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Tencent Architect
Tencent Architect
Aug 26, 2022 · Fundamentals

Tencent's Self‑Developed TXAV1 Video Codec: Architecture, Performance, and Optimization Techniques

Tencent's TXAV1 encoder, a self‑developed AV1 video codec, combines advanced compression‑rate improvements, engineering acceleration, and extensive cloud deployment, achieving up to 78‑334% speedup with minimal quality loss, and includes novel pre‑analysis models, adaptive quantization, and multi‑threading strategies for both video and image applications.

AV1Pre‑analysisTencent
0 likes · 15 min read
Tencent's Self‑Developed TXAV1 Video Codec: Architecture, Performance, and Optimization Techniques
DataFunSummit
DataFunSummit
Aug 2, 2022 · Big Data

Tencent PCG Real‑Time Data Warehouse and Operations Architecture Overview

This article presents Tencent's PCG data platform evolution, detailing the challenges of integrating multiple business groups, the design of a unified big‑data architecture, real‑time and batch processing pipelines, MQ and ATTA systems, and comprehensive operational practices for reliability and scalability.

ATTABig DataMQ
0 likes · 17 min read
Tencent PCG Real‑Time Data Warehouse and Operations Architecture Overview
Tencent Tech
Tencent Tech
Jun 23, 2022 · Big Data

Why Apache InLong’s Graduation Marks a New Era for Big Data Integration

Apache InLong, originally contributed by Tencent, has graduated to an Apache top‑level project, offering a one‑stop framework for petabyte‑scale data ingestion, processing, and reliable streaming, and is now widely adopted across advertising, payment, social, gaming, and AI industries.

ApacheBig Data IntegrationData Streaming
0 likes · 5 min read
Why Apache InLong’s Graduation Marks a New Era for Big Data Integration
Tencent Architect
Tencent Architect
Jun 9, 2022 · Artificial Intelligence

From Zero to Chip: Tencent’s Multi‑Year Journey in AI, FPGA, and Smart‑NIC Development

Tencent’s hardware teams evolved from a lack of verification tools in 2019 to building AI inference chips, video‑encoding silicon, and intelligent NICs, overcoming FPGA challenges, scaling cloud infrastructure, and delivering high‑performance, low‑cost solutions for massive multimedia and AI workloads.

AI inferenceChip DesignFPGA
0 likes · 16 min read
From Zero to Chip: Tencent’s Multi‑Year Journey in AI, FPGA, and Smart‑NIC Development
DataFunSummit
DataFunSummit
May 21, 2022 · Big Data

Tencent News Massive Log Processing Architecture and Data Applications

The article presents Tencent News' comprehensive massive log processing solution, covering background, overall architecture, data collection, real-time and offline computation layers, data quality assurance, and practical examples such as Flink CDC for database synchronization, illustrating how large‑scale data is managed and applied.

FlinkLog ProcessingTencent
0 likes · 10 min read
Tencent News Massive Log Processing Architecture and Data Applications
Tencent Tech
Tencent Tech
Apr 29, 2022 · Artificial Intelligence

Tencent’s Hunyuan AI Model Tops CLUE Leaderboard with Record Score

Tencent’s Hunyuan AI large model shattered records by scoring 80.888 to claim first place on the CLUE benchmark, showcasing its advanced natural language processing, multimodal abilities, curriculum‑learning training approach, and real‑world deployments in WeChat Search and advertising.

AICLUEHunyuan
0 likes · 3 min read
Tencent’s Hunyuan AI Model Tops CLUE Leaderboard with Record Score
Tencent Tech
Tencent Tech
Apr 21, 2022 · Artificial Intelligence

How Tencent’s HunYuan Model Dominated All Major Video Retrieval Benchmarks

Tencent’s newly unveiled HunYuan AI model achieved a grand‑slam by ranking first on the five most authoritative cross‑modal video retrieval datasets, showcasing a hierarchical multimodal approach that dramatically boosts retrieval precision and promises broad impact for both research and industry applications.

AITencentmultimodal
0 likes · 5 min read
How Tencent’s HunYuan Model Dominated All Major Video Retrieval Benchmarks
Tencent Cloud Developer
Tencent Cloud Developer
Mar 24, 2022 · Industry Insights

What Tencent’s 2021 R&D Data Reveals About China’s Tech Landscape

Tencent’s 2021 R&D report uncovers a 41% rise in engineering staff, 6,000+ new projects, 3.2 billion added code lines, a surge in Go usage, extensive open‑source contributions, and a bold carbon‑neutrality roadmap, offering a comprehensive view of the company’s technical momentum and industry impact.

Carbon NeutralityGo languageR&D
0 likes · 9 min read
What Tencent’s 2021 R&D Data Reveals About China’s Tech Landscape
Java High-Performance Architecture
Java High-Performance Architecture
Mar 18, 2022 · Fundamentals

Explore Tencent’s Open‑Source Tools: KV Stores, AI, Mobile & More

This article introduces a collection of high‑performance open‑source components from Tencent—including a key‑value store, API framework, networking library, AI inference engine, Android hot‑patch system, coroutine library, plugin framework, cross‑platform UI framework, mini‑program tool, and an IoT real‑time OS—detailing their core principles, features, and GitHub links.

Tencentcross-platformframeworks
0 likes · 16 min read
Explore Tencent’s Open‑Source Tools: KV Stores, AI, Mobile & More
NiuNiu MaTe
NiuNiu MaTe
Mar 8, 2022 · Backend Development

How a Junior Engineer Landed a Tencent Backend Offer: Interview Experience & Tips

This article shares a junior engineer's detailed journey of securing a backend engineering offer at Tencent, covering three interview rounds, key technical topics like Spring, HashMap, Elasticsearch, Redis, and personal reflections on strengths, weaknesses, and preparation strategies.

Backend DevelopmentElasticsearchJava
0 likes · 5 min read
How a Junior Engineer Landed a Tencent Backend Offer: Interview Experience & Tips
Tencent Tech
Tencent Tech
Jan 25, 2022 · Cloud Native

How Tencent Built YottaStore: A Cloud‑Native Storage Revolution

This article recounts Tencent's journey from its legacy TFS storage to the cloud‑native YottaStore system, detailing the technical challenges, strategic decisions, team dynamics, and the impressive scalability, reliability, and cost benefits that now power major Tencent services and external customers.

ScalabilityTencentYottaStore
0 likes · 14 min read
How Tencent Built YottaStore: A Cloud‑Native Storage Revolution
DataFunTalk
DataFunTalk
Dec 30, 2021 · Artificial Intelligence

Push Notification Volume Optimization Using Uplift Modeling at Tencent Mobile QQ Browser

This article details Tencent's application of uplift modeling to optimize QQ Browser push notification volume, covering push system characteristics, causal analysis challenges, a refined S‑learner with metric learning, and resulting DAU improvements, while also addressing practical Q&A on uplift techniques.

DAU optimizationPush NotificationTencent
0 likes · 8 min read
Push Notification Volume Optimization Using Uplift Modeling at Tencent Mobile QQ Browser
DataFunTalk
DataFunTalk
Dec 27, 2021 · Databases

Graph Theory, Graph Databases, and the Graph Intelligent Platform: Concepts, Development, and Tencent Use Cases

This article explores the fundamentals and evolution of graph theory, graph databases, and graph computing, discusses Tencent's self‑built graph stack—including EasyGraph, Angel‑Graph, and visualization tools—and demonstrates real‑world applications such as scheduling, financial payment analysis, and fraud detection, highlighting performance gains and future trends.

Graph VisualizationTencentfraud detection
0 likes · 17 min read
Graph Theory, Graph Databases, and the Graph Intelligent Platform: Concepts, Development, and Tencent Use Cases
DataFunSummit
DataFunSummit
Dec 23, 2021 · Artificial Intelligence

User Clustering Techniques in Tencent KanDian: From Traditional Algorithms to N‑gram and action2vec

This article explains how Tencent KanDian analyzes user behavior by introducing the product, describing common clustering scenarios, reviewing traditional unsupervised methods, and detailing advanced path‑based approaches such as N‑gram and action2vec, while discussing their advantages, limitations, and practical applications.

AIN-gramTencent
0 likes · 12 min read
User Clustering Techniques in Tencent KanDian: From Traditional Algorithms to N‑gram and action2vec
IEG Growth Platform Technology Team
IEG Growth Platform Technology Team
Dec 6, 2021 · Artificial Intelligence

Model-Free Reinforcement Learning for ROI Optimization: Methods, Advertising Applications, and Tencent Game Advertising Practice

This article introduces model‑free reinforcement learning fundamentals, reviews mainstream solution methods such as Monte‑Carlo, Temporal‑Difference, and n‑step TD with eligibility traces, discusses their application in online advertising and presents Tencent's game advertising practice, including algorithm choices, reward design, and experimental results.

A3CAdvertisingPPO
0 likes · 17 min read
Model-Free Reinforcement Learning for ROI Optimization: Methods, Advertising Applications, and Tencent Game Advertising Practice
DataFunTalk
DataFunTalk
Nov 24, 2021 · Big Data

Tencent Game Big Data Analysis Engine: Architecture, Practices, and Future Plans

This article presents Tencent's game big‑data analysis platform, detailing its background, the architecture of the iData engine—including offline multi‑dimensional analysis (TGMars), online portrait analysis (TGFace), and real‑time multi‑dimensional analysis (TGDruid)—application scenarios, performance insights, and future ecosystem and open‑source plans.

Big DataGame AnalyticsOLAP
0 likes · 15 min read
Tencent Game Big Data Analysis Engine: Architecture, Practices, and Future Plans
DataFunTalk
DataFunTalk
Nov 8, 2021 · Artificial Intelligence

User Behavior Clustering in Tencent Kankan: From Traditional Unsupervised Methods to N‑gram and action2vec

This article introduces Tencent Kankan's product landscape and explores various user clustering techniques—including classic unsupervised algorithms, N‑gram based sequence clustering, and deep‑learning driven action2vec—detailing their implementation steps, advantages, limitations, and practical insights for product optimization.

N-gramTencentaction2vec
0 likes · 12 min read
User Behavior Clustering in Tencent Kankan: From Traditional Unsupervised Methods to N‑gram and action2vec
Tencent Architect
Tencent Architect
Nov 4, 2021 · Artificial Intelligence

Inside Tencent’s Breakthrough AI, Video, and Network Chips: Performance Gains Revealed

At the 2021 Tencent Digital Ecology Conference, senior executives unveiled three home‑grown chips—ZiXiao for AI inference, CangHai for video transcoding, and XuanLing for high‑performance networking—detailing their 2.5D HBM2e integration, accelerated codecs, and up to four‑fold performance improvements that position Tencent’s custom silicon as a core infrastructure for cloud services.

AI ChipTencentVideo Transcoding
0 likes · 5 min read
Inside Tencent’s Breakthrough AI, Video, and Network Chips: Performance Gains Revealed
Tencent Advertising Technology
Tencent Advertising Technology
Aug 18, 2021 · Artificial Intelligence

2021 Tencent Advertising Algorithm Competition: Winners, Accepted Papers, and Reviewer Feedback

The 2021 Tencent Advertising Algorithm Competition, held as the ACM MM 2021 Grand Challenge, announced the top three teams for two tracks, presented the accepted multimodal video advertising papers with detailed reviewer comments, and highlighted the significance of algorithmic innovation over ranking alone.

ACM MMAIAdvertising
0 likes · 8 min read
2021 Tencent Advertising Algorithm Competition: Winners, Accepted Papers, and Reviewer Feedback
Java High-Performance Architecture
Java High-Performance Architecture
Aug 11, 2021 · Operations

Why Tencent’s Blue Whale Job Platform Is a Game-Changer for Operations Automation

The Blue Whale Job Platform (bk-job) by Tencent offers a comprehensive, front‑end/back‑end separated solution for script execution, file distribution, task scheduling, and workflow orchestration, providing secure command detection, versioned scripts, and extensible file source management to streamline enterprise operations.

AutomationScript ManagementTencent
0 likes · 5 min read
Why Tencent’s Blue Whale Job Platform Is a Game-Changer for Operations Automation
Tencent Tech
Tencent Tech
Jul 22, 2021 · Artificial Intelligence

How Tencent Dominated WMT2021: Winning Five News‑Track Translation Tasks

Tencent’s machine‑translation teams clinched five first‑place wins in the WMT2021 news track—covering Chinese‑English, Japanese‑English and English‑German limited‑resource tasks—outperforming 82 competing teams and showcasing the impact of its AI‑driven translation engine across its products.

AI competitionBLEUTencent
0 likes · 4 min read
How Tencent Dominated WMT2021: Winning Five News‑Track Translation Tasks
Tencent Advertising Technology
Tencent Advertising Technology
May 21, 2021 · Artificial Intelligence

Tencent Advertising Algorithm Competition Live Stream FAQ: Using Angel Platform, Resource Configuration, and Embedding Evaluation

The livestream FAQ from the 2021 Tencent Advertising Algorithm Competition explains how to run baselines with Angel without coding, configure Angel resources for different algorithms, and assess the quality of trained embedding vectors using supervised validation, clustering visualisation, and domain‑specific heuristics.

AIAngel platformTencent
0 likes · 4 min read
Tencent Advertising Algorithm Competition Live Stream FAQ: Using Angel Platform, Resource Configuration, and Embedding Evaluation
NiuNiu MaTe
NiuNiu MaTe
May 18, 2021 · Backend Development

How a Non‑Top‑University Graduate Cracked Tencent: A Step‑by‑Step Backend Engineer Roadmap

This guide shares a former second‑tier university graduate's practical roadmap—covering mindset, goal setting, skill acquisition in C++, data structures, algorithms, OS, networking, databases, internships, project work, interview tactics, and Tencent's recruitment process—to help aspiring engineers land offers at top tech firms.

Skill developmentSoftware EngineeringTencent
0 likes · 19 min read
How a Non‑Top‑University Graduate Cracked Tencent: A Step‑by‑Step Backend Engineer Roadmap
21CTO
21CTO
Mar 19, 2021 · R&D Management

What Tencent’s 2020 R&D Report Reveals About Code Growth and Developer Productivity

Tencent’s 2020 R&D Big Data Report shows the company added 2 billion lines of code, with R&D staff comprising 68% of its workforce, highlights C++ as the top language, details significant efficiency gains, and reveals high‑quality code output from technical leaders and senior engineers.

R&DTencentproductivity
0 likes · 3 min read
What Tencent’s 2020 R&D Report Reveals About Code Growth and Developer Productivity
Tencent Tech
Tencent Tech
Jan 8, 2021 · Artificial Intelligence

Tencent’s First T17 Scientist: The AI & Robotics Pioneer Driving Breakthroughs

Zhang Zhengyou, head of Tencent AI Lab and Robotics X, has become the company’s inaugural T17‑level researcher, a distinction earned through pioneering work in AI‑driven agriculture, virtual humans, facial recognition, speech front‑ends, advanced robotics like the Jamoca quadruped, and contributions such as the Go AI “Absolute Art”.

AITencent
0 likes · 6 min read
Tencent’s First T17 Scientist: The AI & Robotics Pioneer Driving Breakthroughs
Full-Stack Internet Architecture
Full-Stack Internet Architecture
Jan 8, 2021 · R&D Management

How to Achieve Disruptive Innovation: Insights from Tencent, Alibaba and the “Thin Middle Platform” Concept

The article examines why traditional middle‑platform models struggle with disruptive innovation and explains how companies like Tencent and Alibaba use competitive “horse‑race” mechanisms and a “thin middle platform” approach to foster breakthrough products such as WeChat and DingTalk.

AlibabaOrganizational StrategyR&D management
0 likes · 6 min read
How to Achieve Disruptive Innovation: Insights from Tencent, Alibaba and the “Thin Middle Platform” Concept
Programmer DD
Programmer DD
Jan 3, 2021 · Artificial Intelligence

How Self‑Play and GAIL Powered the WeKick AI to Win the First Google Football Kaggle Championship

After a nostalgic gaming session, the author recounts how Tencent’s upgraded AI, WeKick, leveraged self‑play reinforcement learning, GAIL‑based adversarial simulation, and a multi‑style League framework to dominate the inaugural Google Football Kaggle competition, illustrating the escalating complexity of multi‑agent AI in real‑time strategy games.

GAILKaggle competitionTencent
0 likes · 8 min read
How Self‑Play and GAIL Powered the WeKick AI to Win the First Google Football Kaggle Championship
Tencent Cloud Developer
Tencent Cloud Developer
Dec 31, 2020 · Frontend Development

2020 Frontend Technology Trends: A Comprehensive Analysis from Tencent IMWeb Team

The Tencent IMWeb team’s 2020 analysis highlights seven key frontend trends—explosive TypeScript adoption, React’s dominance among major frameworks, the rise of WebAssembly, accelerating low‑code platforms, serverless full‑stack development, DevOps maturation, and booming WebRTC—while forecasting continued growth in these areas for 2021.

DevOpsFrontend TrendsReact
0 likes · 26 min read
2020 Frontend Technology Trends: A Comprehensive Analysis from Tencent IMWeb Team
Tencent Tech
Tencent Tech
Dec 31, 2020 · Artificial Intelligence

How Tencent’s WeKick AI Dominated the Google Football Kaggle Competition

Tencent AI Lab’s WeKick AI clinched the inaugural Google Football Kaggle championship with a score of 1785.8, outpacing over 1,100 research teams by leveraging a migrated full‑stack architecture, custom reinforcement‑learning frameworks, GAIL imitation learning, and a multi‑style League training pipeline that together showcase the power and generality of deep reinforcement learning for complex multi‑agent tasks.

AIGAILGoogle Football
0 likes · 8 min read
How Tencent’s WeKick AI Dominated the Google Football Kaggle Competition
DataFunSummit
DataFunSummit
Dec 29, 2020 · Artificial Intelligence

Graph Neural Networks for Recommendation: Principles, Frameworks, and Tencent Practice

This article introduces graph neural networks, explains their fundamentals and GraphSAGE/DGI algorithms, and demonstrates how Tencent applies them to recommendation scenarios such as video and WeChat content, highlighting network construction, feature engineering, sampling and aggregation techniques, and practical performance gains.

DGIGraphSAGERecommendation Systems
0 likes · 8 min read
Graph Neural Networks for Recommendation: Principles, Frameworks, and Tencent Practice
DataFunTalk
DataFunTalk
Oct 14, 2020 · Artificial Intelligence

Angel Machine Learning Platform: Architecture, Deep Learning Extensions, and Applications in Tencent Advertising Recommendation System

This article introduces Tencent's self‑built Angel distributed machine‑learning platform, describes its architecture and deep‑learning extensions (Parameter Server and AllReduce), explains how it powers the advertising recommendation pipeline with models such as DSSM, VLAD and YOLO, and presents extensive training‑level optimizations that yield multi‑fold performance improvements.

AngelParameter ServerPerformance Optimization
0 likes · 15 min read
Angel Machine Learning Platform: Architecture, Deep Learning Extensions, and Applications in Tencent Advertising Recommendation System
Efficient Ops
Efficient Ops
Sep 25, 2020 · Operations

Inside Tencent’s Gongfeng: How a Homegrown DevOps Platform Earned National Excellence

This article reports on Tencent’s Gongfeng version‑control system receiving top‑level DevOps standard assessment at the 14th GOPS Global Operations Conference, includes an interview with the system’s director about its design, deployment challenges, future plans, and the broader Chinese DevOps standards initiative.

DevOpsGongfengIndustry standards
0 likes · 10 min read
Inside Tencent’s Gongfeng: How a Homegrown DevOps Platform Earned National Excellence
Tencent Tech
Tencent Tech
Sep 25, 2020 · Artificial Intelligence

What’s Inside Tencent’s AI Security Attack Matrix? A Minefield Guide

Tencent’s AI Security Attack Matrix, the industry’s first AI‑focused risk framework, maps attack tactics, techniques, and processes across the AI lifecycle, offering practical guidance for researchers and developers to identify and mitigate security threats in AI systems.

AI SafetyAI securityTencent
0 likes · 5 min read
What’s Inside Tencent’s AI Security Attack Matrix? A Minefield Guide
21CTO
21CTO
Sep 7, 2020 · Databases

How Tencent’s Database Heroes Powered WeChat Red Packets, Honor of Kings, and Video Streaming

This article chronicles the evolution of Tencent's database technologies—from the early CKV and TcaplusDB systems that powered QQ Space and WeChat Red Packets, to the high‑performance TcaplusDB that supported Honor of Kings, and finally the AI‑driven DBbrain that keeps Tencent Video and cloud customers running smoothly under massive concurrent loads.

AIGamingTencent
0 likes · 40 min read
How Tencent’s Database Heroes Powered WeChat Red Packets, Honor of Kings, and Video Streaming
Tencent Cloud Developer
Tencent Cloud Developer
Jul 27, 2020 · Information Security

Tencent Game Security 2019 Annual Report: Cheating, Black Markets, and Account Security Trends

The 2019 Tencent Game Security report reveals rising cheat samples on PC and mobile, dominant custom cheats, emerging subtle cheating tactics, a diversified black‑market selling fake IDs and compromised devices, rampant account theft largely through scams, and improved player reporting that boosted detection rates.

Game SecurityGaming IndustryTencent
0 likes · 9 min read
Tencent Game Security 2019 Annual Report: Cheating, Black Markets, and Account Security Trends
Tencent Tech
Tencent Tech
Jul 23, 2020 · Artificial Intelligence

How Open‑Source AI Is Powering the Global Fight Against COVID‑19

Tencent joins the Linux Foundation Public Health initiative, open‑sourcing tools like the international COVID‑19 health module, an AI self‑triage assistant, and a severe‑case prediction model with Zhong Nanshan’s team, empowering developers, hospitals, and public‑health agencies worldwide to combat the pandemic.

AICOVID-19Tencent
0 likes · 6 min read
How Open‑Source AI Is Powering the Global Fight Against COVID‑19
DataFunTalk
DataFunTalk
Jul 20, 2020 · Artificial Intelligence

Embedding Techniques in Tencent Mobile News Recommendation System

This article reviews the practical use of embedding technologies in Tencent's mobile news recommendation pipeline, covering the fundamentals of embeddings, their historical development, item and image embeddings, user embeddings, various vector‑based recall methods, clustering strategies, and recent advances and challenges.

Deep LearningEmbeddingTencent
0 likes · 15 min read
Embedding Techniques in Tencent Mobile News Recommendation System
Tencent Cloud Developer
Tencent Cloud Developer
Jul 20, 2020 · Cloud Native

Tencent Eagle Eye Distributed Logging System Cloud Migration Practice

Tencent’s Eagle Eye distributed real‑time monitoring and log analysis platform was migrated to the cloud by rebuilding its LogSender and Kafka‑to‑ES components, switching to cloud CKafka and Elasticsearch, which boosted throughput fourfold, cut resource usage by about half, saved roughly 20 million RMB annually, and set the stage for further enhancements such as comprehensive monitoring and exactly‑once delivery.

ElasticsearchKafkaTencent
0 likes · 9 min read
Tencent Eagle Eye Distributed Logging System Cloud Migration Practice
Tencent Cloud Developer
Tencent Cloud Developer
Jul 11, 2020 · Industry Insights

How Tencent Envisions the Era of Ubiquitous AI: Key Insights from Its New White Paper

Tencent’s AI White Paper outlines the concept of ‘ubiquitous intelligence’, analyzing macro trends, policy support, supply‑demand dynamics, core technologies such as computer vision and NLP, and the pandemic‑driven acceleration of AI applications across healthcare, smart cities, manufacturing, and digital content.

AIAI applicationsPandemic Impact
0 likes · 13 min read
How Tencent Envisions the Era of Ubiquitous AI: Key Insights from Its New White Paper
Tencent Tech
Tencent Tech
Jul 1, 2020 · Artificial Intelligence

How Context‑Based PLC Boosts VoIP Quality in Weak Networks

This article explains why VoIP calls suffer from brief interruptions caused by packet loss, compares traditional forward error correction (FEC) and packet loss concealment (PLC) techniques, introduces Tencent's deep‑learning‑enhanced cPLC, and shows how it significantly improves MOS scores, especially under burst‑loss conditions.

Deep LearningFECPLC
0 likes · 6 min read
How Context‑Based PLC Boosts VoIP Quality in Weak Networks
Tencent Advertising Technology
Tencent Advertising Technology
May 12, 2020 · Artificial Intelligence

Insights and Solution Approaches for the 2020 Tencent Advertising Algorithm Competition

The 2020 Tencent Advertising Algorithm Competition challenges participants to predict user gender and age from 90‑day click logs, and the champion shares data understanding, feature engineering techniques such as one‑hot, TF‑IDF, Word2Vec, and modeling strategies including GBDT and RNN/LSTM/GRU to guide competitors.

AdvertisingTencentaudience prediction
0 likes · 4 min read
Insights and Solution Approaches for the 2020 Tencent Advertising Algorithm Competition
Tencent Advertising Technology
Tencent Advertising Technology
May 5, 2020 · Artificial Intelligence

How to Use the TI-ONE SDK to Train Models for the 2020 Tencent Advertising Algorithm Competition

This tutorial walks you through the complete process of using the TI-ONE SDK—including data preparation, dependency installation, session initialization, TensorFlow estimator configuration, job submission, and result monitoring—to train a machine‑learning model for the 2020 Tencent Advertising Algorithm Competition.

SDKTI-ONETencent
0 likes · 7 min read
How to Use the TI-ONE SDK to Train Models for the 2020 Tencent Advertising Algorithm Competition
Tencent Cloud Developer
Tencent Cloud Developer
Feb 1, 2020 · R&D Management

Remote Work Practices and Toolset for Small Companies

The article recounts a Tencent Cloud TVP entrepreneur’s shift to remote work amid COVID‑19, offering small companies a step‑by‑step daily routine, a comprehensive Tencent‑centric toolset checklist, security and collaboration best practices, cultural tips for distributed teams, and expert TVP insights.

Cloud ServicesSecurityTencent
0 likes · 22 min read
Remote Work Practices and Toolset for Small Companies
Big Data Technology & Architecture
Big Data Technology & Architecture
Jan 19, 2020 · Big Data

Tencent's Elasticsearch Practices: Application Scenarios, Challenges, Optimizations, and Future Directions

This article details how Tencent leverages Elasticsearch for log analysis, search services, and time‑series data, outlines the specific challenges faced in high‑availability and cost‑efficiency, and presents the comprehensive optimization techniques and future open‑source contributions that improve performance, scalability, and reliability.

Big DataCost OptimizationElasticsearch
0 likes · 16 min read
Tencent's Elasticsearch Practices: Application Scenarios, Challenges, Optimizations, and Future Directions
Tencent Tech
Tencent Tech
Jan 17, 2020 · Cloud Computing

How QQ Tackled Massive Cloud Migration Challenges – Tencent’s Strategy Revealed

Tencent’s QQ service migrated over a million servers to public cloud, detailing comprehensive planning, phased execution, and solutions to security, dependency, disaster recovery, and gray‑scale challenges, while highlighting infrastructure upgrades, database migration, cloud‑native tools, and operational transformations that ensured zero user impact.

InfrastructureOperationsQQ
0 likes · 20 min read
How QQ Tackled Massive Cloud Migration Challenges – Tencent’s Strategy Revealed
Tencent Cloud Developer
Tencent Cloud Developer
Dec 24, 2019 · Cloud Native

Tencent Online Education: Cloud Migration and Cloud‑Native Architecture Evolution

Since 2017, Tencent Online Education has migrated its siloed, self‑developed services to a unified cloud‑native architecture—standardizing micro‑services, selecting open‑source middleware, and enhancing DevOps with Kubernetes, CI/CD, and data migration—thereby boosting development efficiency, scalability, cost savings, and fostering a collaborative engineering culture.

DevOpsMicroservicesTencent
0 likes · 11 min read
Tencent Online Education: Cloud Migration and Cloud‑Native Architecture Evolution
Tencent Tech
Tencent Tech
Dec 23, 2019 · Cloud Computing

How Tencent Scaled to Over 1 Million Servers and Cut Costs by 30%

Tencent’s 2019 infrastructure breakthrough revealed a million‑plus servers, 100 Tbps network bandwidth, modular data centers, self‑developed hardware and software innovations that together slashed total cost of ownership by 30%, boosted efficiency, and pushed cloud elasticity to new heights.

Data centerInfrastructureTencent
0 likes · 8 min read
How Tencent Scaled to Over 1 Million Servers and Cut Costs by 30%
Tencent Cloud Developer
Tencent Cloud Developer
Dec 23, 2019 · Frontend Development

How Tencent’s Hippy Makes Cross‑Platform Front‑End Development Simpler

Tencent’s open‑source Hippy framework, now used by 18 internal services with over a hundred million daily page views, offers a front‑end‑friendly, W3C‑compliant cross‑platform solution that supports React and Vue, reduces learning barriers, and improves performance through a C++‑based engine‑direct architecture.

HippyJavaScriptReact
0 likes · 5 min read
How Tencent’s Hippy Makes Cross‑Platform Front‑End Development Simpler
Efficient Ops
Efficient Ops
Nov 25, 2019 · Cloud Computing

How Tencent Migrated Massive Services to the Cloud: Lessons and Best Practices

This article shares Tencent’s extensive experience migrating massive self‑developed services to the cloud, covering motivations, business value, practical insights, the QQ migration case, and key lessons for improving efficiency, reducing risk, and embracing cloud‑native operations.

DevOpsTencentcloud migration
0 likes · 11 min read
How Tencent Migrated Massive Services to the Cloud: Lessons and Best Practices
Tencent Cloud Developer
Tencent Cloud Developer
Nov 22, 2019 · Industry Insights

Inside Tencent’s 1000‑Day ‘Tech for Good’ Upgrade: From Mission to Open‑Source Revolution

The article examines how Tencent reshaped its identity over a thousand‑day “technology upgrade” by redefining its mission, recruiting top scientists, launching AI and quantum labs, confronting internal silos, and instituting open‑source and middle‑platform strategies to become a true technology company.

Quantum ComputingR&D managementTencent
0 likes · 38 min read
Inside Tencent’s 1000‑Day ‘Tech for Good’ Upgrade: From Mission to Open‑Source Revolution
Tencent Cloud Developer
Tencent Cloud Developer
Nov 14, 2019 · Big Data

Tencent Announces Open‑Source High‑Performance Graph Computing Framework Plato

Tencent has open‑sourced its high‑performance graph computing framework Plato, which can process billion‑node graphs in minutes on as few as ten servers, outpacing Spark GraphX by up to two orders of magnitude, and supports offline computation, representation learning, and integration with Kubernetes/YARN for social, recommendation, and biomedical applications.

Big DataDistributed SystemsPLATO
0 likes · 7 min read
Tencent Announces Open‑Source High‑Performance Graph Computing Framework Plato
Big Data Technology & Architecture
Big Data Technology & Architecture
Oct 31, 2019 · Big Data

Tencent Game Big Data Operations Overview and Asset Management Practices

The article presents Tencent's game big‑data operation landscape, detailing massive daily data volumes, key challenges in data diversity, quality, and governance, and describing a comprehensive asset‑management framework that combines metadata, collection architecture, lineage, security, cost control, and value assessment to ensure high‑quality, low‑latency data services.

Game AnalyticsTencent
0 likes · 5 min read
Tencent Game Big Data Operations Overview and Asset Management Practices
Tencent Cloud Developer
Tencent Cloud Developer
Oct 26, 2019 · Industry Insights

How Blockchain Is Transforming Industries: Insights from Tencent’s 2019 Whitepaper

The 2019 Tencent Blockchain Whitepaper analyzes policy support, market growth, and the integration of blockchain into traditional and financial sectors, highlighting Tencent’s TrustSQL and TBaaS platforms and outlining the emerging ecosystem of infrastructure, applications, and services driving digital transformation.

BlockchainDigital TransformationFinancial Services
0 likes · 15 min read
How Blockchain Is Transforming Industries: Insights from Tencent’s 2019 Whitepaper
Big Data Technology & Architecture
Big Data Technology & Architecture
Aug 25, 2019 · Big Data

Tencent Oceanus: Evolution, Productization, and Optimizations of Real‑Time Stream Computing with Flink

This article recounts Tencent's journey from adopting Flink to building the Oceanus platform, detailing its architecture, product features, and a series of deep extensions—including UI redesign, JobManager failover, checkpoint handling, enhanced windows, LocalKeyBy, watermark idle detection, and log isolation—aimed at supporting trillion‑scale real‑time data processing.

Big DataFlinkOceanus
0 likes · 18 min read
Tencent Oceanus: Evolution, Productization, and Optimizations of Real‑Time Stream Computing with Flink
Tencent Cloud Developer
Tencent Cloud Developer
Aug 13, 2019 · Cloud Computing

Tencent's Internal Business Migration to Public Cloud: Strategies, Practices, and Lessons

Tencent’s internal migration from isolated private data centers to a unified public‑cloud environment—driven by the need to eliminate siloed “chimney” architectures, boost development speed, engineer experience, and customer value—was executed in three staged phases using refactor‑or‑migrate strategies, comprehensive testing, security integration, database‑migration patterns, hybrid‑cloud management, and cloud‑native DevOps practices, yielding a scalable, cost‑effective platform.

DevOpsTencentcloud migration
0 likes · 21 min read
Tencent's Internal Business Migration to Public Cloud: Strategies, Practices, and Lessons
Big Data Technology Architecture
Big Data Technology Architecture
Aug 12, 2019 · Product Management

The Rise of ByteDance and Its Impact on China's Internet Ecosystem

This article examines how ByteDance’s rapid growth and content ecosystem have challenged traditional Chinese internet giants like Tencent and Baidu, analyzing the strategic battles over user engagement, algorithmic recommendation versus social recommendation, and the implications for product management and market dynamics.

ByteDanceInternet CompetitionTencent
0 likes · 14 min read
The Rise of ByteDance and Its Impact on China's Internet Ecosystem
Tencent Cloud Developer
Tencent Cloud Developer
Jun 26, 2019 · Industry Insights

Tencent's Open Source Roadmap: Governance, Global Contributions, and Future Trends

At the CNCF Cloud Native Conference in Shanghai, Tencent Open Source Alliance chair Du Junping unveiled a three‑stage roadmap—internal collaboration, external code release, and community governance—while highlighting the company's focus areas, internal office structure, major open‑source contributions, and impressive project metrics such as 75 open‑source projects and over 220,000 GitHub stars.

Tencentindustry insightsopen source
0 likes · 9 min read
Tencent's Open Source Roadmap: Governance, Global Contributions, and Future Trends
Tencent Cloud Developer
Tencent Cloud Developer
Jun 10, 2019 · Information Security

Third Tencent Information Security Competition (TCTF 2019) Finals Summary and Highlights

After a grueling 30‑hour showdown in Shanghai, the 2019 Tencent Information Security Competition crowned r3kapig as international champion with Balsn and Tea Deliverers trailing, while Fudan’s Whitzard seized the New Star title and a DEF CON berth, highlighting Chinese dominance, cutting‑edge cloud/IoT challenges, live commentary, and Tencent’s role in cultivating cybersecurity talent across universities.

CTFTCTF 2019Tencent
0 likes · 8 min read
Third Tencent Information Security Competition (TCTF 2019) Finals Summary and Highlights
Big Data Technology & Architecture
Big Data Technology & Architecture
Jun 2, 2019 · Big Data

Tencent's Oceanus Real-Time Stream Computing Platform and Flink Optimizations

The article presents Tencent's evolution of real‑time stream processing using Flink, the design of the Oceanus one‑stop visual platform, and a series of deep extensions and optimizations—including UI redesign, JobManager failover, checkpoint handling, enhanced windows, LocalKeyBy, idle detection, and log isolation—aimed at supporting petabyte‑scale data workloads.

Big DataFlinkOceanus
0 likes · 16 min read
Tencent's Oceanus Real-Time Stream Computing Platform and Flink Optimizations
Tencent Cloud Developer
Tencent Cloud Developer
Apr 18, 2019 · R&D Management

Becoming an ASF Member: Insights into Apache Foundation Governance and Tencent’s Open‑Source Practices

Tencent Cloud researcher Du Junping’s elevation to Apache Software Foundation Member highlights his decade‑long progression from Hadoop contributor to voting board member, while illustrating Apache’s transparent governance hierarchy and Tencent’s Open‑Source Alliance efforts to streamline reviews, mentor projects, and rigorously assess open‑source health.

ASF MemberApache FoundationOpen Source Management
0 likes · 9 min read
Becoming an ASF Member: Insights into Apache Foundation Governance and Tencent’s Open‑Source Practices
Tencent Cloud Developer
Tencent Cloud Developer
Mar 27, 2019 · Industry Insights

How AI and Big Data Drive New Engineering Education: Insights from the 2019 IT Alliance Conference

The 2019 Information Technology New Engineering Alliance conference in Beijing gathered academia, research institutes, and industry leaders to discuss AI, big data, and curriculum innovation, highlighting Tencent's contributions to digital education, cloud certification, and the broader push for industry‑university collaboration in shaping future IT talent.

AIBig DataEducation Technology
0 likes · 6 min read
How AI and Big Data Drive New Engineering Education: Insights from the 2019 IT Alliance Conference
21CTO
21CTO
Mar 21, 2019 · Information Security

Why Tencent Demanded Duoshan Remove Your WeChat Avatar: A Data Privacy Showdown

The article examines Tencent's legal push to force ByteDance's Duoshan app to stop using users' WeChat/QQ avatars and nicknames, detailing the data‑sharing dispute, the PR tactics that spiked Duoshan's DAU, and the provisional court injunction that halted the practice.

ByteDanceTencentdata privacy
0 likes · 6 min read
Why Tencent Demanded Duoshan Remove Your WeChat Avatar: A Data Privacy Showdown
Tencent Cloud Developer
Tencent Cloud Developer
Feb 13, 2019 · Mobile Development

Tencent Car‑Mounted Mini Program Architecture and Voice Interaction

Tencent’s car‑mounted mini‑program platform layers a JavaScript runtime (TBS), an extended WeChat framework with TAIS voice interaction, and diverse applications, enabling developers to adapt existing mini‑programs for vehicle head‑units with hands‑free voice control, contextual recommendations, safety checks, and cross‑OS support.

Mobile DevelopmentTencentUI adaptation
0 likes · 16 min read
Tencent Car‑Mounted Mini Program Architecture and Voice Interaction
Tencent Cloud Developer
Tencent Cloud Developer
Jan 17, 2019 · Artificial Intelligence

Deep Learning for Big Data Recommendation Systems: Tencent's Industrial Practice

Tencent’s industrial practice shows how a large‑scale offline‑nearline‑online “Shield” recommendation architecture, powered by the DeepR framework built on RCaffe, uses deep semantic embeddings, massive neural networks and reinforcement‑learning decisions to handle billions of daily requests, demonstrating that data richness and engineering capability, not model depth alone, drive performance in big‑data recommendation systems.

Big DataDeep LearningNeural Network
0 likes · 13 min read
Deep Learning for Big Data Recommendation Systems: Tencent's Industrial Practice
Tencent Cloud Developer
Tencent Cloud Developer
Nov 8, 2018 · Cloud Computing

Enterprise WeChat: Connecting Work and Life in Tencent's To B Strategy

Enterprise WeChat (WeCom) is Tencent’s B2B platform that separates work from personal chat while leveraging familiar WeChat interactions, integrating cloud, AI and security services, offering real‑name address books, read receipts, lightweight OA tools, open APIs for ERP/CRM, and extensible mini‑programs to enable smart enterprise connectivity and workflow automation.

CollaborationEnterprise WeChatMini-program
0 likes · 13 min read
Enterprise WeChat: Connecting Work and Life in Tencent's To B Strategy
vivo Internet Technology
vivo Internet Technology
Oct 22, 2018 · Operations

Jenkins Area Meetup 2018 Shenzhen: DevOps Practices and CI/CD Solutions

The Jenkins Area Meetup 2018 in Shenzhen, co‑hosted by DevOps时代社区 and vivo Mobile Internet, gathered experts who presented on hybrid‑cloud DevOps, large‑scale CI/CD with Jenkins at Tencent, DevOps‑based R&D and operations standards, and an automated CMDB‑driven operations platform, concluding with strong community engagement and available presentation materials.

DevOpsJenkinsOperations
0 likes · 3 min read
Jenkins Area Meetup 2018 Shenzhen: DevOps Practices and CI/CD Solutions
Tencent Cloud Developer
Tencent Cloud Developer
Oct 17, 2018 · Industry Insights

Why Graph Databases Are Redefining Enterprise Data Strategy

The article provides a detailed market and application analysis of graph databases, highlighting rapid growth, key use cases in finance and social networks, Tencent's StarGraph solution, advantages over relational databases, current limitations, and future industry adoption trends.

Big DataIndustry analysisTencent
0 likes · 6 min read
Why Graph Databases Are Redefining Enterprise Data Strategy
Efficient Ops
Efficient Ops
Jul 11, 2018 · Operations

How Tencent Scales Automated Operations with Package Management and CMDB

This article outlines Tencent's automated operations framework, covering the evolution of its package management system, multi‑center organizational structures, CMDB resource imaging, process automation, version control, and release management, while sharing practical lessons and pitfalls from real‑world deployments.

AutomationCMDBDevOps
0 likes · 21 min read
How Tencent Scales Automated Operations with Package Management and CMDB
Tencent Advertising Technology
Tencent Advertising Technology
May 28, 2018 · Artificial Intelligence

Winning Approach of the Tencent Advertising Algorithm Competition: Feature Engineering, Model Selection, and Future Work

The team from Jilin University, Harbin Institute of Technology, and Beijing University of Posts and Telecommunications shares their winning strategy for the Tencent Advertising Algorithm Competition, detailing their feature engineering, model selection, and future work to handle large‑scale data challenges.

AdvertisingDeep LearningModel Selection
0 likes · 4 min read
Winning Approach of the Tencent Advertising Algorithm Competition: Feature Engineering, Model Selection, and Future Work
Continuous Delivery 2.0
Continuous Delivery 2.0
May 18, 2018 · R&D Management

Tencent's R&D Toolchain and DevOps Practices: Boosting Development Efficiency

This article reviews Tencent's industry‑leading R&D efficiency by describing its decentralized toolchain, DevOps‑driven automation, quality‑control pipelines, and real‑world case studies, illustrating how integrated platforms, branch‑strategy management, and open‑source components boost development speed and reliability.

DevOpsR&D efficiencyTencent
0 likes · 12 min read
Tencent's R&D Toolchain and DevOps Practices: Boosting Development Efficiency
Efficient Ops
Efficient Ops
May 2, 2018 · Operations

How Tencent Scales 20,000+ Servers: Lessons from SNG Operations

This talk outlines the five major challenges faced by Tencent's SNG component operations—geographic distribution, HTTPS certificate management, massive device failures, long‑term maintenance, and large‑scale scaling—and describes the underlying architecture, operational principles, and practical techniques used to automate and reliably support millions of users during peak events.

AutomationOperationsTencent
0 likes · 20 min read
How Tencent Scales 20,000+ Servers: Lessons from SNG Operations
21CTO
21CTO
Mar 19, 2018 · Operations

How Tencent Scaled Its Network from 2004‑2013: Key Lessons in Data‑Center Evolution

This article chronicles Tencent's network journey from its modest 2004 infrastructure through rapid expansion, critical incidents, and architectural breakthroughs like SET zones, SDN, and MPLS VPN, illustrating how the company transformed its data‑center operations to support massive user growth.

Data centerInfrastructureOperations
0 likes · 11 min read
How Tencent Scaled Its Network from 2004‑2013: Key Lessons in Data‑Center Evolution
Architecture Digest
Architecture Digest
Mar 18, 2018 · Operations

The Evolution of Tencent’s Network Infrastructure from 2004 to the Present

This article chronicles Tencent’s network infrastructure development over the past two decades, detailing early IDC setups, major outages, rapid expansion during the gaming boom, the introduction of SET architecture, large‑scale data centers, SDN and DCI implementations, and ongoing challenges as the company embraces mobile and cloud services.

Data centerSDNSet
0 likes · 16 min read
The Evolution of Tencent’s Network Infrastructure from 2004 to the Present
Tencent Architect
Tencent Architect
Jan 27, 2018 · Fundamentals

Advances in Image Compression: From JPEG to WebP, HEVC, WXAM, SHARP, and Guetzli Optimizations at Tencent TPS

The article reviews recent developments in image compression formats such as JPEG, WebP, HEVC, and Tencent's proprietary WXAM/SHARP, explains Guetzli's perceptual encoding, details extensive GPU‑based performance optimizations, and demonstrates how these techniques dramatically reduce bandwidth usage in Tencent's massive image storage platform.

GPU AccelerationGuetzliJPEG
0 likes · 13 min read
Advances in Image Compression: From JPEG to WebP, HEVC, WXAM, SHARP, and Guetzli Optimizations at Tencent TPS
21CTO
21CTO
Jan 24, 2018 · Product Management

What Made Tencent’s Co‑Founder Tony Zhang a Tech Legend? Lessons for Product Leaders

This article chronicles the rise of Zhang Zhichong, Tencent’s former CTO, detailing his early life, key technical innovations behind QQ, his philosophy as chief product architect, and his insights on product development, team culture, and emerging technologies, offering valuable lessons for modern product and technology leaders.

Career DevelopmentTech InnovationTencent
0 likes · 28 min read
What Made Tencent’s Co‑Founder Tony Zhang a Tech Legend? Lessons for Product Leaders
21CTO
21CTO
Dec 6, 2017 · Artificial Intelligence

How Tencent’s Cross‑Age Facial Recognition Helps Find Missing Children

Tencent’s AI‑driven cross‑age facial recognition technology, developed by Youtu Lab, enables authorities to locate missing children by matching photos taken years apart, a capability demonstrated in the QQ City‑wide Assistance program that has reunited dozens of families and earned international awards.

AITencentfacial recognition
0 likes · 4 min read
How Tencent’s Cross‑Age Facial Recognition Helps Find Missing Children
21CTO
21CTO
Sep 23, 2017 · Game Development

From BASIC to King of Glory: Yao Xiaoguang’s Game Development Journey

This article chronicles Yao Xiaoguang’s evolution from a teenage BASIC programmer in Nanchang to the mastermind behind China’s blockbuster game King of Glory, detailing his early experiments, pivotal demos, startup struggles, and eventual leadership roles at Tencent that reshaped the Chinese gaming industry.

Game DevelopmentMobile GamingTencent
0 likes · 19 min read
From BASIC to King of Glory: Yao Xiaoguang’s Game Development Journey
MaGe Linux Operations
MaGe Linux Operations
Aug 12, 2017 · Operations

How Tencent’s ZhiYun Platform Powers Massive Social Event Ops at Scale

This article explains how Tencent's SNG operations team leveraged the ZhiYun intelligent operations platform—through standardized processes, massive IaaS provisioning, CMDB management, automation workflows, and capacity monitoring—to flawlessly support the high‑traffic "military‑uniform photo" campaign across thousands of servers.

CMDBTencentcapacity management
0 likes · 10 min read
How Tencent’s ZhiYun Platform Powers Massive Social Event Ops at Scale
21CTO
21CTO
Jul 29, 2017 · Product Management

How Ma Huateng Built Tencent: Crisis, Talent, and Product Strategy Lessons

This article chronicles Ma Huateng's journey from a shy programmer to Tencent's founder, highlighting the company's pivotal milestones, product decisions, talent policies, and the relentless sense of crisis that shaped its evolution into a global internet powerhouse.

InnovationManagementTencent
0 likes · 12 min read
How Ma Huateng Built Tencent: Crisis, Talent, and Product Strategy Lessons
Tencent Advertising Technology
Tencent Advertising Technology
Jul 13, 2017 · Artificial Intelligence

Insights from the First Tencent Social Advertising University Algorithm Competition: Teams’ Strategies and Experiences

The article summarizes the inaugural Tencent Social Advertising university algorithm contest, highlighting the winning team’s approach, detailed interviews with three top teams, their feature engineering, model choices, challenges faced, and advice for future participants in mobile app conversion rate prediction.

Deep LearningTencentadvertising conversion
0 likes · 17 min read
Insights from the First Tencent Social Advertising University Algorithm Competition: Teams’ Strategies and Experiences
Tencent Advertising Technology
Tencent Advertising Technology
Jul 3, 2017 · Artificial Intelligence

Tencent Social Advertising College Algorithm Contest

Tencent's social advertising team hosts an algorithm contest for college students, leveraging big data and machine learning to develop innovative solutions for social advertising scenarios, inviting participants to submit algorithmic approaches to real-world advertising challenges.

Academic CompetitionAlgorithm ContestBig Data
0 likes · 2 min read
Tencent Social Advertising College Algorithm Contest
Tencent Advertising Technology
Tencent Advertising Technology
Jun 25, 2017 · Artificial Intelligence

Interview with ‘拔萝卜’: Lessons Learned from the Tencent Social Ads Algorithm Competition

In this interview, a solo female participant from Shanghai Jiao Tong University shares her experience, challenges, and technical insights—including feature engineering, memory management, and model tuning with XGBoost and LightGBM—gained while competing in the Tencent Social Ads algorithm contest.

Model tuningTencentXGBoost
0 likes · 5 min read
Interview with ‘拔萝卜’: Lessons Learned from the Tencent Social Ads Algorithm Competition
21CTO
21CTO
Jun 22, 2017 · Product Management

What Drives Ma Huateng’s Product Management Philosophy? Lessons from Tencent’s Founder

This article explores Ma Huateng’s evolution from a hands‑on programmer to a visionary product manager, highlighting his email‑driven leadership, early coding contributions, the founding challenges of Tencent, and his three core product principles that shape the company’s relentless innovation.

InnovationMa HuatengTencent
0 likes · 11 min read
What Drives Ma Huateng’s Product Management Philosophy? Lessons from Tencent’s Founder
21CTO
21CTO
Jun 21, 2017 · Mobile Development

How Tencent Scaled QQ Space Video Playback to Billions: Architecture & Optimization Secrets

Tencent's video team shares how they grew daily QQ Space video plays from 50 million to over a billion by redesigning the mobile playback architecture, implementing bandwidth and cost controls, accelerating start‑up times, adopting H.265, and building robust monitoring and error‑handling pipelines.

H.265Mobile StreamingTencent
0 likes · 19 min read
How Tencent Scaled QQ Space Video Playback to Billions: Architecture & Optimization Secrets
Tencent Advertising Technology
Tencent Advertising Technology
Jun 16, 2017 · Artificial Intelligence

Weekly Champion Insights from the Tencent Social Ads Algorithm Competition – The ThreeIdiots Team

The ThreeIdiots team shares their experience winning the weekly champion in Tencent's social ads algorithm contest, detailing their feature engineering strategy, time‑based data splitting, handling of large‑scale data, and model choices such as LightGBM and FM, while emphasizing the importance of thoughtful feature extraction over extensive parameter tuning.

Data SplittingModel SelectionTencent
0 likes · 7 min read
Weekly Champion Insights from the Tencent Social Ads Algorithm Competition – The ThreeIdiots Team
Efficient Ops
Efficient Ops
Jun 15, 2017 · Operations

How Tencent Automated Operations for a Billion‑Red‑Packet Event

This article details Tencent's operation automation for the 2016 Chinese New Year QQ red‑packet activity, describing the massive traffic challenge, the architectural design, the shift from manual to CMDB‑driven one‑click scaling, load‑testing, flexible protection strategies, and on‑site monitoring that enabled rapid, reliable handling of billions of red‑packet transactions.

AutomationCMDBOperations
0 likes · 20 min read
How Tencent Automated Operations for a Billion‑Red‑Packet Event