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Digital Planet
Digital Planet
May 15, 2026 · Industry Insights

Why Wuliangye’s Digital Banquet Boosted Customer Growth 139% Amid Market Downturn

Amid a 90% drop in banquet bookings during the May Day period, Wuliangye adopted a SaaS‑based digital banquet system that links brands, distributors, stores, hosts and consumers through QR codes and mini‑programs, creating tiered incentives, transparent cost flows and real‑time data loops that drove a 139% increase in customer acquisition while solving traditional pain points of paper registration, channel fee leakage and blind brand decisions.

Customer AcquisitionData AnalyticsDigital Marketing
0 likes · 12 min read
Why Wuliangye’s Digital Banquet Boosted Customer Growth 139% Amid Market Downturn
Digital Planet
Digital Planet
Apr 28, 2026 · Industry Insights

How to Eliminate Cap Fraud and Data Blind Spots in White‑Label Beverages for Under ¥100k

This article analyzes the twin challenges of cap fraud and opaque terminal data faced by low‑budget white‑label beverage brands, explains why heavyweight five‑code solutions are unsuitable, and presents a sub‑¥100,000 lightweight one‑code system with step‑by‑step deployment, flexible marketing modes, and a real‑world case study showing cost savings, data accuracy, and sales uplift.

Data AnalyticsDigital Transformationcap fraud
0 likes · 14 min read
How to Eliminate Cap Fraud and Data Blind Spots in White‑Label Beverages for Under ¥100k
Digital Planet
Digital Planet
Apr 27, 2026 · Industry Insights

Why 90% of One‑Code‑Per‑Item Budgets Fail: 4 Core Pain Points and a 3‑Step Pilot Blueprint

The article reveals how fast‑moving consumer goods brands waste up to 90% of their digital budgets by treating one‑code‑per‑item merely as an anti‑counterfeit label, outlines four fundamental obstacles that block value creation, and presents a three‑step, low‑cost pilot framework to transform the technology into a full‑chain growth engine.

Data AnalyticsDigital MarketingFMCG
0 likes · 15 min read
Why 90% of One‑Code‑Per‑Item Budgets Fail: 4 Core Pain Points and a 3‑Step Pilot Blueprint
Digital Planet
Digital Planet
Apr 13, 2026 · Industry Insights

Why Traditional Stockpiling Is Killing China’s Liquor Market – The Digital Turn in 2026

The first quarter of 2026 shows a paradox in China’s liquor sector where overall profits fell sharply while production rose, exposing a structural shift from channel‑driven to consumer‑driven growth, and highlighting digital transformation as the critical path for surviving the industry’s deep‑down clearing phase.

ChinaData AnalyticsDigital Transformation
0 likes · 11 min read
Why Traditional Stockpiling Is Killing China’s Liquor Market – The Digital Turn in 2026
Digital Planet
Digital Planet
Mar 31, 2026 · Industry Insights

How to Stop Promotional Fee Leakage in FMCG: A Practical Tech‑Data‑Rule Blueprint

This article analyzes why millions in FMCG promotional budgets are siphoned by channel intermediaries, examines the structural and technical flaws enabling the abuse, and presents a three‑layer defense—technology, data, and rules—plus a phased implementation roadmap for channel directors to regain control and ensure every rebate reaches the end consumer.

Data AnalyticsDigital MarketingFMCG
0 likes · 15 min read
How to Stop Promotional Fee Leakage in FMCG: A Practical Tech‑Data‑Rule Blueprint
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.

BeverageData AnalyticsDigital Transformation
0 likes · 11 min read
How Digitalization Is Transforming Closed‑Scene Beverage Channels
DataFunSummit
DataFunSummit
Jan 4, 2026 · Artificial Intelligence

How Ant Group’s DeepInsight Boosted Text‑to‑SQL Accuracy by 46% with an AI‑Driven Evaluation Framework

This article details Ant Group’s DeepInsight intelligent evaluation system for Chinese Text‑to‑SQL, describing the AI‑BI background, challenges of existing benchmarks, a feature‑annotated evaluation design, automated dataset generation, experimental results showing a 46% accuracy gain and 71% reduction in failure rate, and future research directions.

AIData AnalyticsLarge Language Models
0 likes · 13 min read
How Ant Group’s DeepInsight Boosted Text‑to‑SQL Accuracy by 46% with an AI‑Driven Evaluation Framework
Big Data Tech Team
Big Data Tech Team
Oct 20, 2025 · Product Management

How to Build a Closed‑Loop Growth Metric System for Video Apps

This guide explains how to build a closed‑loop growth metric system and applies it to a video app, detailing metric design, data collection, analysis, hypothesis testing, validation, and deployment of optimization strategies to improve content submission rates.

Data AnalyticsVideo Appgrowth analysis
0 likes · 5 min read
How to Build a Closed‑Loop Growth Metric System for Video Apps
DataFunSummit
DataFunSummit
Aug 30, 2025 · Artificial Intelligence

How Tencent’s DEA‑SQL Revolutionizes Text‑to‑SQL for Intelligent BI

This article systematically presents Tencent PGC's Text‑to‑SQL research, detailing the DEA‑SQL framework, its agent‑based architecture, extensive experiments on benchmark datasets, and real‑world deployment in the OlaChat intelligent BI product, highlighting performance gains and practical capabilities.

Agent ArchitectureDEA-SQLData Analytics
0 likes · 20 min read
How Tencent’s DEA‑SQL Revolutionizes Text‑to‑SQL for Intelligent BI
Yuantong Information Technology
Yuantong Information Technology
Aug 20, 2025 · Operations

How a Smart Assistant Turned a Chaotic Courier Hub into a High‑Performance Leader

A Chinese courier hub handling 70,000 parcels daily struggled with low service scores, but after deploying a data‑driven "Site Manager Intelligent Assistant" that pushes responsibility, metrics, and corrective actions to managers, its KPIs surged from a 30‑point rating to over 80, dramatically improving efficiency and customer satisfaction.

AI AssistantData AnalyticsDigital Transformation
0 likes · 4 min read
How a Smart Assistant Turned a Chaotic Courier Hub into a High‑Performance Leader
StarRocks
StarRocks
May 13, 2025 · Artificial Intelligence

How StarRocks MCP Server Enables LLMs to Query Databases Without Custom Plugins

StarRocks MCP Server provides a universal adapter that lets large language models like Claude, OpenAI, and Gemini execute SQL queries directly against StarRocks, simplifying data Q&A, intelligent analysis, and automated reporting by eliminating the need for bespoke plugins or complex prompt engineering.

AI agentsData AnalyticsLLM
0 likes · 14 min read
How StarRocks MCP Server Enables LLMs to Query Databases Without Custom Plugins
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Apr 22, 2025 · Operations

How a Real SCM System Automates Procurement, Warehouse, and Logistics to Eliminate Manual Work

This article explains why many companies struggle with fragmented supply‑chain processes, outlines the three essential capabilities of a truly effective SCM system—smooth workflow, node monitoring, and data persistence—and details how such a system can transform procurement, warehousing, logistics, cross‑department collaboration, and data analysis into an automated, data‑driven operation.

Data AnalyticsOperationsSCM
0 likes · 9 min read
How a Real SCM System Automates Procurement, Warehouse, and Logistics to Eliminate Manual Work
Big Data Tech Team
Big Data Tech Team
Apr 20, 2025 · Industry Insights

Essential Skills & Tech Stacks for Every Data Team Role

This guide breaks down the main positions in a data team— from data development and analysis engineers to product managers and operations specialists—detailing each role’s key responsibilities, essential skill sets, and the typical technology stack they rely on.

Big DataData Analyticsdata engineering
0 likes · 7 min read
Essential Skills & Tech Stacks for Every Data Team Role
DataFunSummit
DataFunSummit
Apr 16, 2025 · Artificial Intelligence

ChatBI: NetEase’s AI‑Powered Business Intelligence Platform – Architecture, Capabilities, and Real‑World Applications

This article introduces ChatBI, NetEase’s AI‑driven BI solution, detailing its product architecture, the opportunities and challenges AI brings to data analysis, the underlying NL2SQL model, performance‑optimizing techniques such as materialized views, open integration capabilities, and several enterprise deployment cases.

AIBusiness IntelligenceChatbot
0 likes · 21 min read
ChatBI: NetEase’s AI‑Powered Business Intelligence Platform – Architecture, Capabilities, and Real‑World Applications
DataFunTalk
DataFunTalk
Jan 29, 2025 · Artificial Intelligence

ChatBI: NetEase AI‑Powered Business Intelligence Platform – Architecture, Technology, and Real‑World Applications

This article introduces ChatBI, NetEase’s AI‑driven BI solution that combines large‑model capabilities with traditional data analytics, detailing its product features, AI‑enabled opportunities and challenges, the underlying NL2SQL model, technical architecture, performance optimizations such as materialized views, open APIs, and several enterprise deployment cases.

AIBIData Analytics
0 likes · 21 min read
ChatBI: NetEase AI‑Powered Business Intelligence Platform – Architecture, Technology, and Real‑World Applications
DataFunSummit
DataFunSummit
Jan 26, 2025 · Artificial Intelligence

ChatBI in Automotive Enterprises: Challenges, Architecture, and Implementation

This article examines the rise of ChatBI in automotive companies, outlining current BI challenges, the five “no” and five “difficulties” issues, the motivations for adopting ChatBI, its evolving architecture, and practical implementation steps to achieve data‑driven decision making.

AIBusiness IntelligenceChatBI
0 likes · 17 min read
ChatBI in Automotive Enterprises: Challenges, Architecture, and Implementation
JD Tech Talk
JD Tech Talk
Dec 13, 2024 · Databases

An Introduction to ClickHouse: Columnar Storage, Features, and Use Cases

This article introduces ClickHouse, an open‑source column‑oriented distributed database, explaining its columnar storage model, key performance and scalability features, rich analytical capabilities, and the scenarios where it excels or falls short in big‑data processing.

Big DataColumnar DatabaseData Analytics
0 likes · 6 min read
An Introduction to ClickHouse: Columnar Storage, Features, and Use Cases
JD Cloud Developers
JD Cloud Developers
Dec 13, 2024 · Databases

Why ClickHouse Is Revolutionizing Big Data Analytics with Columnar Storage

ClickHouse, an open‑source column‑oriented distributed database from Yandex, offers high performance, efficient compression, vectorized execution, and scalable architecture, making it ideal for large‑scale analytics, log processing, monitoring, and data warehousing, while noting its limitations in transactions and strong consistency.

Columnar DatabaseData Analyticsclickhouse
0 likes · 5 min read
Why ClickHouse Is Revolutionizing Big Data Analytics with Columnar Storage
DataFunSummit
DataFunSummit
Nov 18, 2024 · Artificial Intelligence

Intelligent Data Analysis: Agent Architecture Combined with Semantic Layer for Product Implementation

This article explores how large‑model technologies can address data analysis challenges by introducing an Agent‑based architecture integrated with a semantic layer, detailing design principles, optimization paths, technical implementation, real‑world retail case studies, product design considerations, and future directions for intelligent analytics.

AIAgent ArchitectureBusiness Intelligence
0 likes · 22 min read
Intelligent Data Analysis: Agent Architecture Combined with Semantic Layer for Product Implementation
Efficient Ops
Efficient Ops
Nov 11, 2024 · Operations

Proactive Service in IT Operations: Boost Stability, Cut Costs, Gain Edge

This article examines the pivotal role of proactive service in modern IT operations, contrasting it with passive approaches, and outlines key strategies—including data analytics, automation, user feedback, and emerging technologies like AI and cloud—to enhance system stability, reduce costs, and strengthen competitive advantage.

Artificial IntelligenceData AnalyticsIT Operations
0 likes · 16 min read
Proactive Service in IT Operations: Boost Stability, Cut Costs, Gain Edge
DataFunSummit
DataFunSummit
Nov 10, 2024 · Artificial Intelligence

Integrating AI into Business Intelligence: Practices, Challenges, and Product Architecture

This article explores how AI technologies are reshaping Business Intelligence by detailing market trends, the vision of intelligent BI, practical implementations such as Text2SQL and AI‑driven visualisation, challenges like accuracy and user experience, and the open‑architecture product design exemplified by Tencent's OlaChat platform.

AIBusiness IntelligenceData Analytics
0 likes · 16 min read
Integrating AI into Business Intelligence: Practices, Challenges, and Product Architecture
Baidu Geek Talk
Baidu Geek Talk
Oct 22, 2024 · Big Data

How Baidu’s DATAPILOT Uses NVIDIA RAPIDS to Supercharge SQL Analytics

Baidu’s DATAPILOT platform combines natural‑language interaction with GPU‑accelerated Spark‑RAPIDS to turn complex, multi‑table SQL queries into seconds‑fast results, boosting ad‑revenue analysis efficiency by up to five‑fold while reducing infrastructure costs.

Apache SparkBaiduBig Data
0 likes · 10 min read
How Baidu’s DATAPILOT Uses NVIDIA RAPIDS to Supercharge SQL Analytics
ByteDance Data Platform
ByteDance Data Platform
Aug 27, 2024 · Artificial Intelligence

AI-Driven BI: Achieving Zero-Barrier Data Access and Smart Insights

This article traces the evolution of business intelligence platforms from early report‑centric tools to modern AI‑enhanced, search‑driven solutions, detailing the architectural layers, high‑performance data analysis design, multi‑level aggregation, hot‑cold data tiering, and large‑model applications that enable zero‑threshold data consumption and intelligent insights.

Artificial IntelligenceBusiness IntelligenceData Analytics
0 likes · 18 min read
AI-Driven BI: Achieving Zero-Barrier Data Access and Smart Insights
Bilibili Tech
Bilibili Tech
Jul 30, 2024 · Industry Insights

How Bilibili Empowers Creators: Tech, Tools, and Growth Strategies

This article analyzes Bilibili's creator service ecosystem, detailing the lifecycle‑based support model, industrial‑scale creation tools, copyright protection mechanisms, growth incentives, and data‑driven feedback systems that together aim to boost creator efficiency, safety, and long‑term success on the platform.

BilibiliData Analyticscontent platform
0 likes · 15 min read
How Bilibili Empowers Creators: Tech, Tools, and Growth Strategies
DataFunSummit
DataFunSummit
Jul 27, 2024 · Cloud Native

Migrating Data‑Intensive Analytics to Cloud‑Native Environments: Cost‑Aware I/O Optimization Insights from Uber Presto

This whitepaper examines the industry trend of moving data‑intensive analytics workloads to cloud‑native platforms, revealing how cloud storage’s unique cost model demands finer‑grained I/O optimization, illustrated through an empirical case study of Uber’s Presto production environment and its fragmented access patterns.

Cost ModelData AnalyticsI/O optimization
0 likes · 3 min read
Migrating Data‑Intensive Analytics to Cloud‑Native Environments: Cost‑Aware I/O Optimization Insights from Uber Presto
DataFunSummit
DataFunSummit
Jun 22, 2024 · Cloud Native

Optimizing I/O for Data-Intensive Analytics in Cloud-Native Environments: Insights from Uber Presto

This whitepaper examines the industry trend of migrating data‑intensive analytics workloads to cloud‑native environments, revealing how cloud storage’s unique cost model demands finer‑grained performance optimization, and presents Uber Presto case‑study findings that expose fragmented I/O patterns and associated financial impacts.

Cloud NativeCost ModelData Analytics
0 likes · 3 min read
Optimizing I/O for Data-Intensive Analytics in Cloud-Native Environments: Insights from Uber Presto
DataFunSummit
DataFunSummit
Jun 8, 2024 · Cloud Native

Optimizing I/O for Data‑Intensive Analytics in Cloud‑Native Environments: Insights from Uber Presto

This whitepaper examines the industry shift of moving data‑intensive analytics to cloud‑native platforms, analyzes how cloud storage cost models affect performance optimization, and presents Uber Presto case‑study findings that reveal fragmented access patterns and the financial impact of traditional I/O strategies in the cloud.

Cloud NativeCost ModelData Analytics
0 likes · 3 min read
Optimizing I/O for Data‑Intensive Analytics in Cloud‑Native Environments: Insights from Uber Presto
DataFunTalk
DataFunTalk
May 11, 2024 · Artificial Intelligence

Data Intelligence Driving Business Growth: Overview of CI, BI, and AI

This presentation explains how data intelligence—through Customer Intelligence, Business Intelligence, and Artificial Intelligence—addresses key data challenges, enhances user profiling, automates analytical insights, and enables conversational data consumption to drive efficient, data‑driven business growth.

Business GrowthBusiness IntelligenceCustomer Intelligence
0 likes · 11 min read
Data Intelligence Driving Business Growth: Overview of CI, BI, and AI
Practical DevOps Architecture
Practical DevOps Architecture
Apr 4, 2024 · Databases

ClickHouse Training Course Overview and Curriculum

This article introduces a comprehensive ClickHouse training program that covers fundamental concepts, architecture, installation, distributed cluster design, data import, performance tuning, and includes a detailed list of 33 video modules and additional recommended reading resources for large‑scale data analytics.

Big DataColumnar DatabaseData Analytics
0 likes · 4 min read
ClickHouse Training Course Overview and Curriculum
DataFunTalk
DataFunTalk
Mar 19, 2024 · Big Data

High‑Performance Vehicle IoT Big Data Platform Solution Based on DolphinDB

This article presents a comprehensive vehicle‑IoT big‑data platform solution that outlines required capabilities, describes a DolphinDB‑based architecture, shares a real‑world case of 1.8 × 10⁸ writes per second, and provides step‑by‑step deployment and query scripts for rapid verification.

Big DataData AnalyticsDolphinDB
0 likes · 18 min read
High‑Performance Vehicle IoT Big Data Platform Solution Based on DolphinDB
DataFunTalk
DataFunTalk
Mar 16, 2024 · Big Data

Performance Optimization Practices for KwaiBI Big Data Analysis Platform

This article introduces KwaiBI, the internal data analysis product of Kuaishou, outlines its five major functional areas, details the performance challenges of large‑scale analytics, and presents a comprehensive set of optimization techniques—including cache warming, query rewriting, materialized acceleration, and the Bleem lake‑house engine—along with future directions and a brief Q&A.

Big DataData AnalyticsKwaiBI
0 likes · 15 min read
Performance Optimization Practices for KwaiBI Big Data Analysis Platform
DataFunSummit
DataFunSummit
Dec 21, 2023 · Artificial Intelligence

The Evolution of AI and Its Challenges and Opportunities in the Data Industry

This article reviews the historical development of artificial intelligence, examines how AI—especially large language models like GPT—can transform data analysis and governance, and outlines the practical challenges, reliability concerns, and future opportunities of integrating AI into the data industry.

Artificial IntelligenceData AnalyticsGPT
0 likes · 8 min read
The Evolution of AI and Its Challenges and Opportunities in the Data Industry
DataFunTalk
DataFunTalk
Dec 3, 2023 · Big Data

NetEase Data: Practices and Architecture of a Metrics Middle Platform

This article presents NetEase Data's end‑to‑end experience in building a metrics middle platform, covering product evolution, the motivations for a unified metrics layer, core technologies such as a logical semantic model, a custom metric query language, engine‑agnostic execution, and future roadmap plans.

Data AnalyticsDataOpsMetrics Platform
0 likes · 12 min read
NetEase Data: Practices and Architecture of a Metrics Middle Platform
Alimama Tech
Alimama Tech
Nov 15, 2023 · Industry Insights

How Alibaba’s Data‑Driven Marketing Drove Record‑Breaking Double 11 Results

The 2023 Tmall Double 11 campaign saw Alibaba’s data‑intelligent tools boost market share to 63.14%, lift GMV by over 6%, and help more than 200 brands achieve double‑digit growth through platforms like ShowMAX, Super Live, and Wanxiang AI, illustrating the power of integrated digital marketing in e‑commerce.

AlibabaData AnalyticsDigital Marketing
0 likes · 11 min read
How Alibaba’s Data‑Driven Marketing Drove Record‑Breaking Double 11 Results
DataFunTalk
DataFunTalk
Apr 6, 2023 · Product Management

Designing and Implementing a Channel Data Product for Growth

This article explains why channel data products are needed, outlines the stages of growth business, describes how to design and implement a channel data product—including its architecture, database schema, and operational workflow—and concludes with a practical summary and Q&A.

Business IntelligenceData AnalyticsData Architecture
0 likes · 11 min read
Designing and Implementing a Channel Data Product for Growth
JD Tech
JD Tech
Mar 30, 2023 · Mobile Development

XView Platform Architecture Upgrade and Implementation Guide

This article introduces the XView one‑stop app pop‑up management platform, detailing its architecture upgrade, building workflow, mutual‑exclusion management, pre‑loading enhancements, page management, low‑cost integration, data center capabilities, current status, future roadmap, and practical case studies.

App Pop-upData AnalyticsMobile Development
0 likes · 11 min read
XView Platform Architecture Upgrade and Implementation Guide
Bilibili Tech
Bilibili Tech
Mar 24, 2023 · Big Data

Design and Implementation of Bilibili's Event Tracking (埋点) Analysis Platform

Bilibili’s unified event‑tracking platform now manages over 120,000 definitions and ingests billions of daily events, guiding product, operation and marketing decisions through a full‑lifecycle framework—design, collection, testing, storage, and analysis—while leveraging a Spmid naming scheme, protobuf models, ClickHouse for sub‑second queries, and visual dashboards, with future plans for dynamic TTL, automated DWD tables, and deeper AB‑testing integration.

Data AnalyticsSoftware Architectureevent tracking
0 likes · 14 min read
Design and Implementation of Bilibili's Event Tracking (埋点) Analysis Platform
Model Perspective
Model Perspective
Feb 13, 2023 · Big Data

Optimizing Port Data & Analytics: A Maturity Model for Competitive Edge

This paper presents a comprehensive framework for assessing and enhancing the maturity of data and analytics (D&A) systems in port logistics, combining fuzzy comprehensive evaluation, EWM‑AHP weighting, linear programming, system dynamics, and network analysis to guide strategic investments and improve operational confidence.

Data AnalyticsEWM-AHPMaturity Model
0 likes · 15 min read
Optimizing Port Data & Analytics: A Maturity Model for Competitive Edge
DataFunTalk
DataFunTalk
Jan 27, 2023 · Big Data

User Profiling: Development Process and Applications in Data Intelligence

The article explains how user profiling—labeling user habits, behaviors, and attributes—has become essential for refined user operations, outlines a step‑by‑step development workflow, and highlights its role in personalized recommendation, precise advertising, and intelligent marketing within the big‑data ecosystem.

Data AnalyticsTaggingpersonalization
0 likes · 4 min read
User Profiling: Development Process and Applications in Data Intelligence
21CTO
21CTO
Jan 7, 2023 · Big Data

How WeChat’s WeAnalysis Powers Scalable User Segmentation with Big Data Architecture

This article explains the design and implementation of WeChat's WeAnalysis image system, covering its basic tag and user‑group modules, multi‑source data ingestion, ETL processing, storage choices such as TDSQL and ClickHouse, bitmap handling, query performance, and service APIs for flexible, high‑performance user segmentation.

Data AnalyticsSparkUser Segmentation
0 likes · 20 min read
How WeChat’s WeAnalysis Powers Scalable User Segmentation with Big Data Architecture
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Dec 22, 2022 · Backend Development

NetEase Cloud Music Tracking Management Platform: Architecture and Implementation Practices

NetEase Cloud Music’s tracking management platform, built on the Dawn Tracking solution, provides a unified, version‑controlled system for client‑side data events that automates code generation, real‑time validation, change visualization, and automatic rebasing, while supporting bridge‑mode integration and aiming to extend into server‑side and hybrid tracking.

Data AnalyticsNetEase Cloud MusicR&D platform
0 likes · 9 min read
NetEase Cloud Music Tracking Management Platform: Architecture and Implementation Practices
Architects Research Society
Architects Research Society
Nov 7, 2022 · Fundamentals

Understanding IoT Platforms: A Non‑Technical Overview

This article explains what IoT platforms are, outlines the four essential components of a complete IoT system, describes the functions and benefits of IoT platforms, and offers guidance on when businesses should adopt them, all in plain, non‑technical language.

Data AnalyticsIoTIoT Platform
0 likes · 8 min read
Understanding IoT Platforms: A Non‑Technical Overview
AntTech
AntTech
Aug 28, 2022 · Databases

Insights from the Beijing Graph Computing Seminar: Industry‑Academia Collaboration and Future Directions

The Beijing seminar co‑hosted by MIT Technology Review China and Ant Group highlighted the rapid rise of graph computing, discussed academic‑industry cooperation models, explored research hotspots such as distributed graph platforms and AI‑driven graph pre‑training, and examined practical challenges and future prospects for graph databases across sectors.

Artificial IntelligenceData AnalyticsIndustry-Academia Collaboration
0 likes · 13 min read
Insights from the Beijing Graph Computing Seminar: Industry‑Academia Collaboration and Future Directions
ITPUB
ITPUB
Jul 2, 2022 · Fundamentals

How Vivo Built an Intelligent Gray‑Release Data System for Faster, Scientific Game Updates

This article details Vivo Game Center's end‑to‑end intelligent gray‑release data framework—covering experiment design, statistical methods, data models, and automated product solutions—to ensure scientific version evaluation, accelerate project timelines, and quickly close the gray‑testing loop.

A/B testingData AnalyticsRoot Cause Analysis
0 likes · 16 min read
How Vivo Built an Intelligent Gray‑Release Data System for Faster, Scientific Game Updates
HomeTech
HomeTech
Jun 14, 2022 · Mobile Development

Design and Implementation of an App Event Tracking Visualization Tool for Mobile Applications

This article presents a comprehensive case study of a mobile app event‑tracking visualization system that aggregates tracking data, intercepts app events via an AOP‑based interceptor, visualizes real‑time event information and conversion‑rate heatmaps, and demonstrates significant efficiency gains for product, operations, and development teams.

App DevelopmentData Analyticsevent visualization
0 likes · 10 min read
Design and Implementation of an App Event Tracking Visualization Tool for Mobile Applications
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 18, 2022 · Big Data

Overview of Meituan Merchant Version Data Metrics System

This article provides a comprehensive overview of Meituan's merchant platform data metric system, detailing its five main modules—overview, business, traffic, customer, and product—along with competitor analysis and actionable insights for merchants to improve operations and growth.

Big DataData AnalyticsMeituan
0 likes · 11 min read
Overview of Meituan Merchant Version Data Metrics System
JD Retail Technology
JD Retail Technology
Mar 31, 2022 · Industry Insights

How Data‑Driven Omni‑Channel Marketing Can Revive Offline ROI

The article analyzes the shortcomings of traditional offline advertising, proposes a data‑empowered omni‑channel marketing model that combines online consumer signals with spatial POI data, demonstrates its application with a case study, and outlines direct and indirect metrics for evaluating campaign effectiveness.

Consumer InsightsData AnalyticsMarketing ROI
0 likes · 15 min read
How Data‑Driven Omni‑Channel Marketing Can Revive Offline ROI
JD Retail Technology
JD Retail Technology
Feb 28, 2022 · Operations

JD Retail Technology’s Spring Festival Gala Red Envelope Project: Architecture, High‑Concurrency Operations, and Data‑Driven Innovations

The article details how JD Retail Technology tackled the Spring Festival Gala red‑envelope challenge by leveraging a highly elastic cloud platform, PaaS architecture, real‑time data analytics, and sophisticated risk‑control mechanisms to handle unprecedented traffic without adding new hardware, offering valuable insights for large‑scale retail operations.

Data AnalyticsRetail Technologycloud computing
0 likes · 13 min read
JD Retail Technology’s Spring Festival Gala Red Envelope Project: Architecture, High‑Concurrency Operations, and Data‑Driven Innovations
dbaplus Community
dbaplus Community
Jan 26, 2022 · Big Data

Why Does Elasticsearch Aggregate Faster with Fewer Terms? Uncover the Secrets

This article examines a real‑world Elasticsearch cluster handling hundreds of terabytes, explains why high‑cardinality aggregations can be slower, and shows how setting execution_hint=map and tuning doc_values dramatically improves aggregation performance for ultra‑high‑concurrency workloads.

Big DataData AnalyticsElasticsearch
0 likes · 12 min read
Why Does Elasticsearch Aggregate Faster with Fewer Terms? Uncover the Secrets
DataFunTalk
DataFunTalk
Jan 16, 2022 · Big Data

Time Series Database Capabilities and Application Scenarios in IoT, Smart Cities, and Edge Computing

This article explains the fundamentals of time‑series data, outlines the architecture and core technical advantages of Baidu Cloud's TSDB, and demonstrates how the database powers IoT, smart‑city, industrial, power‑grid, and autonomous‑driving use cases through multi‑level storage, distributed query optimization, and edge‑cloud integration.

Big DataData AnalyticsEdge Computing
0 likes · 11 min read
Time Series Database Capabilities and Application Scenarios in IoT, Smart Cities, and Edge Computing
Architects' Tech Alliance
Architects' Tech Alliance
Jan 9, 2022 · Cloud Computing

Hybrid Cloud Application Scenarios Whitepaper (2021)

The 2021 Hybrid Cloud Whitepaper explains the definition, major vendor solutions, and five key use‑case scenarios—load scheduling, disaster recovery, hybrid deployment, DevOps, and data analytics—illustrating how enterprises can leverage mixed public, private, and edge clouds to meet diverse business requirements.

Data AnalyticsDevOpscloud architecture
0 likes · 16 min read
Hybrid Cloud Application Scenarios Whitepaper (2021)
Python Crawling & Data Mining
Python Crawling & Data Mining
Nov 16, 2021 · Product Management

How to Build a Universal Data Indicator System for Business Success

This article explains how data can empower business decisions, outlines a seven‑step workflow for constructing a cross‑departmental data indicator system, and demonstrates the use of OSM, AARRR/UJM, and MECE models to create a universal, hierarchical metric framework applicable to most internet products.

AARRRData AnalyticsIndicator System
0 likes · 9 min read
How to Build a Universal Data Indicator System for Business Success
Alibaba Cloud Developer
Alibaba Cloud Developer
Sep 29, 2021 · R&D Management

How Data‑Driven Ops Boosted Our Front‑End Team’s Code Review Efficiency

By applying data‑driven operations to a rapidly growing front‑end data‑platform team, we defined key metrics, built automated reporting tools, and leveraged monitoring and analytics to uncover bottlenecks in code review, ultimately improving development efficiency, visibility, and decision‑making across projects.

Code reviewData AnalyticsDevOps
0 likes · 22 min read
How Data‑Driven Ops Boosted Our Front‑End Team’s Code Review Efficiency
DataFunSummit
DataFunSummit
Sep 17, 2021 · Artificial Intelligence

Intelligent Data Assistant for Alibaba Live Streaming: Features, Architecture, and Business Value Validation

This article describes Alibaba's intelligent data assistant for live‑streaming hosts, detailing their real‑time and post‑session reporting tools, AI‑driven insights, system architecture, and a rigorous A/B experiment with Tsinghua University that demonstrates significant sales uplift from real‑time pre‑sale information.

Data Analytics
0 likes · 18 min read
Intelligent Data Assistant for Alibaba Live Streaming: Features, Architecture, and Business Value Validation
DataFunTalk
DataFunTalk
Aug 17, 2021 · Artificial Intelligence

Intelligent Data Assistant for Alibaba Live Streaming: Features, Architecture, and Business Impact

The article describes Alibaba's intelligent data assistant for live streaming, detailing streamer needs, the product's real‑time and post‑live reporting features, AI‑driven insights, the underlying big‑data architecture, and a rigorous experiment that demonstrates significant sales uplift and efficiency gains.

AIData Analyticsexperiment
0 likes · 18 min read
Intelligent Data Assistant for Alibaba Live Streaming: Features, Architecture, and Business Impact
DevOps
DevOps
Aug 9, 2021 · Operations

Microsoft Digital: Internal IT Transformation and Operational Excellence

Microsoft Digital describes how Microsoft’s internal IT organization, renamed from CSEO to Microsoft Digital, drove a comprehensive digital transformation by migrating operations to Azure, adopting cloud‑centric architecture, implementing DevOps, enhancing security, data, and AI capabilities, and aligning vision‑driven priorities to boost productivity, customer focus, and business outcomes.

Data AnalyticsDigital TransformationInformation Security
0 likes · 20 min read
Microsoft Digital: Internal IT Transformation and Operational Excellence
Intelligent Backend & Architecture
Intelligent Backend & Architecture
May 19, 2021 · Big Data

8 Real-World Big Data Analytics Scenarios and Essential Machine Learning Algorithms

This article outlines eight practical big‑data analytics use cases—from product recommendation and pricing to churn prediction—and introduces fundamental machine‑learning algorithms such as linear regression, decision trees, SVM, and random forests that power these applications.

Business IntelligenceData AnalyticsPredictive Modeling
0 likes · 17 min read
8 Real-World Big Data Analytics Scenarios and Essential Machine Learning Algorithms
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Apr 21, 2021 · Big Data

Designing an Industrial Internet Big Data Platform: Key Strategies

This article presents a comprehensive construction plan for an Industrial Internet big data platform, detailing its overall architecture, data acquisition, edge processing, cloud storage, analytics, security measures, and deployment best practices to enable scalable and reliable industrial IoT solutions.

Big DataData AnalyticsIndustrial Internet
0 likes · 1 min read
Designing an Industrial Internet Big Data Platform: Key Strategies
DataFunTalk
DataFunTalk
Mar 12, 2021 · Big Data

Evolution of the Beike Data Platform: From Traditional Real‑Estate Business to Integrated Big Data Solutions

This article shares how Beike, a 20‑year‑old traditional real‑estate company, built and evolved its data platform to support digital transformation, describing the business background, data characteristics, user groups, application scenarios, platform challenges, the Odin analysis platform, data‑as‑asset management, and future directions.

Data AnalyticsData PlatformDigital Transformation
0 likes · 20 min read
Evolution of the Beike Data Platform: From Traditional Real‑Estate Business to Integrated Big Data Solutions
DeWu Technology
DeWu Technology
Mar 4, 2021 · Fundamentals

Dominance Analysis for Attribution in Data Analytics

The article explains that attribution analysis of metric declines requires a quantitative approach, introducing Dominance Analysis—a econometric technique that decomposes regression R² into variable-specific contributions by fitting all subset models, averaging marginal effects, ranking factors, and providing a Python implementation with the dominance‑analysis package illustrated on the Boston Housing dataset.

Data AnalyticsStatistical Modelingattribution
0 likes · 7 min read
Dominance Analysis for Attribution in Data Analytics
TAL Education Technology
TAL Education Technology
Feb 25, 2021 · Databases

ClickHouse Overview: Architecture, Features, Performance, and Practical Use Cases at TAL Education

This article provides a comprehensive overview of ClickHouse, covering its background, core features, columnar storage, vectorized execution engine, table engines, distributed architecture, performance benchmarks, real‑world deployment at TAL Education, monitoring practices, encountered challenges, and future planning.

Big DataColumnar DatabaseData Analytics
0 likes · 18 min read
ClickHouse Overview: Architecture, Features, Performance, and Practical Use Cases at TAL Education
Architects' Tech Alliance
Architects' Tech Alliance
Feb 22, 2021 · Fundamentals

Assessing Digital Maturity and Overcoming Challenges in Enterprise Digital Transformation

The article outlines a comprehensive framework for evaluating enterprise digital maturity across six dimensions, describes the four stages of digital transformation, presents the seven key characteristics of digital enterprises, and offers practical solutions to common obstacles such as talent gaps, unclear goals, and fragmented initiatives.

Data AnalyticsDigital Transformationagile
0 likes · 12 min read
Assessing Digital Maturity and Overcoming Challenges in Enterprise Digital Transformation
360 Smart Cloud
360 Smart Cloud
Feb 9, 2021 · Information Security

Using DNS for Network Measurement and Security Analysis

This article explains how DNS, the Internet's core naming protocol, can be leveraged for large‑scale network measurement and security analysis, covering DNS hijacking metrics, NTP pool observations, passive DNS techniques, and the DNSMon threat‑detection system with practical insights and references.

DNSData AnalyticsThreat Detection
0 likes · 12 min read
Using DNS for Network Measurement and Security Analysis
Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Jan 7, 2021 · Artificial Intelligence

How AI and Cloud Tech Are Revolutionizing Grain Storage Safety in China

The Chinese "Grain Shield" project, led by Beijing University of Posts and Telecommunications, uses AI, deep‑learning and Huawei Cloud services to automatically detect pests and mold in grain silos, dramatically cutting post‑harvest loss, reducing chemical use, and demonstrating a scalable smart‑agriculture solution across dozens of provinces.

AIData AnalyticsSmart Agriculture
0 likes · 12 min read
How AI and Cloud Tech Are Revolutionizing Grain Storage Safety in China
360 Tech Engineering
360 Tech Engineering
Dec 22, 2020 · Information Security

Using DNS for Network Measurement and Security Analysis

This article presents a comprehensive overview of DNS-based network measurement and security analysis, covering DNS fundamentals, hijacking metrics, NTP pool studies, passive DNS applications, and the DNSMon threat‑detection system, highlighting methods, findings, and practical implications for internet security.

DNSData AnalyticsThreat Detection
0 likes · 12 min read
Using DNS for Network Measurement and Security Analysis
Suning Technology
Suning Technology
Dec 17, 2020 · Artificial Intelligence

How AI Powers SuNing’s Unmanned Stores: From Face Detection to Smart Retail

This article outlines SuNing's unmanned store technology, comparing its data-driven, product selection, and customer experience advantages over traditional shops, and detailing AI-powered applications such as face detection, target tracking, image recognition, and 3D reconstruction that enable 24‑hour service, intelligent merchandising, and precise customer analytics.

AIComputer VisionData Analytics
0 likes · 24 min read
How AI Powers SuNing’s Unmanned Stores: From Face Detection to Smart Retail
iQIYI Technical Product Team
iQIYI Technical Product Team
Nov 6, 2020 · Big Data

Recommended Technical Articles: iQiyi Effect Advertising Exploration and Druid Practice

This recommendation highlights two iTech Forum pieces—one detailing iQiyi’s effect advertising exploration and implementation, and another documenting the company’s Druid practice and technical evolution—providing readers with in‑depth case studies, performance insights, and practical guidance for similar large‑scale data and advertising systems.

AdvertisingBig DataData Analytics
0 likes · 1 min read
Recommended Technical Articles: iQiyi Effect Advertising Exploration and Druid Practice
Tencent Cloud Developer
Tencent Cloud Developer
Nov 2, 2020 · Databases

Overview of Tencent TBase: Distributed HTAP Database Architecture and Capabilities

Tencent’s TBase is an enterprise‑grade, PostgreSQL‑based distributed HTAP database that combines strong consistency, high‑concurrency OLTP and high‑performance OLAP within a single cluster, using a GTM‑coordinated two‑phase commit, flexible data distribution, parallel query optimization, and extensive security and scaling features.

Data AnalyticsHTAPTBase
0 likes · 22 min read
Overview of Tencent TBase: Distributed HTAP Database Architecture and Capabilities
Beike Product & Technology
Beike Product & Technology
Oct 14, 2020 · Artificial Intelligence

AI Engineering Architecture Practice Conference

This article introduces a technical conference on AI engineering architecture practices hosted by Beike's AI Technology Center, featuring expert speakers and detailed agenda covering big data platforms, OLAP systems, DMP platforms, recommendation systems, and commercialization algorithms.

AI ConferenceData AnalyticsEngineering Architecture
0 likes · 4 min read
AI Engineering Architecture Practice Conference
UCloud Tech
UCloud Tech
Aug 18, 2020 · Big Data

How Big Data Powered a Dance App’s Explosive Growth: A Real‑World Case Study

This case study details how the Tangdou square‑dance app leveraged big‑data analytics, cloud deployment, and performance testing to solve user‑acquisition, crash‑handling, and operational challenges, ultimately achieving rapid growth and a robust, scalable data‑driven platform.

Data AnalyticsPerformance Testingcase study
0 likes · 9 min read
How Big Data Powered a Dance App’s Explosive Growth: A Real‑World Case Study
Youzan Coder
Youzan Coder
Jun 29, 2020 · R&D Management

How to Digitally Measure R&D Efficiency for Remote Teams

The article outlines a data‑driven framework for measuring R&D, design, product, and other efficiency metrics, showing how remote teams can collect, analyze, and visualize performance data to enable real‑time monitoring, delivery improvement, team planning, and strategic alignment even during disruptive events.

Data AnalyticsDigital TransformationR&D efficiency
0 likes · 9 min read
How to Digitally Measure R&D Efficiency for Remote Teams
Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Jun 5, 2020 · Big Data

Why Serverless Big Data Is the Future of Scalable Analytics

The article traces the evolution from on‑premise relational databases to self‑built Hadoop clusters, cloud‑hosted Hadoop, and finally to semi‑managed and serverless big‑data services, highlighting their advantages, challenges, and the four key pillars—security, elasticity, intelligence, and usability—that will shape the future of serverless big‑data analytics.

Data AnalyticsHadoopcloud computing
0 likes · 10 min read
Why Serverless Big Data Is the Future of Scalable Analytics
Big Data Technology Architecture
Big Data Technology Architecture
May 31, 2020 · Databases

An Overview of ClickHouse: Features, Performance, Use Cases, and Limitations

ClickHouse is a column‑oriented, open‑source OLAP database developed by Yandex that offers high‑compression columnar storage, vectorized execution, and massive read/write throughput, making it ideal for large‑scale analytics while having specific usage scenarios and notable limitations such as lack of true transactions and secondary indexes.

Columnar DatabaseData AnalyticsOLAP
0 likes · 7 min read
An Overview of ClickHouse: Features, Performance, Use Cases, and Limitations
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 SegmentationData AnalyticsMarketing
0 likes · 19 min read
Understanding and Building User and Product Profiles for Data‑Driven Business
58 Tech
58 Tech
May 25, 2020 · Backend Development

ZLog: A Comprehensive Data Collection, Reporting, and Analysis Service for Mobile and PC Platforms

The article introduces ZLog, a unified data‑service solution that offers end‑to‑end collection, reporting, processing, and analysis for mobile (Android/iOS) and PC applications, explains its layered architecture, SDK design, verification of data accuracy, and showcases real‑world applications that improve debugging, security, and user‑behavior insights.

Data AnalyticsMobile Developmentdata collection
0 likes · 11 min read
ZLog: A Comprehensive Data Collection, Reporting, and Analysis Service for Mobile and PC Platforms
Mafengwo Technology
Mafengwo Technology
Feb 20, 2020 · R&D Management

How a Custom PMO System Boosts Development Efficiency and Cuts Management Costs

This article explains how the MaFengWo PMO team built a self‑developed PMO system that centralizes requirement data, automates group creation, synchronizes messages and emails, provides risk alerts and weekly reports, ultimately improving execution speed, reducing manual effort, and supporting multi‑business‑line project management.

Data AnalyticsPMOProject Management
0 likes · 16 min read
How a Custom PMO System Boosts Development Efficiency and Cuts Management Costs
21CTO
21CTO
Feb 19, 2020 · Big Data

Building an Open-Source Big Data Analytics Stack: Challenges & Benefits

The article explains why modern companies rely on data‑driven decisions, outlines the two main challenges of tracking data and connecting it to BI, describes the three‑step analytics stack (integration, warehouse, analysis), and highlights the cost, flexibility, and security advantages of open‑source tools.

Big DataData AnalyticsData Integration
0 likes · 5 min read
Building an Open-Source Big Data Analytics Stack: Challenges & Benefits
JD Retail Technology
JD Retail Technology
Jan 16, 2020 · Backend Development

Architecture and Key Technologies of a Scalable Message Push Platform

The document outlines the design, key components, data flow, and operational strategies of a large‑scale message push platform, detailing its architecture, request handling, long‑connection management, retry mechanisms, data statistics, monitoring, and future expansion plans.

Backend ArchitectureData AnalyticsLong Connections
0 likes · 15 min read
Architecture and Key Technologies of a Scalable Message Push Platform
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 16, 2020 · Artificial Intelligence

How Alibaba DAMO Academy Revolutionizes Anomaly Detection for Business and Machine Data

This article explains the evolution of Alibaba DAMO Academy’s time‑series anomaly detection technology, detailing its application to both machine and commercial data, the challenges of diverse data types, the new robust statistical models, automatic data classification, parameter recommendation, and real‑world case studies demonstrating improved accuracy and stability.

AlibabaData AnalyticsTime Series
0 likes · 14 min read
How Alibaba DAMO Academy Revolutionizes Anomaly Detection for Business and Machine Data
Youku Technology
Youku Technology
Oct 30, 2019 · Artificial Intelligence

Data‑Driven Film Marketing and Real‑Time Box Office Prediction

Feng Xinping explains how Alibaba Pictures leverages extensive online user and cinema data to integrate fragmented promotion channels and deliver real‑time, highly accurate box‑office forecasts—addressing challenges like session anomalies and price variance—achieving roughly 1 % error during the 2019 Spring Festival and paving the way for an intelligent, data‑driven film‑marketing infrastructure.

Box Office PredictionData Analyticsfilm marketing
0 likes · 10 min read
Data‑Driven Film Marketing and Real‑Time Box Office Prediction
Meituan Technology Team
Meituan Technology Team
Sep 26, 2019 · Big Data

Big Data Technology: Commercial Applications and Practice – A Collaborative Course between Meituan and Tsinghua University

Meituan’s big‑data team and Tsinghua’s Electronic Engineering Department have launched a master‑level, credit‑bearing course that blends theory with 24 hours of hands‑on training, showcases Meituan’s real‑world data infrastructure and applications, and aims to create a recurring bridge between academia and industry while recruiting top talent.

Big DataCommercial ApplicationData Analytics
0 likes · 6 min read
Big Data Technology: Commercial Applications and Practice – A Collaborative Course between Meituan and Tsinghua University
Alibaba Cloud Developer
Alibaba Cloud Developer
Sep 9, 2019 · Big Data

Unlocking the Power of Unstructured Data: From AI Breakthroughs to Business Value

This article explains how unstructured data—comprising documents, images, audio, video and more—now dominates over 80% of all data, outlines its characteristics and challenges, compares it with structured data, and showcases real-world AI applications such as ImageNet, intelligent customer service and smart security, while proposing a roadmap for building a unified unstructured‑data asset.

Big DataData Analyticsmachine learning
0 likes · 15 min read
Unlocking the Power of Unstructured Data: From AI Breakthroughs to Business Value
Tencent Cloud Developer
Tencent Cloud Developer
Mar 20, 2019 · Big Data

TVP Training Camp: Exploring Big Data Technologies and Trends

The inaugural TVP Training Camp on March 16 2019 in Beijing gathered Tencent Cloud’s TVP members and leading big‑data experts to discuss emerging technologies such as Greenplum, PMEM‑driven infrastructure, data‑operation optimization, and next‑generation cloud databases, while a round‑table addressed practical challenges and affirmed Tencent’s commitment to ongoing expert collaboration.

Big DataData AnalyticsTVP Training Camp
0 likes · 11 min read
TVP Training Camp: Exploring Big Data Technologies and Trends