This article examines seven critical drawbacks of running databases inside Docker containers—including data safety, performance, networking, statefulness, resource isolation, cloud platform limitations, and environment requirements—while also suggesting scenarios where containerized databases may still be viable.
This article introduces Docker by explaining container fundamentals, comparing virtual machines and containers, detailing core Docker concepts, guiding readers through installation, building a Vue project image with Nginx, running and publishing the container, and offering best‑practice tips for efficient containerization.
iQIYI’s IPES platform unifies cloud‑edge collaboration by managing millions of heterogeneous devices, deploying Docker, native and function‑as‑a‑service workloads, scheduling tasks, and providing logging, storage and messaging services, enabling edge video caching, live‑stream mirroring, conferencing and ad‑violation detection to cut latency and bandwidth costs while planning full Kubernetes compatibility.
This article provides a comprehensive introduction to Docker, covering its underlying technology, reasons for adoption, step‑by‑step installation on CentOS, essential image and container commands, detailed Dockerfile instructions, and practical examples for building and running a Spring Boot application.
NetEase Media transformed its infrastructure by containerizing services, establishing multiple resource pools, implementing a ServiceMesh with NSF, and isolating beta and production environments, resulting in higher CPU utilization, automated scaling, and improved stability, while sharing lessons learned and future plans.
This article introduces Docker fundamentals, compares containers with virtual machines, explains core concepts, walks through installation, basic commands, building a Docker image for a Vue application, running and publishing the container, and shares best‑practice tips for containerization.
This article examines seven key reasons why deploying databases in Docker containers is problematic, covering data safety, performance bottlenecks, networking complexities, statefulness, resource isolation, cloud platform constraints, and hardware requirements, while also suggesting cautious strategies for selective containerization.
Youzan's data middle platform faced cost growth outpacing business due to low utilization and storage inefficiencies; they applied utilization standards, containerization, COS storage migration, offline task optimization, and fine-grained cost-billing, achieving a 12% compute boost, 17% batch savings, 80% storage cost cut, and over 25% overall cost reduction.
This comprehensive guide walks you through Docker fundamentals, from understanding containers versus virtual machines and core concepts to installing Docker, creating Dockerfiles, building and running images, publishing to registries, and best practices for efficient containerized deployments.
This article explains the evolution from traditional C/S to B/S architectures, compares DevOps and SRE principles, discusses their roles in the container and cloud eras, and showcases StarRing's TDC platform that integrates automated pipelines, monitoring, and deployment for efficient software delivery.
This article traces Docker's evolution from a startup's LXC‑based PaaS to an open‑source container platform, explains its lightweight virtualization advantages over virtual machines, introduces Kubernetes as a powerful orchestration system, and shows how these technologies are reshaping telecom core networks with container‑based micro‑services.
Although Docker has become popular for deploying many applications, this article outlines seven technical reasons—ranging from data safety and performance to networking, statefulness, resource isolation, cloud platform limitations, and environment requirements—that make containerizing databases generally impractical, while also suggesting cautious scenarios where it might work.
This tutorial provides a comprehensive Docker quick‑start for Linux, covering installation, essential commands, container lifecycle, image management, and step‑by‑step containerization of a frontend project with Dockerfile creation, image building, container deployment, registry push, and common troubleshooting FAQs.
This guide explains why Docker images become large, identifies the three main factors—base image size, Dockerfile layer count, and application JAR size—and demonstrates how to use Spring Boot's layered packaging and Dockerfile tricks to reduce image size from megabytes to a few kilobytes.
Although Docker offers many benefits for application deployment, this article outlines seven key reasons—including data safety, performance, networking, statefulness, resource isolation, cloud platform incompatibility, and environmental requirements—that make containerizing databases problematic and suggest careful consideration before using Docker for database workloads.
This article explains how the PuYuan DevOps platform extends Jenkins pipeline tasks by categorizing atomic tasks, designing flexible database schemas for task templates and attributes, and implementing container-based environment isolation to support scalable, secure continuous integration and deployment across diverse enterprise environments.
This article explores the evolving concept of cloud native, comparing definitions from Pivotal and CNCF, outlining essential technologies such as containers, Kubernetes, and service mesh, and offering practical guidance on architecture design, DevOps adoption, and maturity modeling for modern enterprises.
This article provides a comprehensive introduction to Docker, covering its origins from LXC, core concepts such as images, containers, and registries, detailed architecture components like client, daemon, engine, graph and drivers, and practical command‑line examples for installation, image management, container execution, and troubleshooting.
This guide explains how to reduce Docker image size by separating Spring Boot application classes from third‑party libraries into distinct layers, using the Maven plugin and layertools, resulting in rebuilds that change only a few kilobytes instead of megabytes.
The 2020 cloud‑native research report analyzes how 613 enterprises across finance, manufacturing, energy, telecom and other sectors adopted containers, Kubernetes, micro‑services and DevOps during the pandemic, revealing adoption rates, budget impacts, challenges and strategic priorities for digital transformation.
This article details CTrip's evolution of Redis management—from early single‑instance deployments and custom CRedis client, through automated scaling, containerization with Kubernetes, secondary scheduling algorithms, Intel Optane integration, and hybrid‑cloud deployment—highlighting operational challenges, solutions, and performance outcomes.
This article explains how Docker solves environment‑configuration challenges, compares containers with virtual machines on startup speed, resource usage, and isolation, outlines Docker’s key advantages such as easy deployment and low cost, and discusses its remaining drawbacks like isolation limits, performance under high concurrency, and storage considerations.
This article explains OPPO's cloud storage journey, covering distributed storage fundamentals, the architecture of its block storage platform, the role of Kubernetes and the Container Storage Interface, sidecar components, and the operational benefits of containerizing storage in a cloud‑native environment.
This article examines the severe time‑critical pain points of bank database operations, explains why AI‑based intelligent ops are needed, describes the platform architecture, unsupervised algorithms (3σ, Isolation Forest, DBSCAN, Pearson, Apriori), and presents a real‑world case study that demonstrates anomaly detection, root‑cause analysis, and practical optimization recommendations.
The article details FAW Group’s multi‑year cloud‑native digital transformation, describing how the automaker built a technology middle‑platform, adopted Tencent’s TSF microservice solution, containerized over half of its new projects with Kubernetes, and leveraged a self‑built DevOps toolchain to dramatically boost IT productivity and support emerging automotive services.
This article shares practical experiences from a large internet company's containerization project, covering monitoring strategies, logging pipelines, Helm-based continuous delivery, Mutating Admission Webhook sidecar injection, custom PodIP via Calico, GoCron task scheduling, event collection, and resource‑time simulation techniques.
This article provides a detailed introduction to microservices, covering its definition, core principles, advantages and disadvantages, suitable organizational contexts, and the essential components such as service discovery, API gateways, configuration centers, communication protocols, monitoring, circuit breaking, and container orchestration, illustrated with numerous diagrams.
This comprehensive tutorial walks you through uninstalling old Docker versions, setting up repositories, installing Docker Engine, and verifying the installation on CentOS, Ubuntu 14.04/16.04, and Windows (including Docker Toolbox for Win7/8 and Docker Desktop for Win10), with all necessary commands and screenshots.
This article explains Docker’s origins from LXC, its relationship with Linux containers, core components such as images, containers, and registries, compares Docker with traditional VMs, and details the internal architecture including client, daemon, server, engine, jobs, drivers, and libcontainer.
This article walks through Docker’s architecture, acceleration tricks, containerization best practices, and a hands‑on DevOps workflow that uses Jenkins to build Docker images and deploy them to a Kubernetes cluster, highlighting practical tips for Chinese developers and cost‑effective cloud‑native operations.
This article explains why managing GPUs with Kubernetes improves cost efficiency and deployment speed, details how to containerize GPU workloads, build appropriate images, configure NVIDIA drivers, and use Kubernetes Device Plugins and Extend Resources to schedule and monitor GPU resources, while also discussing current limitations and community solutions.
This article introduces Docker as a leading container platform, explains its core concepts, architecture components, and common commands, and provides step‑by‑step tutorials for deploying a Node.js application and MongoDB using Dockerfile, Docker Compose, and related tools.
This article shares the 2019 cloud‑native migration experience of an e‑commerce team, covering Docker and Kubernetes basics, Java‑Docker compatibility, memory and CPU limits, log collection, JDK version choices, Dockerfile and multi‑stage build practices, health checks, graceful shutdown, and common pitfalls encountered during containerization.
This article chronicles Ctrip's cloud‑infrastructure journey—from the early OpenStack‑based IAAS platform through containerization with Mesos, the migration to large‑scale Kubernetes clusters, and the adoption of cloud‑native practices that improve resource utilization, deployment speed, and application governance.
This article shares the 2019 container‑migration experience of an e‑commerce team, covering Docker and Kubernetes fundamentals, Java‑specific memory and CPU limits, JDK version tuning, log collection, multi‑stage image builds, health‑check strategies, common pitfalls, and best‑practice recommendations for cloud‑native deployments.
In just 30 days the used‑car division transformed its entire application portfolio from 3.33% to full containerization, cutting costs, speeding deployments, and handling 120 million daily requests, while sharing the practical lessons, challenges, and future goals learned from the journey.
Meituan Waimai’s order page adopted a container‑based architecture that isolates over 30 UI modules into dynamically registered Blocks, uses a Root Block context for data distribution and command/event communication, cuts controller code and bundle size, enables parallel development, and unifies Android and iOS implementations via server‑driven configuration.
In this reflective Thanksgiving post, the author thanks DevOps practices—consistent code delivery, automated CI/CD pipelines, and application containerization—highlighting how they eliminate manual errors, improve accountability across environments, enable scalable infrastructure as code, and foster collaboration, ultimately transforming the software development lifecycle.
This article explains what DevOps is, outlines Zhenkunxing's DevOps planning and design principles, describes the 3+1 architecture comprising a container cloud platform, microservice platform and development toolchain, and discusses implementation phases, current achievements, and future AI‑enabled DevOps directions.
This article details Beijing Mobile's successful Tier‑3 DevOps standard assessment, showcasing their micro‑service, container‑based performance management system, the role of standards and tooling in boosting efficiency, and insights from a Q&A with senior engineers on implementation challenges and future DevOps prospects.
NGW (Node Gateway) is a Node.js‑based frontend access layer that sits between a unified gateway and business services, providing dynamic request routing, Redis‑driven configuration, a Tapable plugin system, and containerized CI/CD to enable serverless BFF/SFF architectures with rapid builds, high reliability, and dramatically reduced deployment effort across multiple Tencent Cloud projects.
This article provides an in‑depth, English‑language overview of Docker’s container architecture, networking stack, storage mechanisms, integration with cloud and OpenStack platforms, and its role in modern DevOps, PaaS, IaaS, and micro‑service ecosystems.
This article explains Docker’s lightweight container technology, contrasts it with traditional virtual machines, outlines its core components and architecture, and provides step‑by‑step installation instructions for Windows, macOS, and Linux, empowering developers to streamline environments and deployment.
This article guides readers through the architecture, extension types, image construction steps, configuration details, and local debugging procedures for deploying PHP applications as container images on the Omega platform, highlighting best practices and common pitfalls.
This article examines Alibaba’s GAIA lightweight cloud‑native development model that unifies cloud, Android, and iOS pipelines, reduces a 60‑day project to 40 days, and demonstrates how containerization, multi‑container design, and serverless concepts lower technical barriers and boost efficiency.
This article details Industrial and Commercial Bank of China's multi‑year journey from a monolithic mainframe‑based DB2 system to a high‑availability, container‑enabled MySQL distributed architecture, covering the challenges, strategic choices, technical stack, implementation phases, performance gains, cost reductions and future directions.
Cloud native, a rapidly evolving paradigm, combines containerization, microservices, DevOps, and continuous delivery to build applications that fully leverage cloud elasticity and scalability, and while its definitions vary across organizations and time, the core principles remain DevOps, continuous delivery, microservices, and containers.
This article provides a detailed overview of Docker, covering its origins, core concepts, advantages, installation steps, configuration of accelerators, essential command‑line usage, container lifecycle management, Dockerfile syntax for custom images, and how to publish images to public and private registries.
This article explains common testing environment challenges and demonstrates how Docker can create reproducible, isolated test setups, streamline Selenium UI automation, and integrate with CI/CD pipelines to improve efficiency and reliability for software testing teams.
This article explains Docker containers and Dockerfiles, compares simple and compact Dockerfile examples, demonstrates single‑file versus multi‑file builds, and shows how multi‑stage builds can dramatically reduce image size while keeping Dockerfiles maintainable and efficient.
Facing scaling and resource‑management limits of a legacy Java‑centric ops platform, a team rebuilt their deployment system from 2018 onward, adopting Docker, Kubernetes, Prometheus, and kube‑router, while ensuring seamless migration for thousands of services and addressing networking, memory, and debugging challenges.
The case study details how Pandora’s marketing solution for Tencent’s games was migrated to a managed Tencent Cloud Kubernetes cluster, compares container‑service, serverless, and self‑built options, outlines the new image‑based deployment workflow, autoscaling, monitoring practices, and demonstrates the operational benefits of tighter dev‑ops collaboration.
This article details the Industrial and Commercial Bank of China's migration from traditional OLTP mainframe databases to a large‑scale, high‑availability MySQL distributed architecture, covering challenges, strategic goals, technology selection, implementation phases, performance improvements, and future directions.
This article details how Fangduoduo, a leading mobile real‑estate platform, migrated to a Docker Swarm‑based container cloud, covering the reasons for choosing Swarm, architecture design, networking, CI/CD integration, performance optimizations, monitoring, and the operational benefits gained from the transition.
This article explains why Docker solves traditional development environment problems, compares it with virtual machines, introduces Docker basics, Dockerfile syntax, Docker Compose for multi‑service orchestration, and highlights related CI/CD and cloud‑native benefits, providing useful resources and examples.
This guide walks you through the entire career ladder of a senior operations engineer, covering essential Linux, networking, monitoring, container, automation, and security skills, while offering practical advice on job roles, learning paths, and professional growth.
This guide outlines the career stages, skill sets, and practical tasks for DevOps engineers—from entry‑level troubleshooting to senior‑level architecture, automation, and performance optimization—providing concrete learning paths, tools, and personal development advice to help engineers advance their operations careers.
This article compiles 22 DevOps predictions from XebiaLabs, G20Group, and Veritis, highlighting trends such as continuous integration pipelines, value‑stream mapping, real‑time data mining, shared responsibility culture, self‑service deployment, DevSecOps, AI‑driven automation, containerization, FaaS, and the growing importance of automation and security in software delivery.
The article summarizes the 58 Group technical salon where Zhihu and 58 teams shared their cloud platform evolution, containerization strategies, multi‑cluster management, network architecture, service discovery, and real‑world case studies, highlighting challenges and solutions for large‑scale Kubernetes deployments.
This guide outlines a step‑by‑step career roadmap for operations engineers, covering early‑stage tasks, essential Linux and networking skills, intermediate responsibilities like clustering and monitoring, and senior‑level challenges such as large‑scale automation, containerization, performance tuning, and security hardening.
The article presents a detailed critique of Docker, arguing that despite its marketed benefits of portability, security, and resource management, its design introduces significant complexity, hidden costs, and operational risks that many organizations overlook when adopting it for production workloads.
Meitu’s container platform, built on Kubernetes with Calico networking, a custom Nginx load‑balancer, unified logging, refined scheduling, autoscaling, and comprehensive monitoring, enables seamless multi‑cluster hybrid‑cloud operations for its hundreds‑of‑millions‑user services while providing CI/CD tooling and future‑ready extensions such as service mesh and edge computing.
This article introduces Docker, explaining its purpose as an open‑source container engine, how it differs from traditional virtual machines, its advantages such as lightweight isolation and portability, its role in microservices, and provides step‑by‑step installation and common command examples for getting started.
This article details CTrip’s experience of containerizing a 200 TB+ Redis deployment with millions of queries per second, covering the motivations, architecture, Kubernetes strategies, performance testing, operational challenges, and the practical solutions they devised to achieve high scalability and resource efficiency.
During a Redis container migration, slowlog entries suddenly reported 1800 ms latency despite low QPS, leading to a deep investigation that traced the anomaly to a kernel bug affecting the Time Stamp Counter on Skylake‑X CPUs and improper use of gettimeofday for timing.
This guide shows Windows users how to replace painful pip installations and VM setups by running an Ubuntu Docker container, installing essential tools and Python, customizing Vim, and committing a reusable image for seamless Python development.
This article explains how Alibaba transformed its database infrastructure through hybrid‑cloud high‑performance ECS, container‑based multi‑instance deployment, and a user‑space storage‑compute separation architecture with RDMA, dramatically improving resource utilization, scaling speed, and cost efficiency for massive traffic spikes.
The article details how OceanBase 2.0’s distributed architecture, containerization, storage‑compute separation, and intelligent OCP platform enabled Ant Group’s 2018 Double 11 promotion to achieve 50 % performance gains, zero‑cost scaling, and seamless support for millions of concurrent payments.
The article details JD.com’s large‑scale big‑data system overhaul before the 11.11 shopping festival, highlighting a multi‑region Hydra Scheduler, intelligent storage policies, full containerization of the streaming platform, enhanced log reporting, and blockchain‑based traceability that together dramatically improve performance, stability, and user experience.
This article explains what legacy applications are, why containerizing them with Docker simplifies deployment, outlines the benefits, compares alternatives, and provides step‑by‑step instructions—including Dockerfile creation, startup scripts, image publishing, and deployment considerations such as init processes, volume permissions, and database migration.
This article details a real‑world investigation of unexpected Redis slowlog latencies after container migration, tracing the issue through slowlog mechanics, contradictory monitoring data, gettimeofday inaccuracies, NTP drift, and ultimately a kernel bug affecting Skylake‑X CPUs, and offers concrete recommendations for reliable time measurement.
Over a decade of Alibaba's infrastructure evolution—from early stability fixes, through full‑link stress testing and multi‑active deployments, to containerized hybrid‑cloud scheduling—enabled a dramatic reduction of per‑transaction costs to just 25% of the 2015 level for the massive Double 11 sales events.
This article chronicles Alibaba's ten‑year evolution of foundational infrastructure—from early stability struggles to mature full‑link testing, then rapid containerization, unified scheduling, and hybrid‑cloud deployment—that slashed the incremental cost of each ten‑thousand‑transaction spike to one‑quarter of its original level.
Manbang Group transformed thousands of mixed‑deployed Java microservice instances into Docker containers managed by Kubernetes, addressing resource isolation, manual fault handling, slow rollbacks, and DEV/QA release friction while implementing load balancing, service discovery, high availability, rolling upgrades, auto‑scaling, rapid deployment, and resource limits across a multi‑cluster cloud‑native architecture.
This article explains how to use Docker to containerize both the TFS continuous‑integration workflow and the TFS build agent, providing step‑by‑step commands for customizing Docker images, configuring agents, and handling authentication, followed by a brief recruitment notice for DevOps engineers.
This article examines Youzan's journey to containerize its development and testing environments using Kubernetes and Docker, detailing the motivations, architectural decisions, network and isolation challenges, image integration, logging, load balancing, debugging, and the ongoing rollout to standard production environments.
This article explains how we leveraged Apache Mesos to create a multi‑task scheduling system that maximizes idle CPU and memory on legacy CentOS machines without kernel upgrades, detailing architecture, deployment, monitoring, resource isolation, and remaining challenges.
This article chronicles Alibaba's eight‑year journey from monolithic applications to a fully containerized, image‑based infrastructure, detailing the evolution of PouchContainer, its technical architecture, large‑scale deployment, Docker compatibility, and the operational practices that enabled seamless migration across the group.
PouchContainer, Alibaba's open‑source rich‑container engine, delivers strong isolation, high portability, and low resource usage, enabling enterprises to rapidly containerize legacy workloads while preserving existing operations and unlocking cloud‑native benefits at massive scale.
The article traces the evolution from early Service‑Oriented Architecture and monolithic applications to modern microservice architectures, highlighting their limitations, the rise of containers and Docker, and how these technologies enable scalable, language‑agnostic, and cloud‑native deployments for complex systems such as e‑commerce platforms.
TencentHub is a unified storage and DevOps platform that combines Docker images, Helm charts, and binary artifacts, using a Kubernetes‑based architecture with a Registry layer, COS‑backed storage engine, JWT token authentication, built‑in vulnerability scanning, and a YAML‑driven, containerized workflow engine for automated, scalable software delivery.
Within two hours, this guide walks you through Docker fundamentals, explains how containers differ from virtual machines, shows installation on Windows and Ubuntu, details Docker’s architecture, image layering, and provides a hands‑on walkthrough of pulling, running, building, and pushing images to Docker Hub.
This guide explains why developers need a Linux‑like environment on Windows, outlines Docker’s client‑daemon architecture, and provides detailed prerequisites and configuration steps to enable Docker commands inside WSL, including persistent environment variables and driver sharing.
This article explains microservices architecture, contrasting it with monolithic systems, outlines its core characteristics, communication patterns, advantages, disadvantages, design considerations, API importance, governance practices, fault‑tolerance strategies, container integration, and real‑world examples such as Netflix and Twitter.
Running Java applications inside Docker containers often leads to incorrect memory and CPU allocation because the JVM ignores container limits, but Java 10 introduces native container awareness, allowing proper heap sizing and CPU throttling through updated JVM flags and Dockerfile configurations.
This article details how 360's commercial advertising platform leverages Mesos and Docker containerization to solve data‑center migration, fault recovery, OS inconsistencies, and resource‑utilization challenges, describing the architecture, standardization, networking, storage, service discovery, and future plans.
This article explains why Docker solves traditional development environment problems by offering lightweight, fast-start containers, automated image builds with Dockerfiles, and orchestration via Docker Compose, while also covering basic commands, best practices, and its role in CI/CD and cloud-native workflows.
Alibaba’s nine‑year Double‑11 evolution grew transaction volume 280‑fold, prompting a unified scheduling system (Sigma), mixed‑deployment of online and offline tasks via Sigma and Fuxi, and a cloud‑native architecture that leverages PouchContainer, resource isolation, and dynamic scaling to cut IT costs and boost resource utilization.
This article introduces Docker's core concepts—including images, containers, registries, volumes, and essential commands such as build, push, pull, run, save, load, export, and import—to help developers achieve consistent, isolated, and rapid deployment across environments.
This article explains Docker’s role in modern IT by outlining the challenges faced by companies, comparing VMs and containers, describing Docker’s architecture, and showing how containerization streamlines DevOps workflows and isolates developer and administrator concerns.
This article explains Docker’s client‑server architecture, core components, underlying Linux technologies, differences from virtual machines, key advantages, features, and the step‑by‑step process of pulling images, creating containers, managing resources, networking, and executing applications.
This article explains the challenges of lightweight private‑cloud deployment, classifies distributed‑system types, and presents a practical solution that combines a standard OS layer, Docker containerization, and Ansible automation, illustrated with a real‑world RabbitMQ cluster example and supporting GitHub resources.
This article surveys the evolution of operations technology, covering microservices, SRE, DevOps, containerization, orchestration, automation, intelligent monitoring, infrastructure, database and big‑data ops, as well as security, game and fintech operational challenges, highlighting current trends and future directions for 2017.
Over nine years, Alibaba transformed its Double 11 e‑commerce platform from a centralized system to a highly elastic, cloud‑native architecture, employing distributed design, multi‑active regions, unified scheduling, containerization with Pouch, and hybrid deployment to dramatically cut costs and boost peak throughput.
At the inaugural Jenkins User Conference in China, experts presented a comprehensive survey of domestic DevOps and continuous delivery practices, revealing high adoption of Jenkins pipelines, the correlation between deployment frequency and success, and detailed strategies for implementing end‑to‑end pipeline 2.0 with containerization and tool integration.
This article explains how a small cloud‑service startup adopted Docker and a custom operations platform to solve environment inconsistencies, simplify multi‑project deployments, accelerate provisioning, and achieve cross‑platform, container‑based management of its applications.
On June 17 in Hangzhou, Alibaba partnered with Huawei and the Android Green Alliance to host an Android developer salon where experts presented the Atlas containerization framework, discussed Android O features, Kotlin adoption, AR/VR and AI impacts, and explored future trends and green, secure mobile app standards.
The article explains how Docker, as a lightweight container engine, can address common testing environment problems such as data and environment isolation, bug reproducibility, and resource overhead by enabling easy image building, data separation, scalable services, and streamlined CI/CD workflows.
This guide explains how to resolve database schema differences by creating a Docker image that packages mysqldiff on CentOS, detailing installation, image creation via both docker commit and Dockerfile, and publishing the image to Docker Hub for easy reuse.
With containers becoming mainstream, Joyent introduced the Autopilot pattern—a one‑click deployment and real‑time scaling solution that leverages container orchestration, service discovery, automatic configuration refresh, and health checks, enabling seamless CI/CD integration and cloud‑agnostic application management.
