Platform comparison

Choose the operating model that fits your servers

These products overlap, but they are not interchangeable. The useful question is how each one stores deployments, automates changes, and grows beyond one server.

Coolify

Teams that want a polished self-hosted application platform with Git-based deployments and managed services.

Operations
Panel, REST API, and official CLI
Scaling
Multi-server deployment; operators provide the external load balancer and make capacity decisions
Read Coolify documentation

Dokploy

Teams that want application and database deployment across a main server, remote servers, or Docker Swarm.

Operations
Panel, API, and official CLI
Scaling
Swarm replicas with Traefik load balancing
Read Dokploy documentation

CapRover

Teams that want a focused Docker PaaS built around simple application deployments.

Operations
Panel, API, and official CLI
Scaling
Swarm replicas with built-in request balancing
Read CapRover documentation

Portainer

Teams that primarily need broad container, stack, Swarm, Kubernetes, and edge environment management.

Operations
Panel and API
Scaling
Uses the scaling facilities of the connected orchestrator
Read Portainer documentation

Where FlatRun differs

Operations remain reviewable and portable

Preview before apply

Inspect affected resources and refuse stale plans before production changes run.

One governed surface

The UI, CLI, CI, assistant, and MCP clients use the same API permissions and resource grants.

Independent servers, one Fleet

Manage permitted peer deployments without requiring every server to share one control database.

Capacity-aware automation

Evaluate container limits and host capacity before adding resources or replicas.

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