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Data Governance

687 articles · Page 3 of 7
DataFunTalk
DataFunTalk
Jul 9, 2025 · Big Data

How Lakehouse Is Transforming Real‑Time Multi‑Dimensional Analytics

This article compiles a series of expert case studies and insights on real‑time intelligent fully‑managed Lakehouse technology, illustrating how companies such as SalesEasy, Chang’an Auto, Kuaishou, Tencent, and JD.com leverage lakehouse architectures to achieve advanced multi‑dimensional analytics, cost‑performance balance, and effective data governance in the digital economy.

Data GovernanceLakehousecase studies
0 likes · 2 min read
How Lakehouse Is Transforming Real‑Time Multi‑Dimensional Analytics
DataFunTalk
DataFunTalk
Jul 8, 2025 · Big Data

Explore Cutting-Edge Lakehouse Solutions: Real-Time Analytics & Data Governance

This guide presents a curated collection of case studies and insights on cloud-native Lakehouse architectures, real‑time analytics, data‑driven user experiences, and data governance, showcasing implementations from companies like SalesEasy, Changan Auto, TikTok, Tencent, JD.com, and more.

Data GovernanceLakehouseReal-Time Analytics
0 likes · 2 min read
Explore Cutting-Edge Lakehouse Solutions: Real-Time Analytics & Data Governance
DataFunTalk
DataFunTalk
Jul 7, 2025 · Big Data

Unlock Real-Time Analytics with Cloud Lakehouse: A Complete Guide

This article presents a curated list of sessions covering cloud Lakehouse technology for real-time, multidimensional data analysis, including case studies from SalesEasy, Changan Auto, Tencent, and JD, as well as discussions on data lake adoption, streaming lake Paimon, and the relevance of metadata‑driven data governance in the digital economy.

Big DataCase studyData Governance
0 likes · 2 min read
Unlock Real-Time Analytics with Cloud Lakehouse: A Complete Guide
DataFunTalk
DataFunTalk
Jul 6, 2025 · Big Data

How Cloud Lakehouse Is Redefining Real-Time Multi-Dimensional Data Analytics

This article presents a curated list of case studies and insights on cloud Lakehouse technology, covering real-time intelligent analytics, data architecture simplification, IoT big‑data platforms, integrated data platforms, and the evolving role of metadata‑driven data governance in the digital economy.

Big DataData GovernanceLakehouse
0 likes · 2 min read
How Cloud Lakehouse Is Redefining Real-Time Multi-Dimensional Data Analytics
Instant Consumer Technology Team
Instant Consumer Technology Team
Jul 3, 2025 · Artificial Intelligence

Why Buying an AI Appliance Is a Strategic Pitfall for Enterprises

Enterprises rushing to purchase DeepSeek AI appliances and smart‑agent platforms often face hidden technical, data, and organizational challenges that turn promised "plug‑and‑play" solutions into costly missteps, highlighting the need for realistic strategy, robust data governance, and continuous capability building.

AI capability buildingAI deploymentData Governance
0 likes · 28 min read
Why Buying an AI Appliance Is a Strategic Pitfall for Enterprises
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jun 13, 2025 · Artificial Intelligence

Designing AI-Ready Data Architecture: Key Features and Future Trends

AI-era data architecture must handle massive, multimodal datasets with real-time processing, prioritize data quality over quantity, support scalability, provenance, and native ML/AI integration, while addressing governance, security, and ethical challenges through emerging technologies like data fabric, mesh, and federated learning.

AIBig DataData Governance
0 likes · 6 min read
Designing AI-Ready Data Architecture: Key Features and Future Trends
DataFunSummit
DataFunSummit
Jun 6, 2025 · Big Data

How Unicom Digital’s Integrated Data Platform Revolutionizes Metadata Management

This article details Unicom Digital’s metadata management practice on its integrated data platform, covering the strategic background of data, key challenges, award-winning capabilities, three-pronged solutions—automation, linking+, and AI—along with practical implementations, full‑chain lineage, data responsibility, lifecycle management, and future AI‑driven enhancements.

AIAutomationBig Data
0 likes · 18 min read
How Unicom Digital’s Integrated Data Platform Revolutionizes Metadata Management
Continuous Delivery 2.0
Continuous Delivery 2.0
May 30, 2025 · Artificial Intelligence

Data Quality and Diversity: The Critical Battlefield Beyond AI Models

The article explains why high‑quality, diverse data—rather than just advanced models—has become the decisive factor for enterprise AI success, outlining key dimensions of data quality, strategies for building diverse datasets, and practical steps for establishing a data‑first AI strategy.

AIData Governancedata quality
0 likes · 12 min read
Data Quality and Diversity: The Critical Battlefield Beyond AI Models
Big Data Tech Team
Big Data Tech Team
May 19, 2025 · Fundamentals

Why Unified Data Modeling Matters: From Concepts to Physical Design

The article explains why establishing a unified data model is essential, differentiates data modeling from data models, outlines three modeling stages, compares normative, dimensional, and entity modeling methods, and provides practical steps and diagrams to help organizations build robust, business‑driven data architectures.

Data GovernanceDatabase Designdimensional modeling
0 likes · 12 min read
Why Unified Data Modeling Matters: From Concepts to Physical Design
Big Data Technology & Architecture
Big Data Technology & Architecture
May 16, 2025 · Big Data

Apache Gravitino: An Open‑Source Metadata Lake for Unified Data and AI Asset Management

Apache Gravitino is an open‑source metadata service platform that provides a unified, high‑performance, geographically distributed metadata lake, enabling end‑to‑end data governance, multi‑engine access, and direct management of both structured and unstructured data assets across diverse systems.

Apache GravitinoData GovernanceData Lake
0 likes · 9 min read
Apache Gravitino: An Open‑Source Metadata Lake for Unified Data and AI Asset Management
Bilibili Tech
Bilibili Tech
May 13, 2025 · Big Data

Live Streaming Ecosystem Governance Architecture and Data Mining Engine Design

The article outlines a comprehensive live‑streaming ecosystem governance framework that combines data‑mining engines, tagging platforms, rule‑based disposal mechanisms, and multi‑stage user touchpoints to improve content quality, compliance, and platform sustainability.

Data GovernanceTagging Systemcontent moderation
0 likes · 14 min read
Live Streaming Ecosystem Governance Architecture and Data Mining Engine Design
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
May 9, 2025 · Big Data

Mastering Multi‑AZ Replication in HDFS with AZ Mover

This article introduces AZ Mover, a lightweight HDFS client‑side tool that intelligently scans, schedules, and migrates block replicas across multiple availability zones, detailing its design goals, core workflow, command‑line options, concurrency controls, and future enhancements for robust big‑data disaster recovery.

AZ MoverCluster OperationsData Governance
0 likes · 9 min read
Mastering Multi‑AZ Replication in HDFS with AZ Mover
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 29, 2025 · Big Data

Big Data Interview Preparation: Data Governance, Iceberg Metadata, Lakehouse Best Practices, and Xiaohongshu HR Updates

The article reports Xiaohongshu’s cancellation of the big‑small week schedule and non‑compete clause, then provides a collection of big‑data interview questions—including data governance, Iceberg metadata management, and lakehouse production best practices—along with concise answers and resources for candidates.

Data GovernanceIcebergLakehouse
0 likes · 7 min read
Big Data Interview Preparation: Data Governance, Iceberg Metadata, Lakehouse Best Practices, and Xiaohongshu HR Updates
Big Data Tech Team
Big Data Tech Team
Apr 28, 2025 · Big Data

Mastering Metadata, Master Data, and Data Governance: A Complete Guide

This article explains the core concepts of metadata, master data, data resources, data governance, and data management, outlines their roles, compares governance with management, and provides practical steps and best‑practice recommendations for building a robust enterprise data framework.

Big DataData GovernanceMetadata
0 likes · 15 min read
Mastering Metadata, Master Data, and Data Governance: A Complete Guide
DataFunSummit
DataFunSummit
Apr 7, 2025 · Artificial Intelligence

Bridging the Gap Between Large Models and Real‑World Applications with RAG and Agents

This article examines how Retrieval‑Augmented Generation (RAG) and multi‑agent technologies narrow the gap between large language models and practical deployment, highlighting their roles in operations automation, financial risk control, intelligent data governance, database localization, edge inference, and future AI‑driven solutions.

Data GovernanceLarge Language ModelsOperations Automation
0 likes · 8 min read
Bridging the Gap Between Large Models and Real‑World Applications with RAG and Agents
Data Integration and Governance
Data Integration and Governance
Mar 28, 2025 · Big Data

What Does Data Governance Actually Do? A Data‑Quality Perspective

The article explains that data governance is a systematic combination of mechanisms, processes, platforms and capabilities focused on data quality, outlines an eight‑step quality workflow, defines eight quality dimensions, describes six concrete business values, and compares governance with the data middle‑platform concept.

Data GovernanceData Managementdata lifecycle
0 likes · 12 min read
What Does Data Governance Actually Do? A Data‑Quality Perspective
Data Thinking Notes
Data Thinking Notes
Mar 19, 2025 · Big Data

How to Maximize Data Asset Value: From DataOps to Monetization

This report outlines a comprehensive framework for turning raw data into valuable assets, introducing DataOps and panoramic data architecture, and detailing practical methods for data value assessment, asset circulation, and operational mechanisms to help enterprises build a solid value baseline and expand data asset applications.

Big DataData GovernanceDataOps
0 likes · 4 min read
How to Maximize Data Asset Value: From DataOps to Monetization
Data Thinking Notes
Data Thinking Notes
Feb 6, 2025 · Fundamentals

Mastering Data Metric Systems: Principles, Processes, and Real-World Applications

This article offers a comprehensive, multi‑angle guide to building and applying data indicator systems, covering core principles, step‑by‑step construction flow, data collection, cleaning, validation, and continuous optimization to empower digital transformation and high‑quality business growth.

Business IntelligenceData GovernanceData Metrics
0 likes · 19 min read
Mastering Data Metric Systems: Principles, Processes, and Real-World Applications
DataFunSummit
DataFunSummit
Jan 17, 2025 · Databases

Graph Database Applications and Architectures in DataFun Knowledge Map 3.0

The DataFun Knowledge Map 3.0’s graph database module, presented by Ant Group expert Cui Anqi, outlines how graph databases enhance complex analysis through risk‑control architectures, user‑relationship recommendation, data‑governance, a new graph‑based data management system, and the GraphRAG framework, while also offering a free download link.

AIData GovernanceGraph Database
0 likes · 3 min read
Graph Database Applications and Architectures in DataFun Knowledge Map 3.0
DataFunSummit
DataFunSummit
Jan 1, 2025 · Big Data

Douyin Group Data Asset Management Platform: Full‑Stack Data Lineage Evolution and Applications

This article introduces Douyin Group’s end‑to‑end data asset management platform, explains the evolution and architecture of its large‑scale data lineage system, presents quality metrics and ecosystem components, and outlines practical applications and future directions for data governance, development, and security.

Data Asset PlatformData GovernanceDouyin
0 likes · 16 min read
Douyin Group Data Asset Management Platform: Full‑Stack Data Lineage Evolution and Applications
Data Thinking Notes
Data Thinking Notes
Dec 24, 2024 · Big Data

Unlock Business Growth with the Three‑Element and Four‑Movement Data Asset Framework

This article explains why data is a new production factor, introduces the “three elements” (organization & awareness, processes & standards, platforms & tools) and the “four‑movement” (inventory, assessment, governance, sharing) framework for data asset operation, and shows how it drives digital transformation, efficiency and innovative business models.

Big DataData AssetData Governance
0 likes · 4 min read
Unlock Business Growth with the Three‑Element and Four‑Movement Data Asset Framework
JD Retail Technology
JD Retail Technology
Dec 24, 2024 · Industry Insights

How JD Retail Automates AB Experiment Data Pipelines with Data Weaving

This article analyzes JD Retail's approach to automating AB experiment workflows by introducing a data‑weaving framework that unifies metric definitions, streamlines logical data modeling, and enables scalable, real‑time DAG orchestration across multiple experiment scenarios.

AB testingAutomationData Governance
0 likes · 21 min read
How JD Retail Automates AB Experiment Data Pipelines with Data Weaving
DataFunSummit
DataFunSummit
Dec 21, 2024 · Big Data

Big Data Implementation Practices and Architecture in a Foreign Bank

This article shares the foreign bank's big data implementation journey, covering background and goals, overall planning and architecture, practical insights, phased rollout, data governance, security, and Q&A, illustrating how a unified data platform, storage‑compute separation, and AI‑driven tools drive business innovation.

AIBankingData Governance
0 likes · 19 min read
Big Data Implementation Practices and Architecture in a Foreign Bank
Data Thinking Notes
Data Thinking Notes
Dec 19, 2024 · Information Security

Unveiling 41 Official Data Terms: What They Mean for China’s Data Infrastructure

This article compiles the official definitions released by China’s National Data Bureau and other agencies for 41 data‑related terms, explains the concepts of data infrastructure, privacy‑preserving computing, trusted data spaces, and blockchain, and outlines how these definitions guide the nation’s data‑driven development strategy.

BlockchainData GovernanceData Infrastructure
0 likes · 25 min read
Unveiling 41 Official Data Terms: What They Mean for China’s Data Infrastructure
JD Retail Technology
JD Retail Technology
Dec 19, 2024 · Big Data

JD.com Data Governance: Architecture, Key Technologies, and Future Directions

JD.com’s data‑governance framework combines a health‑score‑driven, automated platform that cross‑verifies audit logs, builds full‑link and operator‑level lineage, introduces standard fields, and optimizes resource mixing, task staggering, and cross‑datacenter scheduling, while targeting real‑time AI‑enhanced detection and full automation.

Data GovernanceJD.comResource Optimization
0 likes · 15 min read
JD.com Data Governance: Architecture, Key Technologies, and Future Directions
DataFunSummit
DataFunSummit
Dec 16, 2024 · Big Data

Empowering Manufacturing Digital Transformation with Data: Architecture, Challenges, and Solutions

This article explains how data can empower the digital transformation of traditional manufacturing, covering background policies, challenges in building industrial data indicator systems, overall architecture design, technical and business considerations, and practical solutions such as the 4+4 principle, KPI loops, and case studies.

AICloud ComputingData Governance
0 likes · 16 min read
Empowering Manufacturing Digital Transformation with Data: Architecture, Challenges, and Solutions
Data Thinking Notes
Data Thinking Notes
Dec 10, 2024 · Big Data

Why Data Asset Inclusion in Financial Statements Is the Next Competitive Edge for Enterprises

The article explains how recent policies make data asset inclusion in financial statements essential, outlines the concepts of data resources, assets and factors, describes the governance, assessment and lifecycle processes, and shows how this practice can boost financing, valuation and digital transformation for companies, economies and nations.

Data AssetData GovernanceData Management
0 likes · 30 min read
Why Data Asset Inclusion in Financial Statements Is the Next Competitive Edge for Enterprises
DataFunSummit
DataFunSummit
Dec 10, 2024 · Big Data

JD.com’s Big Data Governance: Practices, Key Technologies, and Future Outlook

This article presents JD.com’s comprehensive big‑data governance experience, detailing the background and challenges, the automated governance platform and its core technologies such as audit logs and full‑link lineage, strategies for resource optimization, and the roadmap toward real‑time, intelligent, and fully automated data governance.

AutomationData GovernanceJD.com
0 likes · 14 min read
JD.com’s Big Data Governance: Practices, Key Technologies, and Future Outlook
DataFunSummit
DataFunSummit
Dec 5, 2024 · Big Data

Ping An Financial Services' Big Data Platform Construction and Data Governance Practices

This article details Ping An Financial Services' journey in building a comprehensive big‑data platform, addressing fragmentation, low data timeliness, processing limits, and governance challenges through a four‑stage technical evolution, modular tool development, and a systematic data‑governance framework to support its digital transformation.

Data EngineeringData GovernanceFinancial Services
0 likes · 16 min read
Ping An Financial Services' Big Data Platform Construction and Data Governance Practices
DataFunSummit
DataFunSummit
Nov 27, 2024 · Artificial Intelligence

Applying Large Language Models in Data Management and Risk Control at Ping An One Wallet

This presentation details how Ping An One Wallet leverages large language models across five key areas—current application status, data management, risk control, technical architecture, and a Q&A session—highlighting strategies such as vectorized rule storage, prompt engineering, RAG enhancements, and workflow agents to improve efficiency and accuracy in data governance and fraud detection.

AI architectureData GovernanceVector Database
0 likes · 16 min read
Applying Large Language Models in Data Management and Risk Control at Ping An One Wallet
ByteDance Data Platform
ByteDance Data Platform
Nov 27, 2024 · Big Data

Inside Douyin’s Data Asset Platform: Transforming Data Lineage and Governance

Douyin Group’s data asset management platform introduces a systematic "manage, find, use" approach that unifies metadata collection, full‑coverage data lineage, and a suite of applications across development, governance, asset utilization, and security, while outlining its architecture, modeling, quality metrics, and future roadmap.

Data Governancedata lineagemetadata management
0 likes · 14 min read
Inside Douyin’s Data Asset Platform: Transforming Data Lineage and Governance
Data Thinking Notes
Data Thinking Notes
Nov 19, 2024 · Big Data

Unlocking Data Value: The Four Stages of Enterprise Data Asset Realization

This article explains how enterprises transform raw data into valuable assets through four development stages, a triple‑entry accounting theory, and a detailed end‑to‑end process that covers data collection, resource building, product development, trading, evaluation, and financialization.

Big DataData AssetData Governance
0 likes · 14 min read
Unlocking Data Value: The Four Stages of Enterprise Data Asset Realization
JD Retail Technology
JD Retail Technology
Nov 19, 2024 · Big Data

Building an Intelligent Data Governance System with Active Metadata: JD Retail Experience

This article details JD Retail's experience building an intelligent data governance system using proactive metadata, covering challenges in data management, the design of a comprehensive governance framework, lifecycle evaluation models, and automated data backfill solutions to improve efficiency, cost control, and operational safety.

Data FabricData GovernanceLifecycle Management
0 likes · 20 min read
Building an Intelligent Data Governance System with Active Metadata: JD Retail Experience
DataFunTalk
DataFunTalk
Nov 10, 2024 · Big Data

Douyin Group Data Asset Management Platform and Data Lineage Architecture Overview

This article provides a comprehensive overview of Douyin Group's data asset management platform, detailing the evolution, architecture, and applications of its large‑scale data lineage system, and discusses future directions for enhancing data quality, cost efficiency, and security across the organization.

Data Governancedata lineagemetadata management
0 likes · 15 min read
Douyin Group Data Asset Management Platform and Data Lineage Architecture Overview
Data Thinking Notes
Data Thinking Notes
Nov 7, 2024 · Fundamentals

What’s Inside China’s New National Data Standard System Guide?

The Chinese government has issued a comprehensive ‘National Data Standard System Construction Guide’ that outlines a roadmap to build a unified data standards framework by 2026, detailing design principles, system architecture, core standard categories, and providing a downloadable full guide.

Big DataData Governancedata standards
0 likes · 6 min read
What’s Inside China’s New National Data Standard System Guide?
Data Thinking Notes
Data Thinking Notes
Nov 5, 2024 · Big Data

How a Next‑Gen Data Management Platform Boosts Efficiency and Innovation

This article outlines the motivations, objectives, and architectural design of a next‑generation data management platform, detailing its four‑layer “four‑ization” approach, core services such as data integration, modeling, API provisioning, componentization, as well as governance, security, and operational best practices.

Big DataData GovernanceData Integration
0 likes · 20 min read
How a Next‑Gen Data Management Platform Boosts Efficiency and Innovation
58 Tech
58 Tech
Oct 28, 2024 · Databases

Design and Practices of Multi‑Tenant Database Management in the QiaoFang SaaS System

This article examines the QiaoFang SaaS platform’s multi‑tenant database architecture, tenant data governance, multi‑partition service design, and operational practices such as database operations, cleanup, and monitoring, highlighting the challenges and solutions for large‑scale real‑estate brokerage services.

Data GovernanceDatabase ArchitectureSaaS
0 likes · 17 min read
Design and Practices of Multi‑Tenant Database Management in the QiaoFang SaaS System
Data Thinking Notes
Data Thinking Notes
Oct 24, 2024 · Big Data

Why Data Metrics Matter: Building Effective Indicator Systems

Understanding what data metrics are, how to construct comprehensive indicator systems, and why they are essential for data‑driven decision‑making, operational efficiency, and unified statistical standards is crucial for businesses seeking to leverage big‑data technologies and improve strategic outcomes.

Big DataData GovernanceData Metrics
0 likes · 12 min read
Why Data Metrics Matter: Building Effective Indicator Systems
DataFunSummit
DataFunSummit
Oct 20, 2024 · Operations

Data Metrics and Their Role in Business Operations: Current Challenges, Applications, and Future Outlook

This article examines the relationship between data metrics and business applications, outlines the current state and challenges of data metric usage, explains how metrics drive data‑driven operations, describes a step‑by‑step approach to building an application‑oriented metric system, and looks ahead to future trends in metric governance and automation.

Data GovernanceData Metricsbusiness operations
0 likes · 25 min read
Data Metrics and Their Role in Business Operations: Current Challenges, Applications, and Future Outlook
Data Thinking Notes
Data Thinking Notes
Oct 15, 2024 · Fundamentals

Why Data Modeling Matters: Unlock Business Value and Governance

This article explains how data modeling drives business value by sparking conversations about data meaning, enabling the creation of useful data objects, and guiding smart decisions on data capture, storage, usage, and integration, while also outlining a governance framework for managing enterprise data models.

Business ValueData GovernanceData Management
0 likes · 4 min read
Why Data Modeling Matters: Unlock Business Value and Governance
DataFunTalk
DataFunTalk
Oct 11, 2024 · Artificial Intelligence

E‑commerce Innovation and Data Governance: Summaries of Recent Research Topics

This article compiles concise overviews of recent e‑commerce research, covering real‑time online learning re‑ranking models, causal inference for user growth, full‑link data lineage, TikTok's data governance and attribution solutions, Volcano Engine's metric management, AI Agent applications on 1688, and XinXuan Group's live‑stream data architecture.

AIData Governancecausal inference
0 likes · 5 min read
E‑commerce Innovation and Data Governance: Summaries of Recent Research Topics
Data Thinking Notes
Data Thinking Notes
Sep 29, 2024 · Operations

Why State-Owned Enterprises Struggle with Digital Transformation: Key Challenges and Insights

State-owned enterprises face unclear digital transformation goals, weak strategic positioning, fragmented data governance, talent shortages, and an underdeveloped technology ecosystem, which together hinder the realization of value benefits and impede effective digital innovation across the organization.

Data GovernanceTalent gapdigital transformation
0 likes · 17 min read
Why State-Owned Enterprises Struggle with Digital Transformation: Key Challenges and Insights
Data Thinking Notes
Data Thinking Notes
Sep 24, 2024 · Artificial Intelligence

Leveraging Large Models to Transform Data Governance: Quality, Cost, Efficiency

This article explains how large language models enhance data governance by improving data quality, reducing implementation costs, and increasing operational efficiency through knowledge bases and interactive prompt libraries, and it also outlines practical empowerment pathways for organizations seeking to leverage AI-driven analytics.

AIData GovernanceEfficiency
0 likes · 3 min read
Leveraging Large Models to Transform Data Governance: Quality, Cost, Efficiency
Data Thinking Notes
Data Thinking Notes
Sep 23, 2024 · Big Data

Why Data Asset Rights Matter: Unlocking Value in the Digital Economy

This article examines the definition, policy background, and significance of data asset rights in China, outlining how clear ownership structures can incentivize data production, promote circulation, resolve data silos, and support the rapid growth of the digital economy.

Big DataData AssetData Governance
0 likes · 15 min read
Why Data Asset Rights Matter: Unlocking Value in the Digital Economy
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Sep 13, 2024 · Big Data

How Qimao Scales 20PB Data with StarRocks, Flink, and Real‑Time Analytics

Qimao, a Shanghai‑based cultural entertainment internet firm, details its 20 PB big‑data architecture built on StarRocks, Flink, Hive, and Redis, covering data ingestion, real‑time processing, audience selection, metric anomaly drill‑down, 730‑day aggregation, and future plans for metric acceleration and full‑link data governance.

Big DataData GovernanceData Warehouse
0 likes · 13 min read
How Qimao Scales 20PB Data with StarRocks, Flink, and Real‑Time Analytics
Data Thinking Notes
Data Thinking Notes
Sep 9, 2024 · Fundamentals

Master the 6‑Step Blueprint for Building an Enterprise Data Middle Platform

This guide outlines a practical six‑step methodology—covering overall planning, data integration, model construction, data development, asset management, and data services—to help enterprises build a robust data middle platform that unlocks business value and supports agile digital transformation.

Data GovernanceData IntegrationData Modeling
0 likes · 10 min read
Master the 6‑Step Blueprint for Building an Enterprise Data Middle Platform
Baidu Geek Talk
Baidu Geek Talk
Sep 9, 2024 · Big Data

TDS Platform Overview: Architecture, Modules, and Features of Baidu MEG's Turing 3.0 Data Ecosystem

The TDS platform, central to Baidu MEG’s Turing 3.0 ecosystem, unifies data development, warehouse management, monitoring, and resource control through Spark‑based TDE, a visual studio, and AI‑enhanced tools like Smart Diagnosis and Text2SQL, enabling standardized workflows, scalable scheduling, and handling over 30 k daily tasks.

AIBig DataData Development
0 likes · 21 min read
TDS Platform Overview: Architecture, Modules, and Features of Baidu MEG's Turing 3.0 Data Ecosystem
Data Integration and Governance
Data Integration and Governance
Aug 28, 2024 · Industry Insights

Finally, Data Governance Explained Clearly

The article defines data governance as a comprehensive management system for data assets, explains why a single tool cannot achieve it, compares Pull and Push strategies, details the Pull strategy’s three-step process, and highlights how systematic governance improves data quality and decision‑making.

Data GovernanceData ManagementPull Strategy
0 likes · 11 min read
Finally, Data Governance Explained Clearly
DataFunSummit
DataFunSummit
Aug 28, 2024 · Big Data

Building Data Lineage Foundations and Applications for E‑commerce Scenarios

This article explains how to construct a full‑link data lineage platform for e‑commerce, detailing its architecture, quality metrics, and practical uses such as table migration, field‑level tracing, and automated metric decomposition to improve data governance and efficiency.

Data GovernanceMetadatadata lineage
0 likes · 14 min read
Building Data Lineage Foundations and Applications for E‑commerce Scenarios
Data Thinking Notes
Data Thinking Notes
Aug 27, 2024 · Information Security

Understanding Data Security Regulations and Classification Standards

This article presents an overview of data security related regulations, outlines the standards for data classification and grading, and showcases industry-specific classification schemes through illustrative diagrams, providing a concise visual guide for implementing data security measures.

Data Governancedata classificationdata security
0 likes · 2 min read
Understanding Data Security Regulations and Classification Standards
Data Thinking Notes
Data Thinking Notes
Aug 20, 2024 · Artificial Intelligence

How Large AI Models Transform Data Governance: Strategies and Challenges

This article explores how the rise of massive AI models reshapes data governance, detailing model fundamentals, architectural types, emerging challenges, a five‑domain governance framework, and practical AI‑driven applications for data standards, metadata, quality, and security, while also looking ahead to future trends.

AIData Governancedata quality
0 likes · 14 min read
How Large AI Models Transform Data Governance: Strategies and Challenges
Eric Tech Circle
Eric Tech Circle
Aug 18, 2024 · Industry Insights

How Huawei Tackles Data Silos: Lessons from “Huawei Data Way”

Drawing from the book “Huawei Data Way”, this article explains why Huawei must digitize, describes the resulting data‑island problem, and outlines the four‑part framework of data governance—including data asset catalogs, standards, models, and distribution—while showing how business‑object‑centric information architecture is built and implemented.

Data GovernanceData ModelingEnterprise Architecture
0 likes · 6 min read
How Huawei Tackles Data Silos: Lessons from “Huawei Data Way”
Data Thinking Notes
Data Thinking Notes
Aug 15, 2024 · Big Data

How to Build a Scalable Data Warehouse: Theory, Architecture, and Best Practices

This article outlines practical approaches to data warehouse construction, covering dimensional modeling, layered architecture, capability development, real‑time and batch processing with technologies like Hive, Spark, Flink, Iceberg, and discusses governance, security, and future trends toward data value and real‑time metrics.

Data GovernanceData WarehouseIceberg
0 likes · 13 min read
How to Build a Scalable Data Warehouse: Theory, Architecture, and Best Practices
Mike Chen's Internet Architecture
Mike Chen's Internet Architecture
Aug 14, 2024 · Big Data

Understanding Data Middle Platform: Value, Architecture, and Real‑World Cases

This article explains the concept, value, three‑layer architecture, and practical implementations of a data middle platform, illustrating how it standardizes data, forms a middle‑office organization, and drives cost‑effective business empowerment through examples from Alibaba, NetEase, and other enterprises.

Big DataCase studyData Governance
0 likes · 9 min read
Understanding Data Middle Platform: Value, Architecture, and Real‑World Cases
Data Thinking Notes
Data Thinking Notes
Aug 13, 2024 · Fundamentals

How to Define, Classify, and Catalog Your Enterprise Data Assets

This article explains what data assets are, how to categorize them by structure and source, outlines a six‑step inventory process, describes a hierarchical catalog architecture, and highlights the four key benefits of a unified data asset directory for modern enterprises.

Data GovernanceData Managementdata assets
0 likes · 11 min read
How to Define, Classify, and Catalog Your Enterprise Data Assets
Data Thinking Notes
Data Thinking Notes
Aug 12, 2024 · Information Security

Understanding Data Governance vs Data Security Governance: Key Frameworks Explained

This article explains how data has become a strategic resource, outlines the economic and industrial value of data, differentiates data governance from data security governance, and reviews major data security frameworks and a data‑centric security architecture to guide organizations in protecting their data assets.

Data Governancedata lifecycledata security
0 likes · 12 min read
Understanding Data Governance vs Data Security Governance: Key Frameworks Explained
Continuous Delivery 2.0
Continuous Delivery 2.0
Aug 1, 2024 · Fundamentals

The Essence of Data Governance: Managing Data and People

This article reflects on the challenges of data governance, emphasizing that effective governance involves not only technical data handling but also managing people, aligning responsibilities, fostering cooperation between leadership and business units, and establishing clear ownership and incentive mechanisms.

Data GovernanceData Managementorganizational culture
0 likes · 4 min read
The Essence of Data Governance: Managing Data and People
Data Thinking Notes
Data Thinking Notes
Jul 30, 2024 · Information Security

Mastering Data Classification: A Practical Guide to Secure Data Grading

This article outlines the evolution of data security in China, explains why data classification and grading are central to governance, and provides a step‑by‑step framework, principles, implementation details, adjustment triggers, and practical reflections for building effective data protection strategies.

Data Governancecompliancedata classification
0 likes · 11 min read
Mastering Data Classification: A Practical Guide to Secure Data Grading
Data Thinking Notes
Data Thinking Notes
Jul 29, 2024 · Big Data

What Is a Data Middle Platform and How Does It Transform Enterprise Data Management?

This article explains the concept, design principles, and core components of a data middle platform, detailing its overall, functional, layered, logical, and data architectures, as well as the specific platforms for data collection, processing, organization, governance, quality, sharing, and visualization, illustrated with diagrams.

Big DataData GovernanceData Integration
0 likes · 27 min read
What Is a Data Middle Platform and How Does It Transform Enterprise Data Management?
DataFunSummit
DataFunSummit
Jul 28, 2024 · Product Management

From 1 to N: Building and Maintaining a Tag System – Common Issues and Solutions

This article outlines the three essential steps for scaling a tag system from initial deployment to full maturity, highlights typical challenges such as incomplete functionality, business system integration, and permission management, and provides practical solutions and best‑practice recommendations for each stage.

Data GovernanceOperationsWorkflow
0 likes · 6 min read
From 1 to N: Building and Maintaining a Tag System – Common Issues and Solutions
Data Thinking Notes
Data Thinking Notes
Jul 25, 2024 · Information Security

How Large Language Models Transform Data Security Compliance Management

This article explains how a leading insurance technology group leverages large language models to streamline data security compliance, detailing the evolution of data management, key governance challenges, multimodal AI architecture, and practical workflows for policy enforcement, risk monitoring, and asset management.

AIData Governancecompliance
0 likes · 10 min read
How Large Language Models Transform Data Security Compliance Management
Data Thinking Notes
Data Thinking Notes
Jul 22, 2024 · Fundamentals

Why Data Architecture Governance Is the Key to Successful Digital Transformation

Data architecture governance, encompassing standards, security, modeling, quality, and lifecycle management, is essential for digital transformation in fast‑growing industries like express delivery, and this article outlines current challenges, traditional approaches, and a practical, phased methodology with platform support to implement effective governance.

Data GovernanceData Modelingdata architecture
0 likes · 12 min read
Why Data Architecture Governance Is the Key to Successful Digital Transformation
Data Thinking Notes
Data Thinking Notes
Jul 11, 2024 · Big Data

How to Build a Robust Data Lineage Foundation for Scalable Business Insights

This article explains how to construct a full‑chain data lineage system, covering its overall architecture, quality measurement framework, and application layer, and demonstrates practical use cases such as handling data growth, monitoring warehouse changes, accelerating development, ensuring consistency, and automating metric decomposition in real‑world business scenarios.

Big DataData GovernanceData Warehouse
0 likes · 14 min read
How to Build a Robust Data Lineage Foundation for Scalable Business Insights
Data Thinking Notes
Data Thinking Notes
Jul 9, 2024 · Big Data

How to Build a Robust Enterprise Data Asset Catalog for Better Governance

This article explains why a comprehensive data asset catalog is essential for modern enterprises, outlines its core components such as inventory, metadata, data lineage, standards and access control, details step‑by‑step construction methods, and highlights key applications in governance, quality, compliance, architecture and valuation.

Big DataData Governancedata catalog
0 likes · 13 min read
How to Build a Robust Enterprise Data Asset Catalog for Better Governance
DataFunSummit
DataFunSummit
Jul 8, 2024 · Big Data

Metric Management and Intelligent Insight Practices at MuTong Technology

This article shares MuTong Technology's comprehensive experience in metric management, covering pain points, governance, naming standards, production‑consumption workflows, cost‑ROI optimization, and the implementation of intelligent insight modules to improve data quality, efficiency, and business decision‑making.

Data Governancecost optimizationintelligent insight
0 likes · 22 min read
Metric Management and Intelligent Insight Practices at MuTong Technology
DataFunSummit
DataFunSummit
Jul 6, 2024 · Big Data

JD Tech Data Warehouse Journey, Model Management, and Tag Value Evaluation

This article shares JD Tech's experience in data warehouse evolution, model management practices, and tag value assessment, covering the company's data journey from 2013, layered warehouse architecture, modeling standards, governance, and a quantitative framework for evaluating tag effectiveness.

Data GovernanceModel Managementtag value evaluation
0 likes · 14 min read
JD Tech Data Warehouse Journey, Model Management, and Tag Value Evaluation
Data Thinking Notes
Data Thinking Notes
Jul 4, 2024 · Big Data

How Active Metadata Revolutionizes Data Governance and Cuts Costs

This article examines the growing challenges of data management—such as asset discoverability, architectural rigidity, development quality, and rising resource costs—and presents a comprehensive data‑governance framework that leverages standards, agile architecture, development isolation, and active‑metadata‑driven lifecycle evaluation to improve efficiency, reduce expenses, and enable intelligent, automated data back‑filling.

Big DataData GovernanceLifecycle Management
0 likes · 17 min read
How Active Metadata Revolutionizes Data Governance and Cuts Costs
Data Thinking Notes
Data Thinking Notes
Jun 27, 2024 · Fundamentals

How to Build Effective Data Standards for Enterprise Governance

This article explains the concept of data standards, outlines the three main categories of data standards, describes a four‑stage implementation process, and provides a real‑world bank case study to illustrate how enterprises can establish and apply data standards for better data quality and value.

Data GovernanceData Modelingdata quality
0 likes · 11 min read
How to Build Effective Data Standards for Enterprise Governance
DataFunTalk
DataFunTalk
Jun 27, 2024 · Big Data

Data Warehouse Construction and Data Governance Practices at Wing Payment

This presentation by senior data warehouse engineer Huang Luo details Wing Payment’s end‑to‑end data warehouse build, covering background challenges, governance framework, platform architecture, layered modeling, naming standards, asset management, monitoring, and future plans, illustrating how systematic data governance drives cost reduction, efficiency, and security.

Big DataData GovernanceData Modeling
0 likes · 14 min read
Data Warehouse Construction and Data Governance Practices at Wing Payment
DataFunTalk
DataFunTalk
Jun 19, 2024 · Big Data

Evolution and Practices of E‑commerce Data Warehouse Governance

This article analyzes the current state, development stages, and comprehensive solutions of e‑commerce data‑warehouse governance, covering data quality, cost, security, and efficiency requirements, and presents a roadmap from early‑stage standardization to mature tool‑driven governance with future outlooks.

Big DataCost ManagementData Governance
0 likes · 13 min read
Evolution and Practices of E‑commerce Data Warehouse Governance
DataFunSummit
DataFunSummit
Jun 15, 2024 · Artificial Intelligence

Large‑Model‑Driven Data Governance: Technical Outlook and Research Highlights

This article reviews the rising importance of data quality for large models, explores data‑centric AI, large‑model pre‑training data engineering, and presents recent Fudan University research on using large models to improve data governance across multiple domains such as attribute normalization, geographic cleaning, compliance checking, and multimodal retrieval.

AIData EngineeringData Governance
0 likes · 19 min read
Large‑Model‑Driven Data Governance: Technical Outlook and Research Highlights
DataFunTalk
DataFunTalk
Jun 12, 2024 · Big Data

Technical Maturity Curve of Indicator Systems: Framework, Requirements, and the Role of Large Models

This article explores the technical maturity curve of indicator systems, covering data collection, modeling, production, management, governance, and application, while analyzing the security, stability, and usability requirements and discussing how large language models can enhance certain clear and complicated scenarios.

AI integrationBig DataData Governance
0 likes · 10 min read
Technical Maturity Curve of Indicator Systems: Framework, Requirements, and the Role of Large Models
DataFunSummit
DataFunSummit
Jun 3, 2024 · Big Data

Data Governance and Active Metadata Practices at JD Retail

The article outlines JD Retail's data management challenges—including asset awareness, architectural agility, development quality, and rising resource costs—and presents a comprehensive data governance framework that leverages data standards, agile architecture, development isolation, resource optimization, and active metadata to achieve intelligent lifecycle evaluation, automated back‑fill, and future‑oriented data fabric improvements.

Data Governanceactive metadatadata lifecycle
0 likes · 18 min read
Data Governance and Active Metadata Practices at JD Retail
Data Thinking Notes
Data Thinking Notes
Jun 2, 2024 · Big Data

How JD Retail’s Data Platform Boosts Efficiency with Unified Modeling and AI‑Driven Insights

This article details JD Retail’s end‑to‑end data platform, covering data asset certification, 5W2H modeling, unified query DSL, intelligent acceleration, robust governance, visualization components, low‑code orchestration, and large‑model AI applications that together reduce query latency, cut development costs, and empower analysts across the retail business.

AIBig DataData Governance
0 likes · 39 min read
How JD Retail’s Data Platform Boosts Efficiency with Unified Modeling and AI‑Driven Insights
DataFunTalk
DataFunTalk
May 28, 2024 · Big Data

Building and Managing a Metric System in Data Warehouse: Practices from Dongchedi

This article details how the Dongchedi business team designs, implements, and monitors a comprehensive metric system within its data warehouse, covering metric standards, model construction, metadata management, quality monitoring, application scenarios, and future directions using the DataLeap platform.

Big DataData GovernanceData Modeling
0 likes · 18 min read
Building and Managing a Metric System in Data Warehouse: Practices from Dongchedi
Data Thinking Notes
Data Thinking Notes
May 21, 2024 · Fundamentals

Master Data Management: Building a Unified, High‑Quality Data Backbone for Enterprises

Enterprises facing fragmented systems like OA, HR, CRM, and ERP must adopt a unified master data management framework that defines standards, governance, organizational structures, and integrated platforms to ensure data consistency, accuracy, and real‑time availability, thereby reducing maintenance costs and supporting digital transformation.

Data GovernanceEnterprise Architecturedata quality
0 likes · 16 min read
Master Data Management: Building a Unified, High‑Quality Data Backbone for Enterprises
DataFunSummit
DataFunSummit
May 13, 2024 · Big Data

Metadata‑Driven Data Governance: Concepts, Architectures, and Practices

This article explains how metadata‑driven data governance addresses the challenges of the digital economy by detailing the era background, limitations of traditional methods, the roles of Data Fabric, Data Mesh and DataOps, and presenting real‑world case studies and future directions.

AIData FabricData Governance
0 likes · 14 min read
Metadata‑Driven Data Governance: Concepts, Architectures, and Practices
Goodme Frontend Team
Goodme Frontend Team
May 8, 2024 · Frontend Development

2024 Frontend & Tech Highlights: Node.js 22, React 19, Blockchain, AIGC Low‑Code

This curated newsletter presents the latest releases of Node.js, React, and React Native, highlights a blockchain career transition story, summarizes AIGC‑powered low‑code development, systematic data‑governance modeling, import‑statement optimization, techniques for showcasing technical depth, and design proposal guidance for the VUCA era.

AIBlockchainData Governance
0 likes · 6 min read
2024 Frontend & Tech Highlights: Node.js 22, React 19, Blockchain, AIGC Low‑Code
DataFunSummit
DataFunSummit
May 3, 2024 · Big Data

Comprehensive Guide to Enterprise Data Governance: Vision, Framework, Organization, Standards, Quality, and Security

This article presents a detailed overview of enterprise data governance, covering its vision and goals, three‑layer framework, organizational structure, institutional policies, data standards, quality management, metadata handling, security controls, lifecycle protection, and practical implementation cases.

Data Governanceenterprise data
0 likes · 14 min read
Comprehensive Guide to Enterprise Data Governance: Vision, Framework, Organization, Standards, Quality, and Security
Data Thinking Notes
Data Thinking Notes
Apr 25, 2024 · Fundamentals

Mastering Data Governance: Build High‑Quality, Secure, Traceable Business Data

This article explains how a comprehensive data governance framework—covering data quality, metadata, master data, asset management, security, and standards—can ensure high‑quality, safe, and traceable business data while outlining implementation steps, organizational roles, platform features, and assessment methods.

Data Governancedata qualitydata security
0 likes · 12 min read
Mastering Data Governance: Build High‑Quality, Secure, Traceable Business Data
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 21, 2024 · Big Data

Design Insights of Bilibili's Big Data Development Governance Platform

This article outlines Bilibili's five‑year journey building a comprehensive big‑data development and governance platform, detailing its user segmentation, product positioning, data map and governance product design, abstract configuration approach, operational mechanisms, value assessment, and measurable impact on data efficiency and business outcomes.

Data GovernancePlatform designdata operations
0 likes · 11 min read
Design Insights of Bilibili's Big Data Development Governance Platform
DataFunTalk
DataFunTalk
Apr 20, 2024 · Big Data

Tencent Video Metrics Middle Platform and Lakehouse Integration: Architecture, Governance, and Practices

This article details Tencent Video’s data business, describing the design and implementation of its metrics middle platform and lake‑warehouse integration, covering architecture, governance, consistency, timeliness, usability, cost optimization, and future plans, with insights into technology choices such as Iceberg, StarRocks, and MQL.

Big DataData EngineeringData Governance
0 likes · 18 min read
Tencent Video Metrics Middle Platform and Lakehouse Integration: Architecture, Governance, and Practices
Data Thinking Notes
Data Thinking Notes
Apr 18, 2024 · Information Security

How to Implement Effective Data Classification and Grading for Secure Data Management

Data classification and grading, essential components of data security governance, involve defining data categories, assigning sensitivity levels, adhering to national standards, and establishing organizational processes to ensure compliant, secure, and value‑driven data handling across enterprises.

Data GovernanceData Managementdata classification
0 likes · 20 min read
How to Implement Effective Data Classification and Grading for Secure Data Management