Learning Circle
Python Programming Learning Circle
May 5, 2023 · Artificial Intelligence

GPT‑4 as a Startup Founder: A Day‑by‑Day Case Study of HustleGPT

This article chronicles how Jackson Greathouse Fall turned a $100 investment into a $25,000‑valued online venture by delegating all decisions to GPT‑4, detailing daily actions such as domain acquisition, website creation, logo design with DALL·E, content production, marketing, revenue generation, and community building over the first six days.

AI entrepreneurshipAutomationGPT-4
0 likes · 12 min read
GPT‑4 as a Startup Founder: A Day‑by‑Day Case Study of HustleGPT
DataFunSummit
DataFunSummit
Apr 14, 2023 · Big Data

An Overview of User Profiling: Definitions, Elements, Types, Dimensions, Applications, and Development Process

This article provides a comprehensive introduction to user profiling, covering its definition, key elements, classification types, common dimensions, practical application scenarios, lifecycle considerations, development workflow, and validation methods for building effective data‑driven user models.

Big DataMarketingProduct Management
0 likes · 10 min read
An Overview of User Profiling: Definitions, Elements, Types, Dimensions, Applications, and Development Process
Model Perspective
Model Perspective
Mar 30, 2023 · Fundamentals

Unlocking User Actions: How the Fogg Behavior Model Drives Design and Marketing

The Fogg Behavior Model explains how motivation, ability, and triggers interact to shape human behavior, offering practical insights for product design, digital marketing, fitness planning, and charitable fundraising, and includes a Python example that quantifies engagement probabilities based on these three factors.

Fogg modelMarketingProduct design
0 likes · 6 min read
Unlocking User Actions: How the Fogg Behavior Model Drives Design and Marketing
Model Perspective
Model Perspective
Mar 24, 2023 · Fundamentals

Master the PEST Model: A Practical Guide for Analyzing Business Environments

This article introduces the PEST model—a four‑factor framework covering political, economic, social, and technological influences—explains each component, provides a detailed example for an electronics company, and challenges readers to apply the analysis to a supermarket’s expansion plan.

MarketingPEST analysisbusiness strategy
0 likes · 6 min read
Master the PEST Model: A Practical Guide for Analyzing Business Environments
Xingsheng Youxuan Technology Community
Xingsheng Youxuan Technology Community
Mar 2, 2023 · Product Management

Why Traditional Growth Tactics Fail: Lessons from Three Years of Community E‑Commerce Subsidies

The article reflects on the 2020‑2022 subsidy wars in community e‑commerce, exposing classic growth misconceptions, the limits of traffic‑centric strategies, the pitfalls of single‑metric thinking, and the need for holistic, value‑driven product management to achieve sustainable user growth.

GrowthMarketingProduct Management
0 likes · 16 min read
Why Traditional Growth Tactics Fail: Lessons from Three Years of Community E‑Commerce Subsidies
DaTaobao Tech
DaTaobao Tech
Nov 25, 2022 · Backend Development

Atmosphere Center Architecture and Configuration Management

The article explains Taobao’s Atmosphere visual marketing system, detailing the need for an Atmosphere Center, its three‑tier architecture with dual configuration portals, Diamond‑based synchronization, abstract handler classes for CRUD operations, and future plans to consolidate portals and streamline custom logic.

ConfigurationMarketingarchitecture
0 likes · 12 min read
Atmosphere Center Architecture and Configuration Management
Xianyu Technology
Xianyu Technology
Dec 15, 2021 · Product Management

Rapid Development of Xianyu Double 11 Marketing Discount Platform

By leveraging existing middle‑platform services and a lightweight, configurable discount component, Xianyu rapidly built a full‑scale Double 11 marketing discount system—covering merchant recruitment, unified discount calculation, pre‑heat visuals, and robust load‑testing—delivering a stable promotion platform that can be reused for future campaigns.

Case StudyMarketingProduct Development
0 likes · 9 min read
Rapid Development of Xianyu Double 11 Marketing Discount Platform
Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 3, 2021 · Frontend Development

How Youku’s Front‑End Powers Large‑Scale Marketing Campaigns

This article explores how Youku’s front‑end team evolved its technology stack—from traditional web pages to Node.js server‑side rendering, low‑code marketing tools, and advanced rendering techniques—to support large‑scale marketing activities across web, mobile, OTT, and mini‑programs.

MarketingNode.jsRendering
0 likes · 4 min read
How Youku’s Front‑End Powers Large‑Scale Marketing Campaigns
Alimama Tech
Alimama Tech
Nov 10, 2021 · Industry Insights

Rethinking Traditional Marketing Models: A Pragmatic C.M.O. Framework

This article distills complex marketing analysis into a concise, data‑driven framework by revisiting classic models, introducing simplified 4P/4C/4R concepts, and presenting the C.M.O. (Customer Insight, Multi‑Touch Attribution, Opportunity) methodology for actionable, high‑dimensional insight generation.

AnalysisCMOMarketing
0 likes · 11 min read
Rethinking Traditional Marketing Models: A Pragmatic C.M.O. Framework
Tencent Advertising Technology
Tencent Advertising Technology
Oct 26, 2021 · Artificial Intelligence

Seventh China International 'Internet+' College Student Innovation and Entrepreneurship Competition: Virtual IP Innovation Track and Tencent Advertising's Virtual Human Creative Service

The article reports on the seventh China International 'Internet+' College Student Innovation and Entrepreneurship Competition, highlighting its new industry challenge track focused on virtual IP, the award-winning solution from Beijing Institute of Technology using AI-driven digital human production, and Tencent Advertising's virtual human creative service for marketing.

AIInnovation CompetitionMarketing
0 likes · 6 min read
Seventh China International 'Internet+' College Student Innovation and Entrepreneurship Competition: Virtual IP Innovation Track and Tencent Advertising's Virtual Human Creative Service
58UXD
58UXD
Aug 20, 2021 · Operations

How the Ganjian Salary Wish Festival Boosted User Engagement

This article analyzes the Ganjian Salary Wish Festival as a case study of operational marketing, exploring industry insights, audience targeting, brand messaging, benefit‑driven conversion, interactive game design, and data results to reveal how such activities can sustainably retain users beyond simple incentives.

Case StudyMarketingOperations
0 likes · 5 min read
How the Ganjian Salary Wish Festival Boosted User Engagement
JD.com Experience Design Center
JD.com Experience Design Center
Jun 3, 2021 · Product Management

Why Blind Box Marketing Hooks Users: Unpacking Addiction Mechanics and Growth Strategies

This article traces the historical roots of blind‑box marketing, dissects its addictive psychological and behavioral mechanisms, compares them with traditional red‑packet growth tactics, and outlines how these insights were applied to design a low‑cost, high‑engagement interactive promotion for JD International.

Growth HackingMarketingProduct Management
0 likes · 13 min read
Why Blind Box Marketing Hooks Users: Unpacking Addiction Mechanics and Growth Strategies
58 Tech
58 Tech
May 10, 2021 · Information Security

Marketing Anti‑Fraud Algorithm Framework and Practice at 58.com

This article details the design, implementation, and evaluation of a multi‑layer anti‑fraud system for 58.com’s marketing activities, covering data and feature engineering, unsupervised and supervised models, graph‑based community detection, and semi‑supervised graph neural networks, with empirical results demonstrating their effectiveness.

Graph Neural NetworkMarketinganti-fraud
0 likes · 18 min read
Marketing Anti‑Fraud Algorithm Framework and Practice at 58.com
DataFunTalk
DataFunTalk
Apr 4, 2021 · Big Data

User Profiling: Concepts, Practices, and Data‑Driven E‑Commerce Case Study

This article introduces the fundamentals of user profiling, explains tag types and their business value, and demonstrates a data‑driven e‑commerce case study that analyzes gender, age, region, marital status, education, profession, product preferences, purchase timing, and price sensitivity to guide targeted promotion strategies.

MarketingPythondata analysis
0 likes · 16 min read
User Profiling: Concepts, Practices, and Data‑Driven E‑Commerce Case Study
Xianyu Technology
Xianyu Technology
Dec 15, 2020 · Backend Development

How Xianyu Built the ‘Resale Lottery’ and ‘Money Tree’ Marketing Engines

This article examines Xianyu's two promotional features—Resale Lottery and Money Tree—detailing their gameplay, underlying business models, and the backend technical solutions such as event collection, idempotent reward accounting, concurrency control, fatigue management, and distributed locking.

Backend DevelopmentConcurrency ControlEvent Processing
0 likes · 11 min read
How Xianyu Built the ‘Resale Lottery’ and ‘Money Tree’ Marketing Engines
58UXD
58UXD
Nov 3, 2020 · Product Management

Why Brand Colors Matter: Unlocking Trust, Recognition, and Value

This article explains how a brand’s color influences consumer perception, emotional response, and purchasing decisions, offering practical insights on why distinctive brand colors are essential for differentiation, marketing advantage, and conveying core brand values.

MarketingProduct Managementbrand
0 likes · 8 min read
Why Brand Colors Matter: Unlocking Trust, Recognition, and Value
Youzan Coder
Youzan Coder
Sep 25, 2020 · Backend Development

Designing a Marketing Reverse Domain for Refund Asset Management

This article explains the business challenges of handling marketing assets during refunds, defines asset types and trigger conditions, and details a domain‑driven backend architecture—including entities, value objects, aggregates, services, and model‑mapping configurations—to implement a configurable reverse‑operation system.

Asset ManagementDomain-Driven DesignMarketing
0 likes · 11 min read
Designing a Marketing Reverse Domain for Refund Asset Management
58UXD
58UXD
Jul 22, 2020 · Product Management

How to Design High-Converting Landing Pages in 5 Steps

This guide explains why landing pages are crucial for conversion, outlines their key characteristics, and presents a five‑step process—including clear goals, audience insight, information hierarchy, reusable templates, and the Fogg behavior model—to create compelling, data‑driven pages that drive user action.

Fogg modelMarketingProduct Management
0 likes · 7 min read
How to Design High-Converting Landing Pages in 5 Steps
Tencent Cloud Developer
Tencent Cloud Developer
Jun 10, 2020 · Industry Insights

How Airlines Can Accelerate Post‑COVID Digital Marketing: CDP, Private Traffic Pools, and Cloud Solutions

The article reviews a Tencent Cloud TVP closed‑door session that analyzes the pandemic‑driven challenges faced by Chinese airlines, outlines a step‑by‑step marketing digital‑transformation roadmap—including CDP implementation, private traffic pools, live‑stream commerce pitfalls, and anti‑scalper solutions—and presents Tencent Cloud’s integrated smart‑marketing platform for airline retail.

CDPCloud ComputingMarketing
0 likes · 14 min read
How Airlines Can Accelerate Post‑COVID Digital Marketing: CDP, Private Traffic Pools, and Cloud Solutions
JD.com Experience Design Center
JD.com Experience Design Center
Jun 8, 2020 · Product Management

How JD’s “Hundred Billion Subsidy” Brand Was Revamped for Better User Engagement

This article details JD's comprehensive redesign of the Hundred Billion Subsidy marketing brand, covering project background, identified pain points, the creation of a distinctive IP, visual positioning, brand distribution standards, and data‑driven UI improvements that boosted user attraction, coupon redemption, and overall performance.

JD.comMarketingUX design
0 likes · 11 min read
How JD’s “Hundred Billion Subsidy” Brand Was Revamped for Better User Engagement
DataFunTalk
DataFunTalk
May 27, 2020 · Big Data

Understanding and Building User and Product Profiles for Data‑Driven Business

This article explains the concept, importance, and step‑by‑step methodology for constructing user and product profiles, illustrating how data‑driven segmentation, static and dynamic attributes, and matching techniques can enhance product experience, marketing, and operational decisions across e‑commerce platforms.

Customer SegmentationMarketingdata analytics
0 likes · 19 min read
Understanding and Building User and Product Profiles for Data‑Driven Business
JD.com Experience Design Center
JD.com Experience Design Center
May 15, 2020 · Product Management

How to Redesign a Low‑Price E‑Commerce Channel for the Bottom‑Tier Market

This article details a comprehensive redesign of a low‑price e‑commerce channel targeting lower‑tier cities, outlining scenario‑based positioning, design strategies such as amplified benefits, grassroots copy, lively atmosphere, trust building, and measurable improvements in conversion and user perception.

Case StudyMarketingUI redesign
0 likes · 11 min read
How to Redesign a Low‑Price E‑Commerce Channel for the Bottom‑Tier Market
DataFunTalk
DataFunTalk
Mar 31, 2020 · Product Management

Building User Profiles: From Zero to One and Scaling to Hundreds

This article explains the concept of user profiling, outlines an eight‑dimensional tag architecture, describes step‑by‑step methods for constructing a robust profile system from scratch and expanding it, and shows how these profiles support statistical analysis, targeted marketing, and recommendation algorithms.

Data ProductMarketingTagging
0 likes · 18 min read
Building User Profiles: From Zero to One and Scaling to Hundreds
Qudian (formerly Qufenqi) Technology Team
Qudian (formerly Qufenqi) Technology Team
Mar 4, 2020 · Artificial Intelligence

How Intelligent Marketing Leverages AI and Big Data to Boost Conversion Rates

This article explains how intelligent marketing transforms traditional, labor‑intensive strategies into data‑driven, AI‑powered systems by detailing the multi‑layer architecture, data pipelines, machine‑learning models such as LR and GBDT+LR, and future directions like personalized copy generation and deep‑learning enhancements.

AIData EngineeringMarketing
0 likes · 8 min read
How Intelligent Marketing Leverages AI and Big Data to Boost Conversion Rates
58UXD
58UXD
Mar 4, 2020 · Product Management

How Visual Hammer and Positioning Can Transform Your Brand Identity

This article explains the concept of a visual hammer, its relationship with positioning, why many Chinese companies lack brand awareness, and provides practical examples—from shape and color to packaging and celebrity endorsements—showing how repeated, focused visual cues can embed a brand in consumers' minds.

Marketingbrand awarenessbranding
0 likes · 19 min read
How Visual Hammer and Positioning Can Transform Your Brand Identity
FangDuoduo UEDC
FangDuoduo UEDC
Jan 17, 2020 · Product Management

How Pinduoduo Drives Explosive User Growth with Gamified Promotions

The article analyzes Pinduoduo's shift from low‑cost, rural‑focused tactics to high‑end user acquisition, detailing its massive active‑user numbers, gamified red‑packet and bargaining events, limited‑time sales, psychological controls, and the "Hundred‑Billion Subsidy" strategy that other e‑commerce platforms are now emulating.

E‑commerceMarketingPinduoduo
0 likes · 8 min read
How Pinduoduo Drives Explosive User Growth with Gamified Promotions
Meituan Technology Team
Meituan Technology Team
Nov 14, 2019 · Artificial Intelligence

Meituan Tech Salon: AI Practices in Food Delivery

At Meituan's 49th Tech Salon in Beijing on December 7, 2019, experts presented AI-driven food-delivery innovations—including personalized recommendations, machine-learning-based marketing, computer-vision banner design, and dialogue-powered recommendation systems—while sharing practical insights on user profiling, scene-based activity matching, visual-technology challenges, and conversational semantics for engineering audiences.

AIMarketingdialogue system
0 likes · 5 min read
Meituan Tech Salon: AI Practices in Food Delivery
Mafengwo Technology
Mafengwo Technology
Nov 14, 2019 · Backend Development

How MaFengWo Built a Scalable Marketing Platform for Double‑11: Architecture Insights

This article details the design and implementation of MaFengWo's marketing platform for the Double‑11 travel promotion, covering its modular architecture, data layer, flexible development model, reliability mechanisms, and future roadmap to support high‑traffic, secure, and maintainable marketing activities.

High concurrencyMarketingRedis
0 likes · 17 min read
How MaFengWo Built a Scalable Marketing Platform for Double‑11: Architecture Insights
Ctrip Technology
Ctrip Technology
Sep 4, 2019 · Artificial Intelligence

Design and Implementation of Ctrip's User Precise Marketing System

This article details the design goals, architecture, core functionalities, and optimization strategies of Ctrip's user precise marketing system, which leverages RESTful integration, flexible rule-based and machine‑learning models, real‑time monitoring, and AB testing to improve traffic utilization and conversion rates.

AB testingCtripMarketing
0 likes · 11 min read
Design and Implementation of Ctrip's User Precise Marketing System
JD Retail Technology
JD Retail Technology
Jun 18, 2019 · Big Data

JD Cup 2019: Big Data Predictive Modeling Competition Highlights and Outcomes

The 2019 JD Cup Tianjin Innovation and Entrepreneurship Challenge attracted 1,629 teams and 2,927 participants worldwide, featuring a high‑profile big‑data forecasting task on user purchases that received 3,917 submissions and showcased JD's data‑driven marketing solutions and AI‑powered predictive models.

MarketingPredictive Modelingcompetition
0 likes · 5 min read
JD Cup 2019: Big Data Predictive Modeling Competition Highlights and Outcomes
JD Tech
JD Tech
Jan 28, 2019 · Big Data

Technical Overview of JD Marketing 360: 4A Consumer Asset Model, 4E Marketing Framework, and Big Data Architecture

The article presents a comprehensive technical analysis of JD's Marketing 360 project, detailing the three industry pain points, the 4A consumer‑asset model, the 4E marketing methodology, and the underlying big‑data, AI‑driven architecture that enables real‑time analytics, multi‑modal model training, and performance optimizations.

Artificial IntelligenceCustomer Asset ModelData Architecture
0 likes · 14 min read
Technical Overview of JD Marketing 360: 4A Consumer Asset Model, 4E Marketing Framework, and Big Data Architecture
21CTO
21CTO
Dec 30, 2018 · Blockchain

How Blockchain Is Transforming Digital Information Across Industries

Blockchain technology, originally linked to cryptocurrencies, is now reshaping digital information handling across sectors—from finance and IoT to advertising, healthcare, and creative industries—by providing secure, trustless transactions, reducing intermediaries, enhancing data integrity, and enabling new business models.

HealthcareIoT SecurityMarketing
0 likes · 8 min read
How Blockchain Is Transforming Digital Information Across Industries
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.

ChinaConsumer BehaviorMarket Trends
0 likes · 7 min read
Analysis of China's Retail Industry Development, Market Trends, and Module Recommendations
Qunar Tech Salon
Qunar Tech Salon
Mar 26, 2018 · Fundamentals

Understanding Augmented Reality (AR): Technology, Market and Applications

This article provides a comprehensive overview of augmented reality (AR) technology, explaining its fundamentals, differentiating it from VR, MR, CR, SR, and ER, and exploring its market trends, diverse industry applications—from marketing and social interactions to gaming, cultural tourism, and its connection with AI.

ARMarketingMixed Reality
0 likes · 13 min read
Understanding Augmented Reality (AR): Technology, Market and Applications
Tencent Cloud Developer
Tencent Cloud Developer
Mar 19, 2018 · Game Development

WeChat Mini Games and H5 Game Development: Concepts, Technologies, and Market Overview

Chen Yang explains that WeChat Mini Games are H5 games running inside Mini Programs, detailing HTML5 evolution, development stacks, WebAssembly, engine options like Laya and Cocos, front‑end tooling, the native rendering and adapter layer, and their marketing value in a rapidly expanding multi‑billion‑yuan market.

Front-endGame enginesH5 Development
0 likes · 12 min read
WeChat Mini Games and H5 Game Development: Concepts, Technologies, and Market Overview
Aotu Lab
Aotu Lab
Sep 29, 2017 · Frontend Development

Boost Your WeChat Mini‑Program Marketing with the wxapp‑market Component Library

The wxapp‑market library provides a collection of ready‑to‑use marketing components for WeChat mini‑programs—such as big wheel, scratch tickets, slot machines, and gesture locks—along with clear setup instructions, code examples, and a GitHub repository for quick integration.

Marketingcomponent-librarymini-program
0 likes · 3 min read
Boost Your WeChat Mini‑Program Marketing with the wxapp‑market Component Library
Suning Technology
Suning Technology
Mar 28, 2017 · Product Management

Key Takeaways from Suning's 2017 Internet Product Manager Forum

The 2017 Suning Internet Product Manager Forum gathered over 500 professionals to share data‑driven product, marketing, and O2O strategies, offering practical insights from leading e‑commerce and tech companies on growth hacking, precise targeting, and innovative retail solutions.

Growth HackingMarketingO2O
0 likes · 8 min read
Key Takeaways from Suning's 2017 Internet Product Manager Forum
Architects' Tech Alliance
Architects' Tech Alliance
Mar 3, 2017 · Product Management

Why Product Operations and Marketing Are Essential Skills for Architects

This article explains why product operation and marketing are essential skills for architects, describing how the rise of mobile internet, big data, and cloud computing creates new platforms for product lifecycle management, and urging engineers to integrate market analysis into design and planning.

Marketingarchitecturedigital transformation
0 likes · 4 min read
Why Product Operations and Marketing Are Essential Skills for Architects
Big Data and Microservices
Big Data and Microservices
Mar 31, 2016 · Industry Insights

16 Rules to Turn Your Internet Product into a Market Powerhouse

This article distills sixteen practical laws—from targeting aspirational "dangsi" users to leveraging crowdsourced collaboration and rapid iteration—that explain how successful internet products capture user participation, deliver exceptional experiences, and build sustainable ecosystems.

Marketingbrand buildingindustry insights
0 likes · 11 min read
16 Rules to Turn Your Internet Product into a Market Powerhouse
58UXD
58UXD
Feb 15, 2016 · Fundamentals

How Color Shapes Brand Identity: Psychology, Examples, and Design Tips

This article explores how different colors influence brand perception and consumer emotions, explains the psychological impact of hues like red, yellow, green, and blue, and showcases real‑world branding examples from UNIQLO, MUJI, and major tech and retail companies.

MarketingUXbrand color
0 likes · 11 min read
How Color Shapes Brand Identity: Psychology, Examples, and Design Tips
Ctrip Technology
Ctrip Technology
May 14, 2015 · Artificial Intelligence

Data‑Driven User Experience: Machine Learning Applications in Hotel Booking and Marketing at Ctrip

In his 2015 China Hotel Marketing Summit keynote, Ctrip CTO Ye Yamin explained how machine‑learning models built on purchase behavior and order data improve hotel room availability predictions, shorten confirmation times, personalize recommendations, and evaluate advertising effectiveness, illustrating a data‑driven approach to user experience and operations.

Big DataMarketingdata analytics
0 likes · 14 min read
Data‑Driven User Experience: Machine Learning Applications in Hotel Booking and Marketing at Ctrip
Suning Design
Suning Design
Aug 12, 2014 · Game Development

How Data Predicts Game Success: From User Acquisition to Budget Decisions

This article explains how game developers and marketers use internal, platform, and external data to forecast product performance, optimize user acquisition, predict market trends, model retention curves, and make informed budgeting decisions throughout a game's lifecycle.

MarketingPredictive ModelingUser Retention
0 likes · 14 min read
How Data Predicts Game Success: From User Acquisition to Budget Decisions
Suning Design
Suning Design
May 19, 2014 · Fundamentals

How Color Psychology Drives Consumer Decisions and Brand Perception

This article explores how colors influence emotions, purchasing choices, and brand identity, highlighting survey data, psychological symbolism, minimalist design trends, seasonal color shifts, and practical tips for selecting effective hues to engage users and boost marketing impact.

MarketingUX designbrand perception
0 likes · 6 min read
How Color Psychology Drives Consumer Decisions and Brand Perception