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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.

KPIsdata-drivendecision making
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
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.

AIVuedata-driven
0 likes · 13 min read
Data‑Driven Front‑End Development: Embracing a New Paradigm in the AI Era
IT Architects Alliance
IT Architects Alliance
Dec 24, 2024 · Artificial Intelligence

Data‑Driven and AI‑Driven IT Architecture: Foundations, Transformations, and Enterprise Strategies

The article explains how data‑driven and AI‑driven approaches reshape IT architecture by enhancing data processing, enabling intelligent decision‑making, promoting automation, and requiring elastic, scalable designs, while offering practical guidance for enterprise transformation, technology selection, talent development, and data governance.

AICloud ComputingEnterprise Transformation
0 likes · 18 min read
Data‑Driven and AI‑Driven IT Architecture: Foundations, Transformations, and Enterprise Strategies
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.

AILLMagent
0 likes · 24 min read
From Concept to Deployment: The Evolution of 1688’s AI Purchasing Assistant “Yuanbao”
DataFunSummit
DataFunSummit
Nov 24, 2024 · Artificial Intelligence

AI-Driven Forecasting in Modern Supply Chains: Methods, Models, and Practical Guidance

The article explains how modern supply chain forecasting has shifted from qualitative expert judgment to quantitative AI-driven methods such as DeepAR, ensemble learning, and Transformers, and outlines the skills needed for practitioners to build effective predictive models.

AIDeepARTransformer
0 likes · 10 min read
AI-Driven Forecasting in Modern Supply Chains: Methods, Models, and Practical Guidance
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.

AB testinganalyticsdata-driven
0 likes · 16 min read
User Growth Strategies: From Information Management to a Data‑Driven Flywheel
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 testingR&D managementdata-driven
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.

KPIR&D managementSaaS
0 likes · 12 min read
Building a Metric System for SaaS Technical Management
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.

Metricsbig datacausal inference
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.

Forumanti-cheatdata-driven
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.

AICIOarchitecture
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.

AwardsCEOFAST
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 testingByteDanceExperimentation
0 likes · 25 min read
ByteDance's A/B Testing Practices: Methodology, Platform, and Real‑World Cases
DataFunSummit
DataFunSummit
Aug 6, 2023 · Product Management

ByteDance’s A/B Testing Practices: Theory, Cases, and Platform Overview

This article explains why A/B testing is considered the gold standard for causal inference, shares ByteDance’s extensive internal experimentation practices and case studies, describes the Volcano Engine experiment platform architecture, and outlines the step‑by‑step process for launching reliable A/B experiments.

A/B testingByteDanceExperimentation
0 likes · 26 min read
ByteDance’s A/B Testing Practices: Theory, Cases, and Platform Overview
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 testingbest practicescase studies
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.

Front-endcareerdata-driven
0 likes · 20 min read
Reflections on a Decade of Front-End Development at Taobao