Customer Story How Miro builds and tests agentic features at scale while saving millions on test infrastructure
Signadot vs Garden

The Garden.io alternative that doesn't duplicate your stack.

Garden spins up a full copy of your stack for every environment. Signadot sandboxes deploy only what changed, ready in seconds on a shared cluster.
Trusted by engineering teams worldwide

Signadot shares what Garden duplicates.

Garden is a Kubernetes automation tool that builds and deploys a duplicate environment for every developer, pull request, and test run.
How they compare
Signadot
Kubernetes-Native Validation Platform
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Comprehensive
Environments, a testing runtime, and platform-governed agentic verification workflows in one product. Sandboxes, Smart Tests, Jobs, and Plans.
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Unified Architecture
Sandboxes, Smart Tests, Jobs, and Plans work the same in local dev, in PRs, and in agent loops. Same primitives everywhere.
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Extensible
Resource plugins extend isolation to any database, queue, or async system, including resources outside Kubernetes.
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Built for Devs and Agents
Chrome extension, SDKs, CLI, and MCP server. Platform teams integrate easily. Devs and agents use it natively.
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Centralized, Governed Access
A central control plane holds cluster access. Developers and agents connect through it with SSO and RBAC, so credentials stay centrally governed.
Garden
Full-Stack Environment Automation
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Full-Stack Duplication
Every Garden environment deploys every service in the Stack Graph, databases included. Twenty services means twenty deployed per environment.
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Built Around the Build
Stack Graph and caching accelerate builds and tests, but each environment still takes minutes to provision and adds cluster cost.
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Config-Heavy
garden.yml action definitions across every service and repo, with a documented learning curve.
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Cost Scales With Every Environment
Each concurrent developer or PR environment carries full-stack resource cost.
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Not Built for Agent Scale
Running a full stack per coding agent is cost-prohibitive. Agents need cheap per-task isolation.
Three Pillars

Built for scale. Unified. Comprehensive.

agent-01: feature-auth validated
agent-02: bugfix-cart running
agent-03: refactor-db validated
agent-04: pr-1234 testing
agent-05: fix-pagination validated
agent-06: spike-redis running
agent-07: hotfix-auth testing
Built for Agents

One sandbox per agent. Thousands in parallel.

Each agent gets its own lightweight environment, cheap and fast. They run more validations autonomously before human review.

Local Dev
inner loop
PR Validation
outer loop
Same Sandbox
one platform
Unified Architecture

Inner loop and outer loop on one platform.

The same sandbox abstraction covers local development and PR validation. One platform. One mental model.

Testing & Validation Runtime
Smart Tests
Jobs
CI + Agents
Environments
+ ∞
Comprehensive Coverage

Environments and a test runtime, built in.

Signadot provides the environments and the test runtime on one platform, built for CI pipelines and coding agents. All of it runs inside your cluster.

Testimonials

Trusted by leading engineering teams

Wealthsimple company logo
Creating a sandbox is extremely fast, it works every time, lets me test what I'm building quickly, and move on. This is awesome.
Tyler Marien, Senior Software Developer at Wealthsimple
Tyler Marien
Senior Software Developer
Brex company logo
On the margin, with the Signadot approach, 99.8% of the isolated environment's infrastructure costs look wasteful. That percentage looks like an exaggeration, but it's really not.
Connor Braa, Software Engineering Manager at Brex
Connor Braa
Software Engineering Manager
Levo company logo
I want staging to be in a state where I'm able to push to production any day I want. The quality should be as good as prod so that I don't have to do more work after merging. This is exactly what Signadot allows us to do today. We're now running tests before merging, which means cleaner code and fewer rollbacks.
Buchi Reddy, CEO at Levo
Buchi Reddy
CEO

See how we compare

From code changes to testing environments in minutes. Our automated workflow lets you focus on development while we handle the preview environment setup and teardown.
Feature
Signadot
Garden
Environment model
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Sandboxes deploy only the services you changed and route requests to shared dependencies on a stable shared cluster
Not supported
Every environment replicates the full stack
Time to environment
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Sandboxes are ready in seconds
Partial support
Full-stack provisioning takes minutes, caching helps repeat runs
Cost per environment
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Marginal cost per sandbox, hundreds can run concurrently on one cluster
Not supported
Full-stack resource cost for every concurrent environment
Build and test caching
Partial support
Signadot is not a build tool and works with your existing CI builds
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Strong build and test caching is a core Garden strength
Local development
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Route your laptop into the cluster and iterate with your local tools against real dependencies
Partial support
Sync mode reloads code into a full environment you first provision
PR preview environments
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A sandbox per pull request from CI, ready in seconds
Partial support
A full-stack namespace per PR with the associated cost and wait
Test automation
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Cross-service test execution with request-scoped isolation built in
Partial support
Test actions in the Stack Graph run inside duplicated environments
Database and message queue isolation
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Request-scoped isolation against shared stateful services
Partial support
Isolation by duplicating the datastore in each environment
Coding agent support
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One sandbox per agent, thousands in parallel
Not supported
No per-agent isolation model
Configuration overhead
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Works with your existing manifests, no per-service config rewrite
Not supported
garden.yml actions written and maintained per service
Production fidelity
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Tests run against real shared dependencies in a stable shared cluster
Partial support
Production-like only if you can afford to run the whole stack per environment
Scales with team size
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Shared cluster model scales to large teams
Not supported
Cost and provisioning time grow with every concurrent environment
The bottleneck has shifted from writing code to proving it works.
Agentic development only delivers value when code generation velocity converts into shipped product. Signadot is the validation layer that makes that conversion happen: sandboxes that span multiple services and dependencies, Smart Tests and Jobs running inside your cluster, and an MCP server with governed Plans that lets agents validate their own work.
Get a demo
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Built for Developers and Agents
Works with your coding agents
Claude Code logoCursor logoOpenAI logo
Integrate with CI tools you already use
jenkins logoGitLab logoGitHub logoBitbucket logo
Support all test frameworks
Cypress logoSelenium logoCucumber logok6 logoPostman logoPlaywright logo
Without Signadot, developers were experiencing frequent rollbacks of code due to issues discovered late in the staging environment. Now, the developers have much more confidence in what they are deploying, resulting in fewer breaks on production.
Devarshi Khanna
Devarshi Khanna
Backend Developer at ShareChat
What is the main difference between Signadot and Garden?

Garden is a build and environment automation platform that provisions a full copy of your stack for each environment. Signadot creates lightweight sandboxes on a shared Kubernetes cluster where only changed services are deployed and requests are routed to shared dependencies, so environments are ready in seconds at a fraction of the cost.

How is Signadot different from other testing solutions?

Unlike traditional approaches that create full duplicate environments, Signadot uses a unique request-routing approach that allows you to test changes in isolation while sharing existing infrastructure. This results in up to 90% cost savings while delivering significantly faster feedback cycles.

How does Signadot integrate with my CI/CD pipeline?

Signadot provides a CLI and API that integrates with all popular CI/CD systems including GitHub Actions, Jenkins, CircleCI, and GitLab. Our integration creates sandboxes for each pull request, runs tests, and reports results back to your pull request, providing complete visibility into test outcomes.

What testing frameworks does Signadot support?

Signadot works with any testing framework you currently use, including Cypress, Selenium, Playwright, Postman, RestAssured, JUnit, pytest, and more. There's no need to rewrite your tests - just point them at your sandbox environments using our routing mechanisms.

Do I need to modify my applications to use Signadot?

No code changes are required to your applications. Signadot works at the network layer by intercepting requests and routing them to the appropriate services. We provide tools like our Chrome extension, SDK, and CLI to make it easy to manage routing without modifying your application code.

How long does it take to set up Signadot?

Most teams are up and running with Signadot in less than a day. Installation involves deploying our Kubernetes operator to your cluster and configuring your CI/CD pipeline to create sandboxes. Our team provides hands-on support to ensure a smooth onboarding experience.

Does Signadot support coding agents?

Yes. Signadot's MCP server lets coding agents (including Cursor, Claude Code, and VSCode) provision sandboxes, run tests, and verify changes autonomously. This turns agents from code generators into autonomous engineers that can validate their own work in a closed feedback loop.

Can Signadot work with our service mesh?

Yes, Signadot integrates with popular service meshes like Istio, Linkerd, and Consul. We can leverage your existing service mesh for routing or use our built-in routing mechanisms if you don't have a service mesh. Our approach is designed to be flexible and work with your existing infrastructure.

Can I use Garden and Signadot together?

Yes. Garden or your existing CI can build images, and Signadot deploys just the changed services into sandboxes for testing against shared dependencies. Many teams keep their build tooling and replace environment duplication with sandboxes.

Why do teams look for Garden.io alternatives?

The most common reasons are the cost of duplicating the full stack for every environment, provisioning times measured in minutes rather than seconds, and the effort of writing and maintaining garden.yml configuration across services. Read our guide to microservices testing environments on Kubernetes to learn more.

Validate code as fast as agents write it. Cut environment costs by 90%.
Explore how Signadot helps engineering teams validate code at the speed agents generate it, with cost-efficient parallel validation on your existing Kubernetes infrastructure.