Preview Environments
Each pull request spins up a thin preview: only your WIP service is deployed, the rest of staging stays shared. Reviewers see real behavior against real services.
- โ Spin up on every PR
- โ Isolated access to the real databases, queues, and downstream services on your staging cluster
- โ Only the WIP service deploys, so previews are fast to spin up and cheap to run
- โ Works with your existing kubeconfig, no extra auth
Demo
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Customer story ยท Preview Environments


Daylight gives its AI agents their own mirrord preview environment to verify their work against real services before a human ever opens the PR.
"The difference between an AI agent that just outputs code and an AI agent that I can trust is one that can see its changes, can test its changes."
Itay HilelAI Automation Engineer, Daylight Security~5 sec
for an agent to verify a change, vs 5+ min in CI
Read the Daylight case study โ