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product selection

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DataFunSummit
DataFunSummit
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.

Big Datadata platformdata product
0 likes · 10 min read
Integrating Business Metrics and Tags for Efficient Product Selection in Fresh Food E‑commerce
JD Retail Technology
JD Retail Technology
Jul 19, 2022 · Backend Development

Design and Architecture of JD Retail Product Selection Platform

This article details the design and implementation of JD Retail’s product selection platform, covering its business background, core data retrieval capabilities, domain model, system architecture—including frontend configurability, backend query engine, ClickHouse indexing, and both offline and real-time data processing pipelines.

Big Databackend developmentdata indexing
0 likes · 14 min read
Design and Architecture of JD Retail Product Selection Platform
Xianyu Technology
Xianyu Technology
Sep 2, 2021 · Artificial Intelligence

Real-time Product Matching and User Profiling System for Personalized Item Selection

The paper introduces a product‑matching and user‑profiling system that builds themed collections by comparing new items to cold‑start samples using a two‑stage similarity pipeline—exact edit‑distance and pHash checks followed by doc2vec and OCR‑based embeddings—and then profiles sellers with RFM and clustering to highlight attributes like recent C2C sales volume, achieving about 80 % precision in a license‑plate bidding scenario while outlining future fusion improvements.

Machine LearningSimilarity Detectionproduct selection
0 likes · 7 min read
Real-time Product Matching and User Profiling System for Personalized Item Selection
Efficient Ops
Efficient Ops
Jun 18, 2017 · Operations

Choosing the Right Bypass Monitoring Tool: Balancing Cost, Performance, and Value

The article examines the challenges of selecting hardware and monitoring tools, comparing Intel CPUs on performance versus price, and outlines criteria for evaluating bypass‑monitoring products, emphasizing cost, reliability, scalability, and data‑decoding capabilities to guide informed operational decisions.

Performance Monitoringcost-benefit analysisnetwork bypass
0 likes · 9 min read
Choosing the Right Bypass Monitoring Tool: Balancing Cost, Performance, and Value