Feb 28, 2024 · Big Data

Integrating Business Metrics and Tags for Efficient Product Selection in Fresh Food E‑commerce

This article examines a real‑world case where a fresh‑food e‑commerce platform attempts to fuse business metrics and data tags to streamline monthly product selection, analyzes the shortcomings of the initial solution, and proposes two improved approaches—custom tag rules and algorithmic modeling—to enhance decision‑making efficiency.

Data Producte‑commercemetric analysis

0 likes · 10 min read

Integrating Business Metrics and Tags for Efficient Product Selection in Fresh Food E‑commerce

Meituan Technology Team

Dec 1, 2017 · Big Data

Metric Logic Tree: Automated Anomaly Analysis for Business Metrics

The Metric Logic Tree automates business metric anomaly analysis by integrating heterogeneous data sources (Kylin, MySQL, Elasticsearch, Druid) with a three‑layer architecture—metric calculation, algorithmic analysis (waterfall and Gini‑coefficient methods), and a master‑worker computation service—that parallelizes queries, delivers immediate conclusions, and shortens decision cycles, as demonstrated in Meituan‑Dianping’s hotel‑travel operations.

Big Dataalgorithmanomaly detection

0 likes · 7 min read

Metric Logic Tree: Automated Anomaly Analysis for Business Metrics