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Model Perspective
Model Perspective
Feb 26, 2026 · Artificial Intelligence

Why DeepSeek Skipped the Chinese New Year Red‑Packet Rush: A Cost‑Benefit Analysis

The article examines DeepSeek’s decision to avoid the Chinese New Year red‑packet promotion by modeling user acquisition costs, revenue, and compute constraints, showing that limited capital and the trade‑off between inference and training resources make mass user growth financially unattractive compared to larger rivals.

AI strategyBusiness ModelDeepSeek
0 likes · 8 min read
Why DeepSeek Skipped the Chinese New Year Red‑Packet Rush: A Cost‑Benefit Analysis
Ops Development & AI Practice
Ops Development & AI Practice
Apr 15, 2025 · Industry Insights

Why a 30‑Day Reward Cycle Hurts New Crypto Exchanges and How to Accelerate Growth

A 30‑day feedback and reward period in "invest $100 earn $30" campaigns can amplify trust anxiety, delay word‑of‑mouth growth, and slow market response for emerging crypto exchanges, while shorter cycles, transparent communication, and early‑stage data focus can dramatically improve user acquisition speed and credibility.

Trustfeedback cyclegrowth strategy
0 likes · 7 min read
Why a 30‑Day Reward Cycle Hurts New Crypto Exchanges and How to Accelerate Growth
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Jan 25, 2024 · Backend Development

Cloud Music RTA Advertising and User Acquisition System: Architecture and Optimization Practices

NetEase Cloud Music’s RTA advertising system delivers real‑time, personalized ads at massive scale by using isolated Nginx clusters, layered decoupling, asynchronous Netty/Redis processing, and optimized storage with hash‑based key compression and Protostuff serialization, while supporting automated audience selection and in‑app attribution to boost user acquisition.

High‑performance computingRTA advertisingSystem Architecture
0 likes · 12 min read
Cloud Music RTA Advertising and User Acquisition System: Architecture and Optimization Practices
360 Tech Engineering
360 Tech Engineering
Jan 3, 2024 · Product Management

What Is User Acquisition (Buy‑Volume) and How to Choose Effective Advertising Channels

The article explains the concept of "buy‑volume" user acquisition for mobile apps, outlines internal and external advertising channels such as search ads, feed ads, app‑store ads and KOL promotions, and provides a framework for selecting, evaluating and optimizing these channels based on product stage, target audience, budget and ROI metrics.

Growth HackingROIchannel selection
0 likes · 14 min read
What Is User Acquisition (Buy‑Volume) and How to Choose Effective Advertising Channels
Data Thinking Notes
Data Thinking Notes
Dec 21, 2023 · Product Management

Mastering Growth Metrics: Methodologies, Frameworks, and Real‑World Cases

This article explains Douyin’s growth‑analysis methodology, how to construct a comprehensive growth‑metric system with North‑Star indicators and hierarchical metric layers, the end‑to‑end analysis loop, new scenario‑driven metric applications, and a detailed case study on improving video‑submission rates.

AB testingGrowthMetrics
0 likes · 24 min read
Mastering Growth Metrics: Methodologies, Frameworks, and Real‑World Cases
Xingsheng Youxuan Technology Community
Xingsheng Youxuan Technology Community
Mar 2, 2023 · Product Management

Why Traditional Growth Tactics Fail: Lessons from Three Years of Community E‑Commerce Subsidies

The article reflects on the 2020‑2022 subsidy wars in community e‑commerce, exposing classic growth misconceptions, the limits of traffic‑centric strategies, the pitfalls of single‑metric thinking, and the need for holistic, value‑driven product management to achieve sustainable user growth.

GrowthMarketingMetrics
0 likes · 16 min read
Why Traditional Growth Tactics Fail: Lessons from Three Years of Community E‑Commerce Subsidies
58UXD
58UXD
Dec 29, 2022 · Operations

Mastering Operational Design: From Planning to Post‑Launch Validation

This article explains the role of operational visual designers, breaks down their work into product‑online, new‑media, offline, and auxiliary design, and outlines a three‑stage workflow—pre‑design communication, rational design execution, and post‑design implementation and validation—to help teams create effective, data‑driven visual experiences.

marketing designoperational designproduct experience
0 likes · 10 min read
Mastering Operational Design: From Planning to Post‑Launch Validation
JD.com Experience Design Center
JD.com Experience Design Center
Jun 2, 2021 · Product Management

How JD’s “Friend” Module Can Transform Social Commerce

The article outlines JD’s design of a unified social‑relationship front‑end module, detailing current data‑island problems, user‑value requirements, visual guidelines, functional integration, and simplified friend‑adding flows to boost acquisition, engagement, and conversion across the platform.

JD.comProduct DesignUX
0 likes · 8 min read
How JD’s “Friend” Module Can Transform Social Commerce
DataFunTalk
DataFunTalk
Oct 26, 2020 · Product Management

Intelligent Advertising and Growth Platform: Strategies and Technologies from Tencent

This article presents Tencent's growth platform, detailing challenges of multi‑channel traffic, material specifications, bidding strategies, and user segmentation, and explains the automated advertising system, RTA and DPA models, material generation pipelines, and the integrated pull‑to‑push approach for user acquisition and retention.

AdvertisingDPAGrowth
0 likes · 17 min read
Intelligent Advertising and Growth Platform: Strategies and Technologies from Tencent
JD.com Experience Design Center
JD.com Experience Design Center
Oct 9, 2020 · Product Management

Designing an Immersive Membership System to Drive Acquisition, Activation, and Retention

This article analyzes JD International's early‑stage membership program, proposing a multi‑module design—exciting benefits, clear behavioral goals, brand‑driven immersive tasks, scenario‑based implementation, and diversified growth pathways—to boost user acquisition, activation, and long‑term retention.

Product Designe‑commercegamification
0 likes · 11 min read
Designing an Immersive Membership System to Drive Acquisition, Activation, and Retention
DataFunTalk
DataFunTalk
Jul 2, 2020 · Product Management

Strategies for Expanding User Circles and Content Matching in Short‑Video Platforms

This article examines how short‑video platforms can expand into new user circles by leveraging external trend data, competitive analysis, KOL resources, precise content matching, and data‑driven product strategies to acquire, retain, and reactivate users while balancing growth and platform health.

KOLalgorithmcontent strategy
0 likes · 14 min read
Strategies for Expanding User Circles and Content Matching in Short‑Video Platforms
Youku Technology
Youku Technology
Dec 6, 2019 · Backend Development

Technical Architecture and Strategies of Youku's Demand‑Side Platform (DSP)

Youku’s Demand‑Side Platform combines integrated RTB channel access, sophisticated delivery strategies, personalized recommendation algorithms, and real‑time monitoring to acquire and re‑engage segmented users, optimizing budgets, creative performance, and conversion funnels while continuously iterating on traffic value estimation and bidding models.

BackendDSPdata monitoring
0 likes · 13 min read
Technical Architecture and Strategies of Youku's Demand‑Side Platform (DSP)
Mafengwo Technology
Mafengwo Technology
Aug 23, 2019 · Mobile Development

Boost App Activation Accuracy with Clipboard-Based Attribution

The article examines common app activation attribution methods—device ID, channel ID, and IP+UA—highlighting their limitations, and introduces a clipboard‑based unique identifier solution that improves attribution precision for HTML5 and WAP ad placements, especially when device IDs are unavailable.

app attributionclipboard identifiermarketing measurement
0 likes · 11 min read
Boost App Activation Accuracy with Clipboard-Based Attribution
Tianxing Digital Tech User Experience
Tianxing Digital Tech User Experience
Aug 2, 2019 · Product Management

How H5 Mini‑Games Supercharge App User Acquisition and Retention

This article explains how lightweight H5 mini‑games can dramatically boost app metrics such as new user acquisition, profit targets, and daily active users by leveraging engaging gameplay, community virality, cultivation mechanics, and real‑world reward loops, illustrated with real cases from Alipay, Tmall, and Xiaomi Finance.

H5 gamesUser Retentiongamification
0 likes · 9 min read
How H5 Mini‑Games Supercharge App User Acquisition and Retention
Sohu Tech Products
Sohu Tech Products
Nov 8, 2018 · Product Management

Integrating the AARRR Pirate Model with Product Lifecycle Stages for Growth

This article explains the AARRR (Acquisition, Activation, Retention, Revenue, Referral) growth funnel, outlines the four product lifecycle phases, and demonstrates how combining the two frameworks can guide resource allocation and strategy across each stage, illustrated with a hypothetical shared‑bike case study.

AARRRgrowth strategyproduct lifecycle
0 likes · 12 min read
Integrating the AARRR Pirate Model with Product Lifecycle Stages for Growth
Liulishuo Tech Team
Liulishuo Tech Team
Dec 2, 2016 · Product Management

Estimating Daily Active Users (DAU) Using New Users and Retention Modeling

This article explains how to estimate future daily active users (DAU) for an app by modeling the accumulation of new users and their retention decay, addressing challenges of changing historical retention rates and proposing a combined approach using recent averages and curve‑fitted functions to predict long‑term user activity.

DAUforecastingproduct analytics
0 likes · 9 min read
Estimating Daily Active Users (DAU) Using New Users and Retention Modeling
Practical DevOps Architecture
Practical DevOps Architecture
Nov 16, 2015 · Operations

Internet Operations Framework: Acquisition, Retention, Conversion, and Activation

This article outlines a comprehensive internet operations framework that covers the four essential stages—acquisition, retention, conversion, and activation—detailing practical strategies for attracting users, keeping them engaged, encouraging purchases, and fostering ongoing activity through various marketing channels and user‑experience improvements.

User Retentiongrowth marketinginternet operations
0 likes · 11 min read
Internet Operations Framework: Acquisition, Retention, Conversion, and Activation
21CTO
21CTO
Nov 7, 2015 · Product Management

10 Proven Growth Lessons from the Fastest‑Scaling Unicorn Startups

This article distills ten common growth principles uncovered from interviews and research on fast‑growing tech unicorns such as Uber, Snapchat, LinkedIn and Evernote, offering actionable insights on product focus, continuous scaling, data‑driven decisions, niche targeting, and cross‑functional teamwork for startups.

Growth Hackingproduct-managementstartup scaling
0 likes · 11 min read
10 Proven Growth Lessons from the Fastest‑Scaling Unicorn Startups