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DataFunSummit
DataFunSummit
Aug 15, 2024 · Artificial Intelligence

Building an LLM‑Driven Metric Platform for Data Democratization

This article explains how large language models (LLMs) can launch data democratization by constructing a metric platform that combines LLM agents, semantic layers, NL2SQL/NL2API pipelines, warehouse‑internal and external semantics, and showcases SwiftAgent/SwiftMetrics innovations, real‑world case studies, and future directions.

AI agentsBig DataData Democratization
0 likes · 13 min read
Building an LLM‑Driven Metric Platform for Data Democratization
DataFunTalk
DataFunTalk
Jul 27, 2024 · Big Data

Design and Implementation of Kuaishou's Metric Middle Platform

This article presents Kuaishou's metric middle platform, detailing its background, design principles, metric management and service architecture, including headless BI concepts, unified analysis language OAX, query engine OCTO, data modeling layers, acceleration strategies, and future directions toward intelligence and high performance.

Big DataData EngineeringData Modeling
0 likes · 19 min read
Design and Implementation of Kuaishou's Metric Middle Platform
DataFunTalk
DataFunTalk
Apr 14, 2024 · Big Data

Third‑Generation Metric Platform: Enabling a Light Data Warehouse with NoETL

This article explains how a third‑generation metric platform replaces traditional ETL‑heavy data‑warehouse pipelines with a semantic‑driven NoETL approach, reducing cost, improving quality and efficiency, and delivering automated, self‑service analytics for both IT and business users.

AutomationBig DataData Engineering
0 likes · 16 min read
Third‑Generation Metric Platform: Enabling a Light Data Warehouse with NoETL
DataFunSummit
DataFunSummit
Oct 20, 2023 · Big Data

Tencent OLA t‑Metric Metric Platform: Headless BI Practices and Architecture

The article introduces Tencent's OLA data‑governance platform and its t‑Metric metric middle‑platform, explains the Headless BI concept, details the configuration‑driven metric production workflow, core capabilities, architecture, unified query service, ecosystem integration, and answers audience questions about real‑time analysis, dimension handling, and trust mechanisms.

Big DataDataOpsdata governance
0 likes · 21 min read
Tencent OLA t‑Metric Metric Platform: Headless BI Practices and Architecture
DataFunTalk
DataFunTalk
Aug 12, 2023 · Big Data

Building an Agile, Real‑Time Data Analysis Platform with Unified Metrics

This article reviews the evolution and current challenges of modern data analysis, explains why metric‑driven approaches are needed, and details the design, core capabilities, and technical practices of a unified metric platform that enables agile, real‑time insights across diverse data sources.

Big Dataagile datadata analysis
0 likes · 13 min read
Building an Agile, Real‑Time Data Analysis Platform with Unified Metrics
DataFunTalk
DataFunTalk
Jul 25, 2023 · Databases

Building an Integrated Metric Data Service Platform with Apache Doris: Architecture Evolution and Millisecond‑Level Query Performance

This article describes how Financial One Account, a technology service arm of Ping An, migrated from a Hadoop‑Presto‑Kylin stack to an Apache Doris‑based data platform, detailing the architectural evolution, OLAP engine selection, metric system design, performance optimizations, and future roadmap for real‑time analytics.

Apache DorisData WarehouseOLAP
0 likes · 15 min read
Building an Integrated Metric Data Service Platform with Apache Doris: Architecture Evolution and Millisecond‑Level Query Performance
DataFunSummit
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.

Big DataData EngineeringKuaishou
0 likes · 20 min read
Kuaishou Metric Middle Platform: Development Journey, Architecture, and Practices
DataFunSummit
DataFunSummit
Mar 18, 2023 · Big Data

Kuaishou Metric Middle Platform: Architecture, Standardization, and Core Technologies

This article presents Kuaishou's metric middle platform, detailing its three‑year evolution, unified semantic layer design, metric standardization workflow, core technologies such as Headless BI, automated modeling, and a unified metric service, and outlines future directions and a Q&A session.

Big DataData StandardizationKuaishou
0 likes · 18 min read
Kuaishou Metric Middle Platform: Architecture, Standardization, and Core Technologies
Kuaishou Big Data
Kuaishou Big Data
Feb 3, 2023 · Big Data

Inside Kuaishou’s Company‑Wide Metric Platform: Architecture, Lessons & Best Practices

This article details Kuaishou’s three‑year evolution of its metric middle platform, covering the data infrastructure, key challenges of data inconsistency and low analysis efficiency, the enterprise‑level OneMetric solution, architectural design, development phases, practical lessons, system implementation, and real‑world applications.

Big DataData EngineeringKuaishou
0 likes · 23 min read
Inside Kuaishou’s Company‑Wide Metric Platform: Architecture, Lessons & Best Practices
DataFunTalk
DataFunTalk
Nov 2, 2022 · Big Data

Tencent Oula Data Governance Platform: Architecture, Practices, and Solutions

Tencent's Oula platform, launched in 2019, provides a DataOps‑driven, end‑to‑end data governance solution covering data discovery, asset factory, metric platform, and governance engine, and the talk details its construction goals, data development governance, unified metric system, data map, and Q&A on asset health and lineage.

Big DataDataOpsdata governance
0 likes · 17 min read
Tencent Oula Data Governance Platform: Architecture, Practices, and Solutions
Kuaishou Big Data
Kuaishou Big Data
Oct 25, 2022 · Big Data

How Kuaishou Built a Scalable Big Data Platform with Unified Data Quality and Metric Services

This article details Kuaishou's end‑to‑end big data platform, describing its organizational model, unified data governance framework, comprehensive data‑quality solution, the design of a headless metric platform, key technologies such as automatic modeling and code generation, and future directions toward a decentralized, smart data fabric.

Big DataData Modelingdata governance
0 likes · 21 min read
How Kuaishou Built a Scalable Big Data Platform with Unified Data Quality and Metric Services