How to Build a Unified, Scalable Data Metric System for Digital Transformation

This article explains why unified data metrics are critical for digital transformation, outlines the core value of a metric product, details its classification, lifecycle, automation, and service integration, and proposes a three‑layer implementation architecture while looking ahead to AI‑driven enhancements.

Data PlatformDigital Transformationdata metrics

0 likes · 5 min read

How to Build a Unified, Scalable Data Metric System for Digital Transformation

Big Data Tech Team

Apr 16, 2025 · Operations

Mastering Data Warehouse Naming: A Complete Guide to Standards and Processes

This article provides a comprehensive, step‑by‑step guide to data‑warehouse development, covering the full R&D workflow, data modeling layers, data dictionary creation, naming conventions for tables, columns, indexes and ETL jobs, metric standardization, and governance processes to ensure consistent, maintainable data assets across the organization.

ETLdata dictionarymetadata

0 likes · 28 min read

Mastering Data Warehouse Naming: A Complete Guide to Standards and Processes

Big Data Technology & Architecture

Nov 7, 2024 · Big Data

Douyin Group's Data Management Strategies: Enhancing Metric Stability and Reusability

This article outlines Douyin Group's approach to handling petabyte‑scale data, addressing metric inconsistencies, and improving data product agility through a four‑layer Volcano Engine platform, systematic indicator production‑management‑consumption cycles, organizational design, automation, and future plans for large‑model‑driven metric splitting.

AnalyticsBig DataData Management

0 likes · 20 min read

Douyin Group's Data Management Strategies: Enhancing Metric Stability and Reusability

DataFunSummit

Mar 24, 2023 · Big Data

Kuaishou Metric Middle Platform: Development Journey, Architecture, and Practices

This article summarizes the Kuaishou Data Platform’s metric middle‑platform sharing from the 2022 DataFun forum, detailing its three‑year evolution, key concepts, architectural design, implementation challenges, and practical lessons for building an enterprise‑grade metric platform that unifies data definition, production, and consumption across the company.

AnalyticsKuaishoumetric governance

0 likes · 20 min read

Kuaishou Metric Middle Platform: Development Journey, Architecture, and Practices