Blog

A beginner-friendly overview of vector databases, how they work, and why they matter for modern AI apps. Explore leading options like Milvus and Pinecone, with practical tips and use cases.

Explore common failure points in microservices architectures and how a Cloud OS can unify operations, improve reliability, and accelerate deployment. This guide offers practical strategies to modernize your stack and reduce risk.

Explore how Horizontal Pod Autoscaler, Vertical Pod Autoscaler, and Cluster Autoscaler work together to optimize resource utilization, cost, and performance in Kubernetes environments. This guide breaks down mechanisms, configurations, and best practices to implement resilient autoscaling.

This article analyzes how Cloud Development Environments (CDEs) impact productivity, cost efficiency, and time-to-market. It highlights ROI drivers and total cost of ownership.

A visual tour of the Kubernetes control plane components, their roles, and how they interact to manage cluster state. Learn how components like etcd, kube-apiserver, kube-scheduler, and kube-controller-manager collaborate to ensure cluster stability.

Explore the end-to-end MLOps lifecycle, from data preparation to model deployment. This guide breaks down core stages and practical automation strategies for reliable AI delivery.

Explores why an AI-native operating system could transform deployment, scalability, and developer experience beyond today’s cloud-native platforms. Analyzes architecture, trade-offs, and the future of edge-enabled AI workloads.

A comprehensive blueprint for building scalable AI applications in 2025. It highlights architecture patterns, data pipelines, and deployment strategies.

GitHub Codespaces shines for rapid development, but a missing workflow can hinder efficiency. This article outlines the gaps and concrete steps to complete your workflow for faster, more reliable development.

Explore top Heroku alternatives for 2025 that deliver scalable performance and cost efficiency. Get pricing insights, feature comparisons, and deployment tips.

A concise, professional comparison of CAST AI, Kubecost, and Sealos to help you choose the right Kubernetes cost management tool. It highlights strengths, limitations, and decision criteria to optimize spend and efficiency.

A clear, data-driven comparison of DevBox, Gitpod, and Replit to help developers choose the best cloud IDE for 2025. We evaluate features, pricing, performance, and collaboration to help teams make an informed decision.

Discover how to reduce Kubernetes costs by safely leveraging Spot Instances, with practical strategies for reliability and risk management. This guide covers workload selection, autoscaling, interruption handling, and monitoring to maximize savings without sacrificing availability.

An in-depth performance benchmark comparing a CDE setup to a MacBook Pro, evaluating speed, responsiveness, and workflow implications for developers and power users. This review highlights where a CDE shines and where it falls short in real-world tasks.

Explore how DevBox enables fully reproducible builds, eliminating "works on my machine" issues. Learn practical steps to achieve 100% reproducibility across diverse environments.

Explore how to provision, schedule, and manage GPUs in Kubernetes with best practices, tooling, and scalable AI workloads. Learn practical tips for resource guarantees, driver management, and monitoring.

Learn practical strategies to rightsize CPU and memory requests in Kubernetes, reducing overprovisioning and lowering cloud costs without sacrificing performance. Includes methods for analyzing workloads, implementing requests and limits, and using autoscaling and cost-aware governance.

A practical 2025 guide to reducing Kubernetes spend with 10 proven strategies. Learn how to optimize clusters, autoscaling, governance, and monitoring to cut costs without sacrificing performance.

Learn practical FinOps strategies to embed cost-conscious decision-making from day one. Align engineering, product, and finance to maximize growth.

Master a streamlined, under-5-minute onboarding process for new developers with Sealos DevBox. This guide covers quick environment setup, access provisioning, and starter tasks to get contributors productive fast.

Explore the pricing models for Amazon EKS, Google GKE, and Azure AKS, including node, control plane, and data transfer costs. Learn how to compare total costs and optimize Kubernetes spend.

This case study details how we slashed our Kubernetes spend by 87% using Sealos, outlining the strategies, tooling, and governance changes that drove the savings. Learn practical steps to optimize cluster sizing, scheduling, and cost visibility.

Are you paying more than you need for managed Kubernetes? This article reveals the true cost of vendor lock-in and offers strategies to reduce dependency and optimize spend, with practical, actionable insights.

Sealos goes beyond traditional monitoring to autonomously optimize cloud spend, turning insights into automatic cost savings. Learn how proactive governance, real-time optimization, and intelligent recommendations streamline cloud economics.

This practical guide walks you through essential hardening techniques, best practices, and actionable steps to secure Kubernetes clusters in 2025. Learn how to defend nodes, control planes, and workloads from common threats.

Explore a robust secure-by-design development workflow that leverages isolated cloud environments to minimize risk. Find practical patterns for isolation, access control, and automated compliance.

This guide walks you through setting up a shared Python data science workspace using DevBox, ensuring consistent environments across the team. Learn how to manage dependencies, notebooks, and version control for seamless collaboration.

Discover how to deploy and configure the Sealos AI Proxy to manage and cache LLM API calls, reducing latency and API usage. This guide covers setup, caching strategies, and best practices.

A practical, step-by-step migration guide to move your Node.js and PostgreSQL app from Heroku to Sealos with minimal downtime. Learn proven workflows for data transfer, deployment, and environment setup to complete the migration in under an hour.

A practical guide to deploying and optimizing machine learning models for scalable, low-latency inference across production environments. Includes architectural patterns, tooling tips, and benchmarking approaches.

Explore how Sealos enables a headless development workflow by connecting your local VS Code to a scalable cloud backend. This guide covers setup, key concepts, and best practices for a seamless cloud-backed development experience.

A practical guide to building and deploying a Retrieval-Augmented Generation (RAG) pipeline using Llama 3 and Milvus on Sealos. Learn setup, indexing, and deployment best practices.

An end-to-end guide to taking a project from localhost to production in minutes using Sealos DevBox. Learn a practical full-stack CDE workflow with actionable steps and best practices.

Explore how to automate CI/CD with GitOps using Sealos and GitHub Actions. This guide covers pipeline setup, deployment workflows, and best practices for secure, scalable automation.

Explore practical, budget-friendly strategies to fine-tune open-source LLMs using Sealos. Achieve strong performance while optimizing compute and memory costs.

A practical guide outlining a straightforward migration path from Docker Compose to Kubernetes using Sealos. Learn essential steps, best practices, and common pitfalls to avoid.

Design and orchestrate an AI-driven agentic workflow using LangChain and Sealos. Learn practical architecture, integrations, and execution patterns for robust automation.

Introduces Helm as the package manager for Kubernetes, explaining how "Charts" simplify the deployment, versioning, and management of complex applications.

Describes how CRDs extend the Kubernetes API, allowing users to create their own custom resource types and build declarative APIs for their applications.

Differentiates StatefulSets from Deployments, focusing on how they provide stable, unique network and storage identities for stateful Pods.

Details how Ingress Controllers manage external HTTP/S traffic to services, enabling routing rules and saving costs compared to multiple LoadBalancers.

Defines the Operator pattern, which automates the full lifecycle of complex stateful applications by encoding human operational knowledge into software.

Explains how Services provide a stable network endpoint for accessing ephemeral Pods and covers the different types (ClusterIP, NodePort, LoadBalancer).

Tired of inconsistent CI/CD builds? Learn how to streamline your pipeline by leveraging a DevBox build environment. Ensure reproducible, fast, and reliable builds that perfectly mirror your local setup, eliminating errors and accelerating your deployment process.

Eliminate "it works on my machine" errors and accelerate your team's velocity. Discover how standardized development environments streamline onboarding, reduce configuration drift, and enable seamless collaboration for faster, more reliable coding.

Learn what GitHub Codespaces is, how it works, and why developers use it for cloud-based coding and collaboration.

Learn the install-free way to create ready-to-code development environments with Sealos DevBox

Learn how easy Sealos DevBox is to set up with 1-click cloud development.

See how indie developers and startups leverage Sealos DevBox for flexible, consistent cloud environments-enabling rapid iteration, multi-project management, and seamless collaboration.

Learn how Sealos DevBox empowers enterprises to overcome environment drift, accelerate onboarding, and boost AI and data project productivity with cloud-based dev setups.

Discover how Sealos DevBox helps computer science students streamline environment setup, collaborate seamlessly, and speed up coding projects from campus to cloud.

A deep dive into how Sealos DevBox solved a critical containerd bottleneck, slashing container commit times from 846 seconds to under 1 second and boosting productivity for 10,000+ developers.

Compare Sealos DevBox with GitHub Codespaces and Replit. Learn which remote development platform best suits your workflow, from cloud-native to fully self-hosted.

See how Sealos powers AI courses, university competitions, and reproducible research — with isolated environments, fast deployments, and built-in resilience.

Discover how DevBox links seamlessly with Zed, the AI-powered code editor, providing users with a purpose-built Cloud Development Environment.

Discover how DevBox links seamlessly with Trae, the AI-powered code editor, providing users with a purpose-built Cloud Development Environment.

Discover how DevBox links seamlessly with VSCode, the AI-powered code editor, providing users with a purpose-built Cloud Development Environment.

Deploy your first full-stack app on Sealos in under 5 minutes using GitHub and cloud-native templates. No DevOps skills needed - fast, free, and beginner-friendly.

Discover how DevBox links seamlessly with Windsurf, the AI-powered code editor, providing users with a purpose-built Cloud Development Environment.

Discover how DevBox links seamlessly with Cursor, the AI-powered code editor, providing users with a purpose-built Cloud Development Environment.

Learn how to migrate from local development to Sealos DevBox cloud environments in 15 minutes. Eliminate environment setup pain, achieve instant deployments, and boost team productivity with proven migration strategies and real-world performance benchmarks.

A deep dive into YAML—its philosophy, syntax, strengths, pitfalls, and best practices for DevOps, cloud, and modern software projects. Learn how YAML powers configuration, automation, and data serialization in 2025.

In today’s cloud-native environment, high availability (HA) is no longer an advanced capability reserved for large enterprises with extensive infrastructure teams. It has become a foundational requirement across use cases and user types - from startups deploying SaaS platforms, to universities managing large-scale competition systems, to developers and students running projects and experiments.

How Sealos integrates multi-tenancy, DevBox, Kubernetes, and Envoy to build security from the ground up.

Discover the best open source tools for building a powerful, cost-effective marketing stack in 2025. Explore analytics, automation, email, SEO, and more—no vendor lock-in, full control, and maximum flexibility.

Discover the top alternatives to Google Analytics for 2025. Explore privacy-friendly, open-source, and feature-rich analytics tools to help you track website performance without compromising user privacy.

Discover what a cloud operating system is, how it works, its benefits, use cases, top platforms, and best practices. Deep research, real-world examples, and references included.

Explore what a cloud development environment is, how it works, its benefits, use cases, top platforms, and best practices. Learn how cloud-based dev environments accelerate software delivery, boost collaboration, and transform developer productivity for teams and individuals.

Discover multi-cloud architecture, benefits, and implementation strategies. Learn how multi-cloud approach reduces vendor lock-in, improves resilience, and optimizes costs across multiple cloud providers.

Discover everything about hybrid cloud computing - from architecture and benefits to implementation strategies. Learn how hybrid cloud combines public and private cloud advantages for optimal business outcomes.

Discover the key differences between public and private cloud deployments. Compare costs, security, scalability, and performance to choose the right cloud strategy for your organization's needs.

Discover the complete guide to cloud computing - from basic concepts to deployment models. Learn how cloud computing transforms business operations, reduces costs, and enables digital transformation for organizations of all sizes.

Deploy Tolgee, the open-source localization platform, on Sealos with one click. Get automatic SSL, custom domains, backups, and scaling without complex setup.

A static site is a website with fixed content that doesn't change dynamically. Learn about static site generators, JAMstack architecture, benefits, deployment strategies, and modern static site development.

A Dockerfile is a text file containing instructions to build Docker images. Learn Dockerfile syntax, best practices, optimization techniques, and real-world examples for creating efficient container images.

A comprehensive analysis comparing Sealos and Heroku across all dimensions - from pricing and performance to security and scalability. Discover why Sealos is the next-generation alternative to Heroku for modern developers.

An in-depth analysis comparing Sealos and Google Cloud Run across all dimensions - from pricing and performance to development environments and scalability. Discover why Sealos offers superior value for cloud-native development.

Learn everything about Google Cloud Run - a fully managed serverless platform for deploying containerized applications. Discover features, pricing, benefits, and how it compares to alternatives like Sealos.

An in-depth analysis comparing Sealos and Railway across all dimensions - from pricing and performance to security and scalability. Discover why Sealos offers superior value for cloud-native development.

Sealos slashed K8s Ingress sync time from minutes to seconds for 20,000+ domains by optimizing Higress, Istio, & Envoy. Learn how we solved massive gateway slowdowns.

Complete comparison of PostgreSQL, MongoDB, MySQL, Redis, Kafka, and Milvus on Sealos. Learn which database fits your project needs with real-world examples and performance insights.

Apache Kafka is the leading distributed streaming platform, providing powerful real-time data processing capabilities that enable event-driven architectures at scale.

MongoDB is the leading NoSQL document database, providing powerful data storage and retrieval capabilities that enable modern application development at scale.

MySQL is one of the world's most popular open-source relational database management systems, providing powerful data storage and retrieval capabilities for applications of all sizes.

Redis is an open-source, in-memory data structure store that can be used as a database, cache, message broker, and streaming engine, known for its exceptional performance and versatility.

Milvus is an open-source vector database designed for AI applications, offering high-performance similarity search and vector operations for machine learning workloads.

Discover how Sealos is revolutionizing educational technology by providing students and teachers with free cloud resources, collaborative environments, and real-world tech skills through its dedicated education program.

Discover Vibe Coding, the revolutionary AI-powered development approach that transforms how developers create software. Learn how vibe coding with AI assistants and cloud platforms like Sealos DevBox creates frictionless development workflows for 2025.

Discover why Sealos replaced Nginx with an Envoy-based API gateway to support 2000+ tenants. Learn about Nginx limitations & Envoy's superior scalability for multi-tenant clouds.

Discover how students can access Cursor, the AI-powered code editor, completely free. Learn about exclusive features, eligibility requirements, and how AI-assisted programming can enhance your education.

Explore the definitive guide to cloud native technologies - from containerization and microservices to DevOps practices. Learn how cloud native architecture transforms modern application development, deployment, and scaling.

Explore comprehensive strategies for funding open source projects, from sponsorships and donations to commercial services and innovative business models.

PostgreSQL also known as Postgres, is a free and open-source relational database management system emphasizing extensibility and SQL compliance.

A MicroVM is a lightweight virtual machine ideal for running multiple high-performance and secure workloads concurrently on a single machine because it combines the security and isolation of traditional VMs with the resource efficiency of containers.

Discover the best AI code editors revolutionizing software development in 2025. Compare Cursor, Windsurf, VS Code with Copilot, and more. Learn how Sealos DevBox provides one-click integration with all major AI IDEs for instant development environments.

Discover the key differences between Docker and Kubernetes in this comprehensive guide. Learn when to use each technology, their features, advantages, disadvantages, and how they work together for efficient containerization and orchestration.

Sealos DevBox offers a streamlined solution, allowing you to develop and deploy your own MCP server in minutes.

Docker is the leading containerization platform that packages applications into portable containers. Learn how Docker works, its benefits, architecture, and best practices for modern application development and deployment.

Discover the Model Context Protocol (MCP), the revolutionary open standard transforming AI integration. Learn how MCP bridges AI models and external services, enabling seamless data access, tool integration, and enhanced AI reasoning capabilities in 2025.

Learn how to create professional-quality games with AI tools in 2025. This comprehensive guide covers everything from concept development to deployment, helping you become your own game studio with cutting-edge AI assistance.

DevBox is a revolutionary cloud-native development platform that provides instant, pre-configured environments with seamless deployment to production. Eliminate setup time and accelerate your development workflow.

Kubernetes is the leading container orchestration platform that automates deployment, scaling, and management of containerized applications. Learn how Kubernetes works, its architecture, benefits, and best practices for production deployments.

Sealos is a revolutionary cloud operating system that transforms Kubernetes complexity into a simple, developer-friendly platform. Learn how Sealos works, its features, benefits, and why it's the future of cloud-native development.

A comprehensive guide covering the installation, deployment, theme customization, plugin recommendations, performance optimization, and security best practices for the modern open-source forum software, Flarum. Build a professional, beautiful community forum quickly.

This detailed tutorial covers the core features of the open-source search engine Meilisearch, Docker deployment via Sealos, and practical application, including a Flarum forum integration example for high-performance search.

Learn how to deploy AFFINE, the free open-source alternative to Notion and Miro. Step-by-step guide for setting up your private instance with one-click Sealos deployment.