⚡Stack Radar

Cloud Development · Reviewed 24 Oct 2026

Sealos DevBox

Cloud development platform for coding, packaging, and deploying applications.

from $34 · free tier · sealos.io ↗

Paid against free › Cloud Development › Sealos DevBox

Sealos DevBox at a glance
75.4KEstimated total trafficModeled monthly visits1.2KRanking keywordsPublic search sample95/100Technical health15 pages checked0Referring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Sealos DevBox is a cloud development platform that unifies coding, packaging, and deployment in one workflow S1. It is used by developers and IT teams to eliminate environment inconsistencies and streamline releases S1. The main value is reducing setup time and enabling one-click deployment from any device S1.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Sealos DevBox is a cloud development environment by Sealos S1.
  • Core purpose: It solves environment drift and deployment complexity by providing consistent, image-based environments S1.
  • Intended users: Developers and IT teams who need consistent environments and simplified deployment S1.
  • Product scope: It is a single platform that integrates coding, packaging, and deployment, not a family of products S1.
  • Positioning: Sealos positions DevBox as a way to move beyond traditional cloud IDEs by combining development and deployment S1.
  • Claimed distinction: It claims 100% environment parity and one-click deployment S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
DevelopersCode in a ready-to-use cloud environment and deploy with a click S19.
IT teamsManage diverse developer workstations and apply security policies S1.
Teams with multiple projectsAvoid dependency conflicts by using isolated environments S1.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Image-based releasesPackages the entire environment into an image for consistent releases S1.
One-click deployDeploys releases to Sealos App Launchpad with a single click S1.
IDE-agnostic accessConnects VS Code, Cursor, or JetBrains to the cloud environment S1.
Version managementIncludes built-in version control for releases and configs S1.
Project templatesCreates projects from templates to start coding immediately S1.
Automatic packagingAutomates the packaging process during release S1.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
VS Code, Cursor, JetBrainsIntegrationConnect your preferred IDE to the cloud environment S1.
Sealos App LaunchpadIntegrationOne-click deploy releases to the App Launchpad S1.
Sealos App StoreIntegrationDeploy self-hosted apps and databases from templates S6.
Cloud DatabasesIntegrationConnect to managed databases from DevBox S19.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Starter$34/month ($7 first purchase) S127100 AI credits S1272 vCPU, 2 GiB RAM, 10 GiB disk, 10 GB traffic S127
Hobby$70/month ($25 first purchase) S127300 AI credits S1274 vCPU, 4 GiB RAM, 20 GiB disk, 50 GB traffic S127
Standard$128/month S127800 AI credits S1278 vCPU, 16 GiB RAM, 50 GiB disk, 300 GB traffic, 99.99% SLA S127
Free trial7 days free for new users S127Not establishedNot established S127

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
github.com322sealos, micro virtual machine
reddit.com214micro virtual machine
sourceforge.net111sealos
vercel.com113micro virtual machine
medium.com114micro virtual machine
arxiv.org115sealos
aws.amazon.com115micro virtual machine
bja.sealos.run117sealos
koyeb.com117micro virtual machine
techtarget.com118micro virtual machine

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

13

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 0.7%
MonthSource
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
featuresSealos is an AI-native cloud platform that lets you deploy AI agents, databases, and full-stack apps with a single prompt. 100% source-available. Self-host or use managed cloud. No DevOps required.https://sealos.io/
featuresClick the visual rail icons manually, or describe what you want and let the built-in agent figure it out. The AI renders a structured form for you to approve, not an unverified wall of text.https://sealos.io/
featuresClick the visual rail icons manually, or describe what you want and let the built-in agent figure it out. The AI renders a structured form for you to approve, not an unverified wall of text.https://sealos.io/
integrationsAI Applicationshttps://sealos.io/docs/
integrationsAI ProxyObject Storagehttps://sealos.io/docs/

These are first-party product claims, not independent measurements of AI-search visibility.

14

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where github.com appears.3 first-page appearances across sealos, micro virtual machine

Website intelligence — Collected evidence

Website evidence gaps

  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

15

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
RecaToolsSealos Review: Kubernetes Cloud OS with DevBox — Practical Tools. Trusted Intelligence.Grounded web searchSealos Review: Kubernetes Cloud OS with DevBox — Practical Tools. Trusted Intelligence. ... Sealos packages Kubernetes into a managed cloud: repo-to-deploy with no YAML or Dockerfile, DevBox cloud environments, managed Postgres/MySQL/Redis/MongoDB and S3-compatible storage, sold as fixed monthly resource packages. Source-available under its own Sustainable Use License since August 2025, not Apache 2.0. ... Sealos strips away Kubernetes' YAML tax: point it at a repository and it deploys, DevBox e
sealos.ioAn Honest Review: Migrating a Complex Microservice App from Heroku to Sealos / Sealos BlogGrounded web search- Unprecedented Control & Flexibility: We can now define private networks, set up sophisticated ... - A Unified Dashboard: The Sealos App Launchpad is our new command center. We manage deployments, configurations

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Sealos – AI Native Cloud Cloud Operating System / Hacker News — > Sealos is an AI-native Cloud Operating System built on Kubernetes ... I am once again asking for a moratorium on calling something an "operating system" unless it is an actual operating system it runs on k8s. k8s runs on Linux. Linux is the operating system. I get that it's tempting to call yourself an "operating system" as a way of signalling "we have big ambitions, bigger than a library, bigger than a framework, bigger than a platform..." but...just stop. it's annoying ... It looks interesti
  • Show HN: Sealos – deploy a full-stack GitHub repo and troubleshoot the live app / Hacker News — : Sealos – deploy a full-stack GitHub repo and troubleshoot the live app / Hacker News Show HN: Sealos – deploy a full-stack GitHub repo and troubleshoot the live app (sealos.io) 4 points by dedicate 76 days ago / hide / past / favorite / 1 comment
  • We Replaced Nginx with Envoy to Scale Sealos Cloud to 2k Tenants / Hacker News — Sealos Cloud supports 87,000 users and thousands of concurrent app deployments on shared Kubernetes clusters. We hit hard limits with Nginx Ingress—reload instability, high resource usage, and poor long-connection handling. This post details why we moved to an Envoy-based gateway (Higress), what went wrong with other solutions (APISIX, Cilium, Envoy Gateway), and what it really takes to support massive
  • Sealos – run Kubernetes cluster in one command / Hacker News — # Download and install sealos. sealos is a golang binary so you can just download and copy to bin. You may also download it from release page. ... ://github.com/labring/sealos/releases/download/v4.0.0/s... ... tar zxvf sealos_4.0.0_linux_
  • Sealos Cloud Mastered Multi-Tenancy with the Right Gateway Choice / Hacker News — grappling with the limitations of Nginx to embracing the efficiency of Envoy and discovering the stability of ... a real-world perspective on choosing the right gateway for high-scale, multi-tenant environments. A must-read for cloud professionals and
  • > Sealos is an AI-native Cloud Operating System built on Kubernetes I am once ag... / Hacker News — I am once again asking for a moratorium on calling something an "operating system" unless it is an actual operating system it runs on k8s. k8s runs on Linux. Linux is the operating system. ... it's tempting to call yourself an "operating system" as a

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

16

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipHeroku was the perfect launchpad for our company. We would not have moved as quickly in our early days without it. But as our application and our team matured, we hit a ceiling—a ceiling of cost, control, and scalabilitysource
Contact and supportNot published on the collected pages.—
Legal and privacy06Can I change or cancel my plan?source
Security and complianceCompliance and Auditing: Many industry regulations (like SOC 2, HIPAA, and GDPR) mandate strict access controls and the ability to audit who has access to what. A well-defined RBAC strategy is a prerequisite for passsource
Uptime and status page/ Control plane fee / Per-cluster control plane fee applies (verify current rate) / Standard mode typically no separate control plane fee; Autopilot has per-pod resource pricing / Free tier generally no control plane feesource

Not found on the collected pages: contact and support. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

17

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Sealos DocsDocumentationFind quickstart guides, tutorials, best practices, deployment templates, system design docs, self-hosting solutions and more cloud native resources. (source)Not dated
System-design > Billing-system / Sealos DocsDocumentation深度剖析 Sealos 云操作系统的计费系统架构设计，详解基于 CRD 的实时资源计量模型、多维度费用计算算法及分布式账单生成机制，涵盖CPU/内存/存储/网络等全资源类型的精准计价策略，提供 Kubernetes 集群成本优化最佳实践与 FinOps 落地指南。 (source)Not dated
K8s > Operations > Registry > Sealos_sync_backup_solution / Sealos DocsDocumentation探索Sealos高效的集群镜像同步和备份策略，学习如何创建临时仓库、同步镜像，实现增量同步，优化容器镜像管理，提高Kubernetes集群效率。 (source)Not dated
A Developer's Guide to Kubernetes RBAC: Securing Your Cluster the Easy Way with Sealos / Sealos BlogGuideA practical guide for developers on implementing Kubernetes RBAC using Sealos to secure cluster access. Learn actionable steps, common pitfalls, and best-practice patterns to reduce risk. (source)Not dated
Migration Guide: Moving Your Node.js & Postgres App from Heroku to Sealos in Under an Hour / Sealos BlogGuideA 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. (source)Not dated
Community / Sealos DocsDocumentation欢迎加入 Sealos 开源社区 (source)Not dated

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Technical

18

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Cloud-based development environment S1.S1
Platforms and appsWeb-based, accessible from any device S1.S1
API and extensibility (API, SDK, webhooks, MCP, plugins)Not published on the collected pages.—
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsClaims 99.99% deployment success S1.S1
Release activityNot published on the collected pages.—
19

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
First archived2022-08-14 — web archive
TLS certificateGoogle Trust Services, valid, expires 2027-01-12
Security headersX-Content-Type-Options, Referrer-Policy
Headers not servedHSTS, CSP, X-Frame-Options
Server headercloudflare
Mail handled bymx1.feishu.cn, mxbiz1.qq.com
Nameserverslovisa.ns.cloudflare.com, aaden.ns.cloudflare.com

Not measurable: rdap: no RDAP server published for .io. A gap here means the lookup was unavailable, not that the finding is negative.

20

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 95/100
  • Critical issues: 0
  • Warnings: 12
  • Notices: 4

Issues

SeverityIssueValueAffected URL
warningTitle length should be reviewed69https://sealos.io/
noticeMeta description length should be reviewed197https://sealos.io/
warningPage should have one primary H13https://sealos.io/docs/
noticeLow visible word count119https://sealos.io/contact/
warningPage should have one primary H13https://sealos.io/docs/
warningTitle length should be reviewed72https://sealos.io/solutions/industries/education/
noticeMeta description length should be reviewed216https://sealos.io/solutions/industries/education/
noticeMeta description length should be reviewed49https://sealos.io/blog/
warningDuplicate title in audit sample2https://sealos.io/sealos-skills/
warningDuplicate title in audit sample2https://sealos.io/sealos-skills/
warningDuplicate title in audit sample2https://sealos.io/docs/
warningDuplicate title in audit sample2https://sealos.io/docs/
warningDuplicate meta description in audit sample2https://sealos.io/sealos-skills/
warningDuplicate meta description in audit sample2https://sealos.io/sealos-skills/
warningDuplicate meta description in audit sample2https://sealos.io/docs/
warningDuplicate meta description in audit sample2https://sealos.io/docs/

Crawled pages

StatusTitleH1sWordsResponseURL
200Sealos \The AI-Native Cloud Platform - Deploy Anything with a Prompt11225139 ms
200Sealos Skills: Deploy and Verify Apps with AI Agents \Sealos185257 ms
200App Store \One-Click Self-Hosted App Templates \Sealos1882
200Sealos Docs336351 mshttps://sealos.io/docs/
200Predictable Cloud Pricing \Sealos194259 ms
200Contact Us \Sealos111943 ms
200Sealos Skills: Deploy and Verify Apps with AI Agents \Sealos185265 ms
200Dify Hosting & Deployment \Sealos11856135 ms
200Appsmith Hosting & Deployment \Sealos1837110 ms
200FastGPT Hosting & Deployment \Sealos1879107 ms
200N8N Hosting & Deployment \Sealos11968151 ms
200Supabase Hosting & Deployment \Sealos1237951 ms
200Sealos Docs336388 mshttps://sealos.io/docs/
200Education Solutions \Cloud Platform for Schools & Universities \Sealos1903
200Blog \Sealos1618253 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

21

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct18.4%
search67.1%
search organic67.1%
search paid0.0%
social1.9%
social organic1.9%
social paid0.0%
referrals11.9%
paid referrals0.0%
mail0.0%
gen ai0.7%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

22

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors. Evidence gaps include lack of detailed pricing for DevBox itself, no independent reviews, and no information on data export or API extensibility.

23

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from sealos.io, including product pages, documentation, and pricing. Static and rendered page captures were used. External proof search was performed but no additional verification was completed. Limitations include potential marketing bias and lack of third-party validation.

Paid against free, in your inbox

One job at a time: the paid tools worth paying for, the free ones you can run yourself, and who should pick which.

No tracking pixels. One click to leave. We use your address to send Stack Radar and nothing else. Privacy.