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data standardization

10 articles · Page 1 of 1
Data Integration and Governance
Data Integration and Governance
Jun 10, 2026 · Big Data

Common Data Standardization Methods to Align Metrics, Codes, and Formats

The article explains why data standardization is essential for reliable analytics and AI, outlines four layers of standardization—structure, content, business, and numeric—and details practical techniques such as unified naming, master data coding, cleansing, dimension mapping, and ongoing governance to ensure consistent, reusable data.

AI readinessData GovernanceData Integration
0 likes · 12 min read
Common Data Standardization Methods to Align Metrics, Codes, and Formats
Data Integration and Governance
Data Integration and Governance
May 26, 2026 · Fundamentals

Why a Clear, Unified Data Metric System Is the Key to Successful AI Adoption

The article explains how a clear, unified, and executable data metric system—spanning goal, theme, indicator, definition, and application layers—solves inconsistencies, aligns business objectives, and enables effective AI deployment, emphasizing steps such as goal setting, indicator classification, standardization, and cross‑functional collaboration.

AI Implementationbusiness analyticsdata standardization
0 likes · 12 min read
Why a Clear, Unified Data Metric System Is the Key to Successful AI Adoption
Big Data Tech Team
Big Data Tech Team
Mar 18, 2026 · Big Data

From Zero to One: Building Enterprise Data Standards for Data Warehouses

This guide explains why data standards are essential for data warehouses, outlines the four categories of standards, and provides a step‑by‑step process—including research, framework design, template creation, review, implementation, and ongoing maintenance—to help practitioners and interviewees establish robust, business‑aligned data standards.

Data WarehouseQuality Assurancedata standardization
0 likes · 10 min read
From Zero to One: Building Enterprise Data Standards for Data Warehouses
Didi Tech
Didi Tech
Jul 17, 2023 · Backend Development

Backend Architecture Evolution and Standardization of Didi Ride-Hailing Platform

Didi’s ride‑hailing backend evolved from a monolithic service to a DDD‑split architecture and the DuKang framework, then standardized components, rendering gateways, function access, and logging to solve multi‑terminal inconsistency, complex rendering logic, cross‑process integration, and data visibility, creating a unified cross‑end rendering platform supporting over twenty pages.

Backend ArchitectureDidiRide Hailing
0 likes · 18 min read
Backend Architecture Evolution and Standardization of Didi Ride-Hailing Platform
HelloTech
HelloTech
Sep 2, 2022 · Artificial Intelligence

Search and Recommendation Algorithms: Evolution, Common Pipelines, and Integrated Engine Design

The article outlines how search and recommendation systems have evolved from simple hot‑list displays to sophisticated, data‑driven pipelines comprising recall, fine‑ranking and re‑ranking stages, describes an integrated low‑code engine with standardized features, configurable components and intelligent modules that enable rapid deployment across many scenarios, delivering notable CTR, GMV and engagement gains at 哈啰.

EmbeddingRankingalgorithm architecture
0 likes · 10 min read
Search and Recommendation Algorithms: Evolution, Common Pipelines, and Integrated Engine Design
HomeTech
HomeTech
Jun 23, 2022 · Artificial Intelligence

Overview of Home Intelligent Recommendation System: Architecture, Design, and Observability

This article presents a comprehensive overview of Home's intelligent recommendation system, detailing its business value, challenges of the previous siloed approach, the platform‑based architecture with standardized capabilities, micro‑service components, and the observability stack that together enable scalable, personalized content delivery for millions of users.

AIMicroservicesarchitecture
0 likes · 11 min read
Overview of Home Intelligent Recommendation System: Architecture, Design, and Observability
Taobao Frontend Technology
Taobao Frontend Technology
May 9, 2020 · Frontend Development

How Alibaba’s Tianma Build System Redefines Front‑End Module Development

This article explains the evolution of Alibaba’s Tianma build platform—from early WordPress sites to modern Rax‑based modular UI—covering its design principles, module concepts, data standardization, dependency de‑duplication, rendering services, multi‑terminal caching, and future directions for front‑end development.

Dependency ManagementRaxdata standardization
0 likes · 25 min read
How Alibaba’s Tianma Build System Redefines Front‑End Module Development