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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.

AIData-drivenDemand Forecasting
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

Can Retail Giants Like Pang Donglai Displace Traditional Liquor Distributors?

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

Custom ProductsData-drivenDigital Transformation
0 likes · 10 min read
Can Retail Giants Like Pang Donglai Displace Traditional Liquor Distributors?
Digital Planet
Digital Planet
Apr 21, 2026 · Industry Insights

How FMCG Brands Can Master Digital Marketing: From Stock Revamp to Ecosystem Wins

This article dissects the three‑stage roadmap—stock renovation, incremental innovation, and ecosystem co‑creation—that fast‑moving consumer goods companies must follow to turn digital tools into measurable sales growth, avoid common pitfalls, and build a sustainable, data‑driven marketing ecosystem.

Data-drivenDigital MarketingDigital Transformation
0 likes · 17 min read
How FMCG Brands Can Master Digital Marketing: From Stock Revamp to Ecosystem Wins
Woodpecker Software Testing
Woodpecker Software Testing
Apr 3, 2026 · Product Management

From Experience‑Driven to Data‑Loop: How One SaaS Team Automated A/B Testing

The article details a mid‑size SaaS growth team’s transformation from manual, experience‑driven A/B testing to a fully automated, auditable end‑to‑end decision flow, describing the pitfalls of pseudo‑automation, a three‑layer automation engine, and cultural shifts that boosted experiment adoption from 41% to 89% and cut decision latency from 3.7 days to 4.2 hours.

A/B testingData-drivenExperiment-as-Code
0 likes · 8 min read
From Experience‑Driven to Data‑Loop: How One SaaS Team Automated A/B Testing
DataFunSummit
DataFunSummit
Dec 7, 2025 · Artificial Intelligence

How Multi‑Agent AI Can Turn Marketing into a Smart Closed‑Loop System

This article examines the chronic pain points of traditional marketing, explains how AI‑driven multi‑agent collaboration can create a data‑rich, automated, and continuously optimized marketing loop, and presents a real‑world case study with measurable performance gains and practical implementation guidelines.

AIData-drivenMulti-Agent
0 likes · 19 min read
How Multi‑Agent AI Can Turn Marketing into a Smart Closed‑Loop System
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Oct 13, 2025 · Operations

How to Build a Fail‑Proof Procurement Process with Data‑Driven SRM

This article explains why many procurement processes fail despite formal procedures and provides a step‑by‑step, data‑driven approach—clarifying requirements, using SRM templates, screening suppliers with performance data, scoring comprehensively, ensuring traceability, and conducting post‑award reviews—to select the right suppliers and turn procurement into a strategic advantage.

Data-drivenSRMevaluation
0 likes · 8 min read
How to Build a Fail‑Proof Procurement Process with Data‑Driven SRM
IT Architects Alliance
IT Architects Alliance
Sep 28, 2025 · Cloud Native

How to Build a Future‑Proof Architecture for Digital Transformation

This article examines the architectural challenges and opportunities of digital transformation, outlines layered, API‑first, and data‑driven design principles, and provides practical technology‑selection and implementation roadmaps to help enterprises create resilient, scalable, and business‑centric IT systems.

Data-drivenDigital TransformationIT Architecture
0 likes · 12 min read
How to Build a Future‑Proof Architecture for Digital Transformation
JD Tech Talk
JD Tech Talk
Aug 5, 2025 · Artificial Intelligence

How AI is Revolutionizing Supply Chains: JD.com's Billion‑Scale Time‑Series Model

The article details JD.com’s AI‑driven supply‑chain innovations, including a billion‑scale pure time‑series model, advanced demand forecasting, intelligent inventory selection, and end‑to‑end allocation algorithms that dramatically improve efficiency, cost, and global supply‑chain transformation.

AIData-drivenLogistics Optimization
0 likes · 10 min read
How AI is Revolutionizing Supply Chains: JD.com's Billion‑Scale Time‑Series Model
Data Thinking Notes
Data Thinking Notes
Jul 27, 2025 · Databases

How Dify Turns Natural Language into SQL: Building Scalable Text2SQL Apps

This article explains how Text2SQL technology converts natural language queries into executable SQL using large language models, and demonstrates how the open‑source Dify platform’s visual workflow and component‑based development dramatically lower the barrier for building, validating, and deploying secure, low‑code Text2SQL applications.

AIData-drivenDify
0 likes · 13 min read
How Dify Turns Natural Language into SQL: Building Scalable Text2SQL Apps
Qiming AI - Digital Management Talk
Qiming AI - Digital Management Talk
Jun 23, 2025 · Operations

9 Essential Supply Chain Metrics to Transform Data‑Driven Decisions

This article outlines nine crucial supply‑chain metrics across procurement, production, logistics and overall efficiency, explains their formulas and real‑world examples, and shows how each indicator can be used to identify problems, benchmark performance, and drive data‑driven decision‑making for cost reduction and customer satisfaction.

Data-drivenLogisticsMetrics
0 likes · 12 min read
9 Essential Supply Chain Metrics to Transform Data‑Driven Decisions
Meituan Technology Team
Meituan Technology Team
May 22, 2025 · Fundamentals

Why Write an A/B Experiment Whitepaper? – Overview and Methodology

This whitepaper introduces the importance of data‑driven A/B testing, outlines its theoretical foundations, practical challenges such as small samples and spillover effects, and presents a structured roadmap—including experiment basics, statistical principles, advanced designs, and SDK implementation—to help practitioners design trustworthy experiments.

A/B testingData-drivencausal inference
0 likes · 18 min read
Why Write an A/B Experiment Whitepaper? – Overview and Methodology
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 10, 2025 · Operations

How Data‑Driven Demand Analysis Can Revolutionize Your Supply Chain

This article explains why relying on intuition for supply‑chain demand analysis leads to cash‑flow problems or stockouts, outlines five key benefits of data‑driven analysis, and provides step‑by‑step guidance with dashboards, metrics, and actionable decisions to improve forecasting, delivery speed, customer satisfaction, and overall operational efficiency.

Data-drivenKPIsSupply Chain
0 likes · 9 min read
How Data‑Driven Demand Analysis Can Revolutionize Your Supply Chain
ByteDance Data Platform
ByteDance Data Platform
Apr 16, 2025 · Product Management

How A/B Testing Turns Guesswork into Data‑Driven Business Success

In today's fast‑changing market, traditional intuition‑based decisions falter, but systematic A/B testing—illustrated by ByteDance’s academic‑loop culture and real‑world case studies—empowers organizations to replace guesswork with evidence, accelerate innovation, and achieve measurable performance gains across products and strategies.

A/B testingData-drivendecision making
0 likes · 18 min read
How A/B Testing Turns Guesswork into Data‑Driven Business Success
FunTester
FunTester
Mar 17, 2025 · Industry Insights

Mastering Automated Testing: Proven Practices to Boost Efficiency

This article outlines essential automated testing best practices—including clear planning, tool selection, script maintenance, data‑driven approaches, independent test cases, parallel execution, version control, and CI/CD integration—to help teams increase coverage, speed, and software quality.

Automated TestingData-drivenTool Selection
0 likes · 12 min read
Mastering Automated Testing: Proven Practices to Boost Efficiency
Tencent Cloud Developer
Tencent Cloud Developer
Mar 6, 2025 · Frontend Development

Data‑Driven Front‑End Development: Embracing a New Paradigm in the AI Era

The article refutes the “frontend is dead” myth by showing that modern front‑end engineering is moving from a UI‑first approach to a data‑driven paradigm—using layered atomic, computed, and view models—to improve testability, efficiency, and AI‑assisted development, as demonstrated through practical Vue examples and a gray‑release case study.

AIData-drivenSoftware Architecture
0 likes · 13 min read
Data‑Driven Front‑End Development: Embracing a New Paradigm in the AI Era
DataFunSummit
DataFunSummit
Dec 22, 2024 · Artificial Intelligence

From Concept to Deployment: The Evolution of 1688’s AI Purchasing Assistant “Yuanbao”

This article chronicles the development of 1688’s AI buyer assistant “Yuanbao”, detailing why an e‑commerce AI assistant is needed, its functional design, MVP constraints, the shift to a data‑driven 2.0 version, future prospects, and a Q&A, providing practical insights for AI product rollout in B‑to‑C platforms.

AIAgentData-driven
0 likes · 24 min read
From Concept to Deployment: The Evolution of 1688’s AI Purchasing Assistant “Yuanbao”
Data Thinking Notes
Data Thinking Notes
Aug 19, 2024 · Operations

How to Build an Effective Data Metric System for Business Success

This article explains what a data metric system is, why it’s essential for organizations, the stages of building it, required resources, organizational alignment, and a step‑by‑step path to create a robust, data‑driven indicator framework that supports product development, operations, and strategic decision‑making.

Business AnalyticsData-drivenIndicator System
0 likes · 17 min read
How to Build an Effective Data Metric System for Business Success
Data Thinking Notes
Data Thinking Notes
Aug 18, 2024 · Fundamentals

Why, What, and How: Mastering Digital Transformation for Business Growth

This article explores the three critical questions of digital transformation—why to transform, what to transform, and how to transform—illustrating Huawei's data‑driven, dual‑engine approach that boosts operational efficiency, enhances user experience, and creates real business value.

Business strategyData-drivenDigital Transformation
0 likes · 3 min read
Why, What, and How: Mastering Digital Transformation for Business Growth
ByteDance Data Platform
ByteDance Data Platform
Jul 31, 2024 · Product Management

How Data‑Driven Flywheels Power User Growth: Insights from Volcengine

This article shares a data‑centric perspective on user growth, covering entropy reduction, information management, the data‑driven flywheel, A/B testing practices, retention strategies, and practical case studies that illustrate how systematic data analysis fuels sustainable product expansion.

A/B testingData-drivenEntropy Reduction
0 likes · 16 min read
How Data‑Driven Flywheels Power User Growth: Insights from Volcengine
DataFunTalk
DataFunTalk
Jul 7, 2024 · Product Management

User Growth Strategies: From Information Management to a Data‑Driven Flywheel

This article shares a data‑centric perspective on user growth, covering the evolution of information management, distribution and production, the concept of entropy reduction in products, the data‑driven flywheel model, practical AB‑testing case studies, and a Q&A on analytics tools and team collaboration.

AnalyticsData-drivenproduct-management
0 likes · 16 min read
User Growth Strategies: From Information Management to a Data‑Driven Flywheel
Huolala Tech
Huolala Tech
Jul 4, 2024 · Big Data

How Huolala Built a High‑Impact Metric Library to Power Data‑Driven Decisions

Huolala’s data team created a comprehensive metric library platform that centralizes metric definitions, classifications, data, and analysis, enabling data‑driven decision‑making, operational efficiency, service optimization, and strategic business growth across its freight services.

AB testingBusiness AnalyticsData Platform
0 likes · 11 min read
How Huolala Built a High‑Impact Metric Library to Power Data‑Driven Decisions
ByteDance Data Platform
ByteDance Data Platform
May 15, 2024 · R&D Management

How ByteDance Embeds A/B Testing into Every Stage of Product Development

This article explains how ByteDance integrates data‑driven A/B testing throughout its R&D workflow—from feature design and large‑scale refactoring to bug fixes, release safety, SQL optimization, and cultural adoption—demonstrating the ROI and sustainable practices of a data‑centric development culture.

AB testingData-drivenProduct Development
0 likes · 18 min read
How ByteDance Embeds A/B Testing into Every Stage of Product Development
Architecture and Beyond
Architecture and Beyond
Mar 16, 2024 · R&D Management

Building a Metric System for SaaS Technical Management

The article explains how SaaS companies can design and implement a comprehensive metric system that aligns business and technical indicators, supports data‑driven decision‑making, improves resource allocation, and drives continuous improvement across all organizational levels.

Data-drivenKPISaaS
0 likes · 12 min read
Building a Metric System for SaaS Technical Management
58UXD
58UXD
Mar 15, 2024 · Product Management

When Data Beats UX: Balancing B2B Design Metrics and User Experience

This article examines a real‑world case where a B2B product team prioritized video‑quality metrics over user experience, discusses the resulting trade‑offs, and offers a step‑by‑step framework for aligning business goals with optimal UX design.

B2BData-drivenMetrics
0 likes · 8 min read
When Data Beats UX: Balancing B2B Design Metrics and User Experience
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 23, 2023 · Big Data

How Data-Driven Metrics Transform Product Analytics and Decision-Making

This article explains how to build a data‑driven metric system—from defining end‑to‑start metrics and combining business and data drivers, to applying statistical analysis, machine‑learning, causal inference, and practical case studies for alerting, diagnosing, and strategizing product performance.

Data-drivenMetricscausal inference
0 likes · 22 min read
How Data-Driven Metrics Transform Product Analytics and Decision-Making
DataFunSummit
DataFunSummit
Oct 26, 2023 · Big Data

Data‑Driven Metric System Construction and Application: Theory, Methods, and Real‑World Cases

This article explains how to build and apply a data‑driven metric system, covering end‑to‑end design principles, business‑ versus data‑driven approaches, frameworks such as OSM, GSM and HEART, statistical and machine‑learning techniques, causal inference, and practical case studies that illustrate alerting, diagnosis, and strategy deployment in product operations.

Data-drivencausal inferencemachine learning
0 likes · 21 min read
Data‑Driven Metric System Construction and Application: Theory, Methods, and Real‑World Cases
HomeTech
HomeTech
Oct 20, 2023 · Operations

Design and Iteration of a Hotness Ranking Algorithm for an Automotive Forum

This article details the development, mathematical foundations, iterative improvements, anti‑cheating measures, and practical impact of a hotness‑based ranking algorithm deployed to modernize and enhance content discovery on an automotive community forum.

Data-drivenForumanti-cheat
0 likes · 14 min read
Design and Iteration of a Hotness Ranking Algorithm for an Automotive Forum
Architects Research Society
Architects Research Society
Oct 18, 2023 · Artificial Intelligence

Neal Sample Explains Why All Architecture Is Wrong and How AI Can Transform Business Impact

In this interview, veteran CIO Neal Sample discusses why every architecture eventually becomes outdated, emphasizes curiosity and continuous learning, and highlights machine learning and artificial intelligence as the most promising technologies to drive game‑changing results for enterprises in the next 12‑24 months.

AICIOData-driven
0 likes · 10 min read
Neal Sample Explains Why All Architecture Is Wrong and How AI Can Transform Business Impact
Bitu Technology
Bitu Technology
Aug 9, 2023 · Product Management

Tubi July 2023 Highlights: New CEO, Top FAST Service Ranking, Content Personalization Strategy, Data‑Driven DNA, Emmy Nomination

In July 2023 Tubi announced the appointment of Anjali Sud as CEO, reinforced its position as the highest‑rated FAST service in the U.S., detailed its personalized content strategy, highlighted its data‑driven technology and ad‑tech approach, and celebrated its first Emmy nomination and industry recognitions.

CEOData-drivenFAST
0 likes · 8 min read
Tubi July 2023 Highlights: New CEO, Top FAST Service Ranking, Content Personalization Strategy, Data‑Driven DNA, Emmy Nomination
DataFunTalk
DataFunTalk
Aug 8, 2023 · Product Management

ByteDance's A/B Testing Practices: Methodology, Platform, and Real‑World Cases

This article explains why A/B testing is considered the gold standard for causal inference, shares ByteDance’s extensive internal experimentation practices, describes the Volcano Engine platform architecture, outlines how to design and run experiments, and provides real case studies and Q&A for product teams.

A/B testingByteDanceData-driven
0 likes · 25 min read
ByteDance's A/B Testing Practices: Methodology, Platform, and Real‑World Cases
Huolala Tech
Huolala Tech
Jul 13, 2023 · Operations

How HuoLaLa Built a 0‑to‑1 Stability Metric System in 2 Years

This article explains how HuoLaLa’s stability team tackled the challenge of proving their work’s value by designing and implementing a comprehensive stability metric system from scratch, detailing the motivations, principles, step‑by‑step construction, data platform, cultural adoption, measurable results, and future plans.

Data-drivenMetricsOperations
0 likes · 18 min read
How HuoLaLa Built a 0‑to‑1 Stability Metric System in 2 Years
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
DataFunTalk
DataFunTalk
Apr 21, 2023 · Product Management

Best Practices for A/B Testing Platforms: Business Applicability, Internal Use Cases, Industry Examples, and Sustainable Experiment Culture

This article presents a comprehensive guide to A/B testing platforms, covering their business applicability, internal implementations at ByteDance, industry-specific case studies, platform architecture, experiment types, and strategies for building a sustainable experiment culture within organizations.

A/B testingCase StudiesData-driven
0 likes · 17 min read
Best Practices for A/B Testing Platforms: Business Applicability, Internal Use Cases, Industry Examples, and Sustainable Experiment Culture
DaTaobao Tech
DaTaobao Tech
Apr 19, 2023 · Frontend Development

Reflections on a Decade of Front-End Development at Taobao

Over nine years at Taobao, a front‑end engineer recounts his journey from junior developer to team lead, detailing rapid feature delivery, data‑driven performance gains, cross‑platform innovations, and leadership lessons that shaped the platform’s e‑commerce experience and his own growth.

Data-drivenFront-endcareer
0 likes · 20 min read
Reflections on a Decade of Front-End Development at Taobao
DataFunSummit
DataFunSummit
Apr 12, 2023 · Product Management

Best Practices for A/B Testing Platforms: Business Applicability, Internal & Industry Cases, and Sustainable Experiment Culture

This article presents a comprehensive guide to A/B testing platforms, covering their business applicability, internal and external use cases across industries, detailed platform architecture, experiment types, statistical reporting, analysis tools, feature flag management, and recommendations for building a sustainable experiment culture within organizations.

A/B testingData-drivenExperiment Platform
0 likes · 19 min read
Best Practices for A/B Testing Platforms: Business Applicability, Internal & Industry Cases, and Sustainable Experiment Culture
Alibaba Terminal Technology
Alibaba Terminal Technology
Mar 7, 2023 · Frontend Development

From Rookie to Frontend Leader: 8‑Year Journey at Taobao UED

This article chronicles an eight‑year front‑end career at Taobao UED, detailing how the author progressed from a junior developer to a technical leader, embraced data‑driven practices, optimized performance, and built high‑impact teams while sharing personal insights and lessons learned.

Data-drivenLeadershipcareer
0 likes · 21 min read
From Rookie to Frontend Leader: 8‑Year Journey at Taobao UED
Qunhe Technology User Experience Design
Qunhe Technology User Experience Design
Mar 3, 2023 · Product Management

How to Measure User Experience Efficiently: Core Path Tracking & Metric Analysis

This article explains why full‑stack user behavior tracking is often impractical, introduces a low‑cost core‑path instrumentation approach, defines key experience metrics, presents layered and cross‑matrix analysis methods, and shares a concrete product case study that demonstrates how to turn data into actionable business insights while saving technical, communication, and analysis costs.

Data-drivencore pathmetric tracking
0 likes · 12 min read
How to Measure User Experience Efficiently: Core Path Tracking & Metric Analysis
ITPUB
ITPUB
Feb 2, 2023 · Operations

Why 80% of Digital Transformations Fail and How to Ensure Success

This article explains why digital transformation is now a must for enterprises, outlines its core purpose of boosting efficiency and revenue, describes the three progressive stages—digitization, data-driven, and intelligent automation—and highlights the strategic, organizational, cultural, and technological factors that determine success.

AIData-drivenDigital Transformation
0 likes · 11 min read
Why 80% of Digital Transformations Fail and How to Ensure Success
DataFunSummit
DataFunSummit
Jan 31, 2023 · Big Data

Data-Driven Production and Operations Management Decision-Making

This presentation explores how enterprises can transform massive operational data into precise decisions by applying statistical, machine‑learning, and optimization techniques across four topics: data‑to‑decision pipelines, promotion analysis metrics, long‑tail product pricing, and fast‑yet‑accurate unmanned‑warehouse management.

Data-drivenmachine learningoptimization
0 likes · 13 min read
Data-Driven Production and Operations Management Decision-Making
DataFunSummit
DataFunSummit
Jan 30, 2023 · Fundamentals

Understanding AB Testing: Design, Execution, and Analysis

This article explains the purpose, methodology, and practical examples of AB testing, describing how randomized traffic segmentation, logging, and metric analysis enable data‑driven product decisions across various industries while also noting its widespread adoption and promotional resources.

AB testingData-drivenexperiment design
0 likes · 7 min read
Understanding AB Testing: Design, Execution, and Analysis
Architects Research Society
Architects Research Society
Nov 27, 2022 · Big Data

Building a Data‑Driven Organization: Culture, Structure, and Roles

This article explains the practical steps to transform a company into a data‑driven organization by establishing a self‑service culture, aligning organizational structures, defining key roles such as analysts, engineers, scientists, and CDOs, and addressing common obstacles and best‑practice tips.

CultureData-drivendata engineering
0 likes · 23 min read
Building a Data‑Driven Organization: Culture, Structure, and Roles
Tencent Cloud Developer
Tencent Cloud Developer
Nov 14, 2022 · Industry Insights

How Data Drives the Future of Intelligent Cars: Insights from Industry Leaders

A closed‑door TVP event on November 2 gathered executives from Li Auto, Tsinghua University and Tencent to discuss how massive vehicle‑network data, AI‑powered software, privacy safeguards and a new general optimal‑control solver are reshaping intelligent‑car development, cloud infrastructure and global automotive strategies.

Automotive AIControl SolverData-driven
0 likes · 11 min read
How Data Drives the Future of Intelligent Cars: Insights from Industry Leaders
DevOps
DevOps
Sep 5, 2022 · Big Data

Why Informationization Is Not Equal to Digitalization: Insights for Enterprise Digital Transformation

The article explains the fundamental differences between informationization and digitalization, outlines how enterprises can bridge the gap through data‑driven strategies, and provides practical frameworks and case studies such as Netflix and Huawei to guide traditional manufacturers in successful digital transformation.

Big DataData-drivenDigital Transformation
0 likes · 13 min read
Why Informationization Is Not Equal to Digitalization: Insights for Enterprise Digital Transformation
DeWu Technology
DeWu Technology
Aug 29, 2022 · Fundamentals

Fundamentals of Statistics for A/B Testing and Its Application in the DeWu Platform

A solid grasp of basic statistical concepts—such as populations, samples, means, variance, probability distributions, the Central Limit Theorem, and hypothesis testing—enables designers of A/B experiments to correctly size samples, interpret p‑values and confidence intervals, and reliably deploy DeWu’s integrated platform for automated experiment allocation, metric monitoring, and one‑click reporting, ultimately driving data‑driven product decisions.

A/B testingData-drivenconfidence interval
0 likes · 13 min read
Fundamentals of Statistics for A/B Testing and Its Application in the DeWu Platform
Laiye Technology Team
Laiye Technology Team
Aug 29, 2022 · Artificial Intelligence

Evolution of Dialogue Management: From Rule‑Based to Data‑Driven Systems and Industrial Deployments

This article reviews the historical development of dialogue management—from early rule‑based and finite‑state approaches to modern data‑driven and reinforcement‑learning methods—and examines how major industry platforms such as Amazon Alexa, Amazon Lex, and RASA implement these techniques in practice.

Amazon AlexaData-drivenNLU
0 likes · 16 min read
Evolution of Dialogue Management: From Rule‑Based to Data‑Driven Systems and Industrial Deployments
FunTester
FunTester
Aug 6, 2022 · Operations

Understanding Automated Testing Frameworks and Their Application in Real‑Time Video SDKs

This article introduces the concept and benefits of automated testing frameworks, outlines popular framework types such as module‑based, data‑driven, keyword‑driven, black‑box hybrid and behavior‑driven, and explains how they are integrated with CI clusters, data platforms, and objective reporting to improve real‑time video SDK testing efficiency and reliability.

Automated TestingData-drivenTesting framework
0 likes · 9 min read
Understanding Automated Testing Frameworks and Their Application in Real‑Time Video SDKs
Continuous Delivery 2.0
Continuous Delivery 2.0
Jul 28, 2022 · Product Management

How Netflix Uses A/B Testing to Drive Product Decisions

This article explains how Netflix applies large‑scale A/B experiments and scientific methods to make data‑driven product decisions, describing its decision‑making frameworks, the role of hypothesis testing, and the upcoming topics in the series on experimentation.

A/B testingData-drivenNetflix
0 likes · 5 min read
How Netflix Uses A/B Testing to Drive Product Decisions
ByteDance Data Platform
ByteDance Data Platform
Jan 14, 2022 · Product Management

Why A/B Testing Matters: Theory, ByteDance Architecture & Best Practices

This article explains why A/B testing is crucial for data‑driven product decisions, outlines ByteDance’s A/B testing system architecture across multiple layers, describes client‑ and server‑side experiment workflows, shares statistical best practices, and presents real‑world case studies illustrating hypothesis generation, evaluation, and future industry trends.

A/B testingByteDanceData-driven
0 likes · 15 min read
Why A/B Testing Matters: Theory, ByteDance Architecture & Best Practices
JD Retail Technology
JD Retail Technology
Jan 6, 2022 · Product Management

Understanding ABTest: Concepts, Design, Multi‑Layer Experiments, and Practical Implementation

This article explains the fundamentals of ABTest, defines key terminology such as application, scenario, experiment, orthogonal and exclusive traffic, compares single‑layer and multi‑layer designs, presents metrics for evaluating test impact, and demonstrates a real‑world implementation with code examples.

ABTestData-drivenexperiment design
0 likes · 14 min read
Understanding ABTest: Concepts, Design, Multi‑Layer Experiments, and Practical Implementation
DevOps
DevOps
Nov 22, 2021 · Fundamentals

Establishing Data Thinking for Enterprise Digital Transformation

The article explains how enterprises can achieve digital transformation by adopting a data‑driven mindset, describing the essence of data thinking, its benefits, common cognitive traps, and practical steps to cultivate data sensitivity, analysis, decision‑making, and communication skills across business and technical teams.

Business AnalyticsData-drivenDigital Transformation
0 likes · 20 min read
Establishing Data Thinking for Enterprise Digital Transformation
Ctrip Technology
Ctrip Technology
Oct 21, 2021 · Frontend Development

Applying Data‑Driven Thinking to Page Performance Optimization

This article demonstrates how a data‑driven mindset can be used to identify, quantify, and solve performance bottlenecks in a hotel‑listing H5 page by defining clear metrics, collecting telemetry via Kafka/Hive, analyzing with SQL and Spark, automating Lighthouse audits with Puppeteer, and iterating on optimizations.

Data-drivenfrontendperformance‑optimization
0 likes · 25 min read
Applying Data‑Driven Thinking to Page Performance Optimization
DevOpsClub
DevOpsClub
Oct 11, 2021 · R&D Management

How Ant Group Scaled R&D Efficiency with a Data‑Driven Insight Platform

Ant Group built a comprehensive R&D Insight system that combines measurement infrastructure, a unified metric framework, and a comprehensive evaluation model to turn massive development data into actionable diagnostics, enabling company‑wide, team‑level, and outsourcing efficiency improvements across thousands of engineers.

Data-drivenDevOpsR&D metrics
0 likes · 29 min read
How Ant Group Scaled R&D Efficiency with a Data‑Driven Insight Platform
Baidu Geek Talk
Baidu Geek Talk
Sep 8, 2021 · Industry Insights

How to Scale A/B Testing Platforms for Massive Teams and Data Volumes

This article examines the core challenges of running large‑scale A/B testing platforms—supporting thousands of engineers, generating fast reports from massive data sets, and reducing sampling variance—to enable data‑driven product decisions in the AI era.

A/B testingData-drivenExperiment Platform
0 likes · 2 min read
How to Scale A/B Testing Platforms for Massive Teams and Data Volumes
Volcano Engine Developer Services
Volcano Engine Developer Services
Aug 19, 2021 · Product Management

Mastering A/B Testing: Architecture, Best Practices, and Real-World Insights

This article explains why A/B testing is essential, defines the methodology, details Volcano Engine's multi‑layer A/B testing architecture, outlines client and server experiment flows, shares statistical analysis practices, best‑practice guidelines, future trends, and answers common questions.

A/B testingData-drivenexperiment design
0 likes · 17 min read
Mastering A/B Testing: Architecture, Best Practices, and Real-World Insights
Xianyu Technology
Xianyu Technology
Aug 19, 2021 · Backend Development

Architecture of a Community Advertising Placement System

The article describes a three‑layer community advertising placement system for Xianyu, detailing its four core processes (recruitment, selection, construction, delivery), resource slots, material templates, task definition, data storage, real‑time monitoring, and successful case studies, while outlining future algorithmic enhancements.

AdvertisingData-drivenReal-Time
0 likes · 11 min read
Architecture of a Community Advertising Placement System
Alimama Tech
Alimama Tech
Jul 8, 2021 · Product Management

Understanding Online Experiments: Origins, Development, Types, and Applications

Online experiments, rooted in biomedical randomized controlled trials, have become essential for internet businesses to achieve data‑driven growth by providing causal inference, quantifying value, and managing risk through various designs such as AB, ABn, AA, multivariate and quasi‑experimental tests.

Data-drivencausal inferenceonline experiments
0 likes · 18 min read
Understanding Online Experiments: Origins, Development, Types, and Applications
Didi Tech
Didi Tech
May 19, 2021 · Artificial Intelligence

Applying Epsilon‑Greedy Bandit Algorithm for Content Delivery Optimization at DiDi

DiDi applied the epsilon‑greedy bandit algorithm integrated with its CMS to optimize ad placement across 600 slots, using quality scores, traffic sampling, and a drag‑and‑drop UI, which boosted CTR from 1.35% to 13.43% and unique visitors by 686%, demonstrating data‑driven growth beyond simple A/B testing.

Content OptimizationData-drivenEpsilon-Greedy
0 likes · 10 min read
Applying Epsilon‑Greedy Bandit Algorithm for Content Delivery Optimization at DiDi
Didi Tech
Didi Tech
Jan 27, 2021 · Artificial Intelligence

Addressing Uncertainty in Autonomous Driving: Data‑Driven Control Module Strategies

The article proposes a three‑layer, data‑driven framework—problem analysis using massive fleet data, iterative deep‑learning algorithm development with fallback and explainable‑AI safeguards, and systematic validation via simulation and real‑world tests—to mitigate perception, prediction, and control uncertainties and advance trustworthy autonomous‑driving control systems.

Data-drivenScalabilitycontrol
0 likes · 12 min read
Addressing Uncertainty in Autonomous Driving: Data‑Driven Control Module Strategies
Suning Technology
Suning Technology
Sep 15, 2020 · Operations

How Retail Companies Can Master Digital Transformation: Stages, Strategies, and Practical Steps

This article outlines why digital transformation is essential for modern retail, defines its scope, presents a five‑stage maturity model, and offers a six‑step practical roadmap—including breaking conventions, shaping new tracks, integrating decisions, leveraging strengths, agile iteration, and ecosystem collaboration—to guide retailers through successful change.

Data-drivenDigital TransformationEcosystem
0 likes · 18 min read
How Retail Companies Can Master Digital Transformation: Stages, Strategies, and Practical Steps
Beike Product & Technology
Beike Product & Technology
Aug 7, 2020 · R&D Management

Design and Implementation of a Quality Score Model for the Beike Transaction Platform

This article explains why a quality‑score model was created, reviews industry quality‑measurement practices, describes how key indicators were selected and weighted, outlines the calculation formula, and shares the implementation approach and observed benefits for improving product quality and risk control.

Data-drivenR&D managementSoftware quality
0 likes · 8 min read
Design and Implementation of a Quality Score Model for the Beike Transaction Platform
DevOps
DevOps
Jul 8, 2020 · Operations

Design and Implementation of an A/B Evaluation System for Meituan Delivery

This article describes how Meituan's delivery team built a comprehensive A/B testing evaluation platform, covering the motivation for a robust assessment framework, the architecture of the platform with three functional modules, the statistical methods for reliable experiment design, and the practical implementation details that enable data‑driven operational decisions.

A/B testingData-drivenMeituan
0 likes · 20 min read
Design and Implementation of an A/B Evaluation System for Meituan Delivery
Full-Stack Internet Architecture
Full-Stack Internet Architecture
Jun 10, 2020 · Operations

Understanding the “Magic Number” in Sales Operations: Common Pitfalls and Correct Approaches

Sales teams often chase arbitrary “magic numbers” like 100 calls or 100 minutes, mistaking correlation for causation; this article explains the original meaning of magic numbers in user retention analysis, highlights statistical errors, and outlines a data‑driven four‑step process to identify true performance drivers and actionable strategies.

Data-drivenOperationsbusiness metrics
0 likes · 9 min read
Understanding the “Magic Number” in Sales Operations: Common Pitfalls and Correct Approaches
DataFunTalk
DataFunTalk
May 31, 2020 · Big Data

Adaptive Grouping Method for Improving AB Test Allocation Uniformity in Didi's Experiment Platform

This article introduces Didi's adaptive grouping algorithm, which enhances the uniformity of user allocation in AB experiments by replacing traditional complete randomization with a single-pass method that balances observed metrics across groups, and demonstrates its effectiveness through large‑scale experimental results.

AB testingData-drivenDidi
0 likes · 11 min read
Adaptive Grouping Method for Improving AB Test Allocation Uniformity in Didi's Experiment Platform
21CTO
21CTO
May 29, 2020 · Product Management

Unlocking Business Growth with User & Product Profiling: A Practical Guide

This article explains how to build a digital ecosystem using user and product profiling, covering the concepts, motivations, construction methods, and real‑world applications to drive precise marketing, improve product experience, and achieve sustainable business growth.

AnalyticsData-drivenDigital Transformation
0 likes · 20 min read
Unlocking Business Growth with User & Product Profiling: A Practical Guide
Didi Tech
Didi Tech
May 28, 2020 · Artificial Intelligence

Adaptive Grouping Method for AB Testing in Didi’s Experiment Platform

Didi’s AI Lab introduces an Adaptive grouping algorithm for its Apollo AB‑testing platform that allocates users in a single pass using direct and indirect scores, achieving over 95 % balance probability and reducing group imbalance from 14 % (CR) and 2.7 % (RR) to under 0.8 %.

AB testingData-drivenadaptive grouping
0 likes · 11 min read
Adaptive Grouping Method for AB Testing in Didi’s Experiment Platform
DataFunTalk
DataFunTalk
May 13, 2020 · Artificial Intelligence

Designing and Scaling Recommendation Systems for Cross‑border E‑commerce Growth

This article shares the author’s experience at Club Factory, describing the business model, growth challenges, macro‑ and micro‑level analysis, and detailed technical breakdowns of recommendation system components—including recall, ranking, user interest modeling, evaluation metrics, and ecosystem considerations—to guide scalable e‑commerce growth.

Data-drivene‑commercegrowth strategy
0 likes · 17 min read
Designing and Scaling Recommendation Systems for Cross‑border E‑commerce Growth
Suning Technology
Suning Technology
Apr 26, 2020 · Big Data

How Data Is Redefining Retail: From Online‑Offline Fusion to C2M Growth

Amid the rapid rise of the digital economy, China now treats data as a new production factor, driving innovations such as 5G, AI, and big-data-enabled retail, where companies like Suning integrate online and offline channels, leverage C2M models, and boost efficiency through data-driven operations.

Big DataC2MChina
0 likes · 7 min read
How Data Is Redefining Retail: From Online‑Offline Fusion to C2M Growth
DataFunTalk
DataFunTalk
Apr 7, 2020 · Product Management

Design and Implementation of an A/B Testing System for Data Product Managers

This article explains the core modules of an A/B testing system, details a step‑by‑step design workflow using an internet‑finance example, and highlights key design principles such as scientific traffic allocation, sufficient data, rigorous statistical analysis, and continuous iteration for data‑driven product optimization.

A/B testingAnalyticsData-driven
0 likes · 24 min read
Design and Implementation of an A/B Testing System for Data Product Managers
Programmer DD
Programmer DD
Dec 11, 2019 · Big Data

Big Data Architecture Secrets: Storage-Compute Separation & Spark in Action

This article explores how enterprises can tackle the explosive growth of data by adopting modern big‑data architectures, including storage‑compute separation, data‑driven workflows, risk‑control frameworks, and real‑world Spark optimizations, offering practical guidance for scalable, high‑performance analytics.

Big DataData ArchitectureData-driven
0 likes · 12 min read
Big Data Architecture Secrets: Storage-Compute Separation & Spark in Action
21CTO
21CTO
Oct 28, 2019 · Operations

What Keeps Aviation IT Safe? Lessons from System Design and Data‑Driven Ops

The article reflects on the challenges of modernizing aviation IT systems, highlighting safety‑first regulations, the lack of plug‑in architecture, the need for robust load‑balancing and fault‑tolerance, and how data‑driven automation can bridge the gap between strict oversight and efficient operations.

Data-drivenOperationsaviation
0 likes · 13 min read
What Keeps Aviation IT Safe? Lessons from System Design and Data‑Driven Ops
DataFunTalk
DataFunTalk
Sep 10, 2019 · Big Data

Why We Should Ride the Big Data Carriage: Business Perspectives on Data Growth and Machine Learning

The article explains why businesses must embrace the rapid, non‑linear growth of data and machine‑learning technologies, illustrating how data volume and richer information can drive exponential business value, improve competitiveness, and create sustainable positive feedback loops across various industry scenarios.

AIBig DataBusiness strategy
0 likes · 13 min read
Why We Should Ride the Big Data Carriage: Business Perspectives on Data Growth and Machine Learning
Suning Technology
Suning Technology
Aug 2, 2019 · Big Data

How SuNing Uses Big Data to Revolutionize Retail Supply Chains

At the 15th China (Nanjing) International Software Expo, SuNing's VP shared how the company applies big‑data analytics, the C2M model, and flexible manufacturing to personalize retail experiences, bridge online‑offline gaps, and drive data‑driven product development and supply‑chain efficiency.

Big DataC2MData-driven
0 likes · 9 min read
How SuNing Uses Big Data to Revolutionize Retail Supply Chains
Efficient Ops
Efficient Ops
May 28, 2019 · Operations

How Data Drives DevOps Innovation at Qunar: A Metrics-Based Journey

Senior Director Wang Xiaoxiang of Qunar shares how a data‑centric, metrics‑driven DevOps approach transformed the company's engineering efficiency, detailing Qunar’s measurement model, indicator definitions, technology choices, results, and strategies for leveraging metrics to continuously improve the software delivery lifecycle.

Continuous DeliveryData-drivenEngineering Efficiency
0 likes · 3 min read
How Data Drives DevOps Innovation at Qunar: A Metrics-Based Journey
Youzan Coder
Youzan Coder
May 8, 2019 · R&D Management

Leveraging Leverage Points to Boost Team Performance and Core Employee Capability

The talk explains how Youzan’s rapidly expanding 1,000‑engineer tech group can regain speed and quality by applying three classic management principles—flow value, hole theory, and leverage points—to focus early on a small core of 50 high‑capability staff through training, mentorship, metrics, dedicated support teams, delegated authority, and clear architect versus technical‑leader roles.

Data-drivenR&D leadershipperformance improvement
0 likes · 12 min read
Leveraging Leverage Points to Boost Team Performance and Core Employee Capability
网易UEDC
网易UEDC
Apr 1, 2019 · Product Management

How Data, Readability, and Emotion Drive Banner Ad Success

This article examines banner advertising from a user‑centric perspective, exploring how data‑driven analysis, clear readability, and emotional design combine to improve precision, comprehension, and click‑through rates, ultimately guiding designers to create more effective promotional visuals.

Data-drivenUser experiencebanner design
0 likes · 8 min read
How Data, Readability, and Emotion Drive Banner Ad Success
Mafengwo Technology
Mafengwo Technology
Feb 18, 2019 · Backend Development

How We Built a Data‑Driven Automated Reconciliation Test Platform for Hotel Finance

This article explains how a hotel finance team tackled multi‑source, high‑volume reconciliation challenges by creating a Java‑based, data‑driven automated testing platform using Maven, TestNG, and Apache POI, improving efficiency, accuracy, and maintainability while outlining the framework architecture and future enhancements.

Apache POIAutomated TestingBackend testing
0 likes · 8 min read
How We Built a Data‑Driven Automated Reconciliation Test Platform for Hotel Finance
Efficient Ops
Efficient Ops
Dec 18, 2018 · Operations

Why Visualization Is the Core of Modern Operations Automation

The article explains how visualizing both service delivery and service metrics transforms large‑scale operations into agile, data‑driven DevOps practices, emphasizing automated packaging, continuous delivery, and unified dashboards to improve efficiency, consistency, and fault‑tolerance.

Data-drivenService Deliveryvisualization
0 likes · 10 min read
Why Visualization Is the Core of Modern Operations Automation
360 Quality & Efficiency
360 Quality & Efficiency
Dec 7, 2018 · Backend Development

Extending JUnit4 to Build a Custom API Automation Testing Framework

The article explains how to extend the JUnit4 framework to create a customizable API automation testing solution by detailing its architecture, data‑driven design with Excel, HTTP request handling, scheduler implementation, and result verification and reporting for efficient regression testing.

Data-drivenapi-testingjava
0 likes · 9 min read
Extending JUnit4 to Build a Custom API Automation Testing Framework
Fangduoduo Tech
Fangduoduo Tech
Nov 10, 2018 · Product Management

How to Build a Data‑Driven Metric System That Powers Product Growth

The article explains why a systematic data‑driven metric framework is essential for product and business decisions, outlines a step‑by‑step method to build baseline metrics using business‑story logic, introduces the AARRR pirate‑metrics model, and shares practical tips for continuous monitoring, iteration, and scaling of metric systems.

AARRRBusiness AnalyticsData-driven
0 likes · 16 min read
How to Build a Data‑Driven Metric System That Powers Product Growth
360 Tech Engineering
360 Tech Engineering
Oct 15, 2018 · Frontend Development

Mastering Front‑End Frameworks: Prioritizing Features Over Syntax

This article uses a sword metaphor to explain why front‑end engineers should focus on the underlying features of frameworks—such as declarative, data‑driven rendering and component architecture—rather than getting trapped by syntax differences, helping beginners and experienced developers choose and transition between stacks more effectively.

ComponentData-drivenDeclarative
0 likes · 12 min read
Mastering Front‑End Frameworks: Prioritizing Features Over Syntax
Hulu Beijing
Hulu Beijing
Jun 26, 2018 · Operations

How Hulu Optimizes Video QoS: Adaptive Bitrate Strategies and Real‑World Insights

This article explains Hulu's comprehensive approach to streaming quality optimization, covering the video system architecture, business model, the distinction between QoS and QoE, key performance metrics, adaptive bitrate algorithms, data‑driven workflows, offline validation, online A/B testing, and the measurable improvements achieved across multiple platforms.

AB testingData-drivenQoS
0 likes · 25 min read
How Hulu Optimizes Video QoS: Adaptive Bitrate Strategies and Real‑World Insights
21CTO
21CTO
Sep 22, 2017 · Big Data

Why Big Data Is Driving the Next Technological Revolution

Big data’s explosive growth, fueled by the internet and massive data collection, has transformed AI methods, reshaped industries, and sparked a new intelligent revolution by turning uncertainty into actionable insight, illustrating how data volume, multidimensionality, and completeness fundamentally change technology and business models.

Data-driveninformation theorytechnology revolution
0 likes · 23 min read
Why Big Data Is Driving the Next Technological Revolution
Alibaba Cloud Developer
Alibaba Cloud Developer
Aug 22, 2017 · Databases

How Alibaba’s CloudDBA Transforms Database Optimization with AI and Automation

This article details Alibaba's CloudDBA system, explaining its business and user demands, architecture layers, SQL and space optimization techniques, data‑driven decision making, and ongoing AI‑based intelligent optimization research, illustrating how large‑scale database services are automated and self‑service for developers.

Data-drivenDatabase OptimizationIntelligent Diagnostics
0 likes · 24 min read
How Alibaba’s CloudDBA Transforms Database Optimization with AI and Automation
Didi Tech
Didi Tech
May 22, 2017 · Product Management

Understanding A/B Testing and Gradual Release with Didi’s Apollo Platform

Didi’s Apollo platform combines A/B testing with gradual (gray) release, letting product teams safely roll out new features to targeted user segments, monitor key metrics, and apply best‑practice guidelines—such as isolating variables, pre‑defining metrics, controlling duration, random grouping, and confidence analysis—to achieve statistically significant, data‑driven improvements across thousands of weekly releases.

A/B testingData-drivenDidi
0 likes · 9 min read
Understanding A/B Testing and Gradual Release with Didi’s Apollo Platform