Dual-Track Product Journal
Dual-Track Product Journal
Jul 25, 2025 · Product Management

Mastering Product Requirements: From Deep User Insights to Seamless Delivery

This guide walks product managers through the full lifecycle of requirement analysis, management, prioritization, delivery, and verification, emphasizing data‑driven decisions, multi‑dimensional evaluation, clear acceptance criteria, and continuous feedback loops to ensure products truly solve user problems and align with business goals.

Product Managementdeliveryfeedback loop
0 likes · 7 min read
Mastering Product Requirements: From Deep User Insights to Seamless Delivery
JD Cloud Developers
JD Cloud Developers
Dec 14, 2022 · Frontend Development

How a DevOps Pipeline Can Supercharge Front‑End Delivery Efficiency

This article analyzes the current challenges of front‑end delivery, outlines the bottlenecks in existing workflows, and presents a DevOps‑driven pipeline that automates build, test, and deployment to improve efficiency, quality, and collaboration across development teams.

CI/CDDevOpsautomation
0 likes · 17 min read
How a DevOps Pipeline Can Supercharge Front‑End Delivery Efficiency
Suning Technology
Suning Technology
Feb 25, 2021 · Operations

How to Optimize O2O Delivery Fulfillment for Maximum Efficiency?

This article analyzes the rapid growth of O2O home‑delivery, examines the challenges of delivery fulfillment, compares third‑party and self‑built rider models, and presents hybrid, batch‑ordering, and AI‑driven optimization strategies to reduce costs and boost efficiency.

LogisticsO2Odelivery
0 likes · 10 min read
How to Optimize O2O Delivery Fulfillment for Maximum Efficiency?
Yanxuan Tech Team
Yanxuan Tech Team
Jun 15, 2020 · Operations

How Yanxuan Built a Scalable Third‑Party Warehouse & Delivery System

This article explains how Yanxuan created a fully third‑party warehousing and distribution platform that supports domestic and international e‑commerce scenarios, outlines its core business, data and branding capabilities, tackles key operational challenges, and details the system’s evolution from initial setup to automated operations.

Logisticsdeliveryoperations
0 likes · 14 min read
How Yanxuan Built a Scalable Third‑Party Warehouse & Delivery System
Qunar Tech Salon
Qunar Tech Salon
Feb 26, 2020 · Artificial Intelligence

Building a One‑Stop Machine Learning Platform for Meituan Delivery

The article describes how Meituan Delivery engineered a unified, end‑to‑end machine learning platform—named Turing—to streamline data processing, feature engineering, model training, deployment, online prediction, and A/B testing, thereby improving algorithm iteration speed, scalability, and operational efficiency for its massive real‑time delivery service.

A/B testingAIMeituan
0 likes · 16 min read
Building a One‑Stop Machine Learning Platform for Meituan Delivery
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 18, 2019 · Operations

Alibaba Hema’s 7‑Layer Funnel & 23 Tactics for Ultra‑Fast Delivery Stability

The article outlines Alibaba’s Hema delivery platform’s end‑to‑end stability strategy, detailing a 7‑layer funnel review process, three core norms (development, architecture, stability), and 23 practical tactics—including core‑noncore isolation, proactive monitoring, fault prevention, rapid recovery, and service‑level controls—to ensure reliable 30‑minute deliveries despite complex logistics and external disruptions.

Monitoringarchitecturedelivery
0 likes · 13 min read
Alibaba Hema’s 7‑Layer Funnel & 23 Tactics for Ultra‑Fast Delivery Stability
21CTO
21CTO
Sep 4, 2018 · R&D Management

What Defines a Great Engineer? Key Skills and Evaluation Criteria

The article explores why engineers often overestimate their work, the challenges managers face in setting fair performance standards, and outlines essential abilities—design, delivery, standards, and collaboration—that distinguish truly effective engineers and drive team efficiency and career growth.

Career Developmentdeliverydesign ability
0 likes · 7 min read
What Defines a Great Engineer? Key Skills and Evaluation Criteria
Meituan Technology Team
Meituan Technology Team
Mar 29, 2018 · Artificial Intelligence

AI-Powered Smart Assistant for Meituan Delivery Riders

Meituan’s AI‑powered Rider Smart Assistant uses voice‑based interaction, real‑time routing, ETA prediction and massive GPS data to solve NP‑hard dispatch problems, cut manual phone calls, shorten order‑acceptance latency and rider wait times, and deliver safer, faster, more efficient same‑city logistics for riders and customers.

AILogisticsVoice Assistant
0 likes · 22 min read
AI-Powered Smart Assistant for Meituan Delivery Riders
Meituan Technology Team
Meituan Technology Team
Aug 5, 2016 · Big Data

Meituan Delivery Big Data: Full‑Chain Application Insights

The talk details Meituan‑Dianping’s end‑to‑end delivery big‑data system, highlighting mobile‑ and local‑centric usage, a two‑stage forecasting pipeline that combines autoregressive baselines with a boosting‑based multiplier model, layered log‑collect‑process‑serve architecture, sophisticated feature engineering, real‑time inference, and strategies for logistics constraints and cold‑start merchants.

Meituanbig datadelivery
0 likes · 8 min read
Meituan Delivery Big Data: Full‑Chain Application Insights