Choose Moltern when
You want apps, databases, catalog software and private coding agents in one workspace, with scoped access and organization governance.
Discuss your stack ↗MolternMoltern vs Dokploy
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Moltern vs Dokploy
Dokploy focuses on Docker applications, Compose stacks, databases and remote-server deployment under your team’s operation.
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A working app rarely runs alone. It has data, background work, secrets and people who need access. Dokploy focuses on Docker applications, Compose stacks, databases and remote-server deployment under your team’s operation. Compare that starting point with Moltern’s shared workspace before deciding what your team should operate.
Start with the right job.
What Dokploy is built around
Dokploy focuses on Docker applications, Compose stacks, databases and remote-server deployment under your team’s operation.
Review notes & documentation ↓42 · feature dimensions
Look beyond the first deployment.
What is included, what depends on a plan, and what your team must assemble or operate.
42 / 42 · rows shown
| Capability | Moltern | Dokploy |
|---|---|---|
| Build & deploy | ||
| Git deployments | MolternDocumented Repository, branch and build settings | DokployDocumented Repository-linked builds |
| Static sites | MolternDocumented Static and server applications | DokployPlan / configuration |
| Container workloads | MolternDocumented Application builds and packaged services | DokployDocumented Docker / OCI workload support Docker Compose · Docker Swarm |
| Background workloads | MolternDocumented Run supported app and service processes | DokployYour team operates it |
| Environment separation | MolternDocumented Production, staging, development and preview environments | DokployPlan / configuration |
| Deployment history & rollback | MolternDocumented Release history and application rollbacks | DokployPlan / configuration |
| Services & data | ||
| Packaged service catalog | MolternDocumented Databases, CMS, analytics, automation and more | DokployDocumentedTemplates |
| SQL databases | MolternDocumented Database services with service-specific setup | DokployPlan / configuration Provision a dedicated database service PostgreSQL · MySQL · MariaDB |
| Caches & queues | MolternDocumented Deploy supported catalog services | DokployPlan / configuration Provision a dedicated database service Redis |
| Persistent storage | MolternDocumented Workload storage with workspace allowances | DokployYour team operates it |
| Private service connections | MolternDocumented Select targets and runtime connection variables | DokployPlan / configuration Private connectivity requires workload configuration |
| AI service stacks | MolternDocumented Catalog AI services, with workload-specific resources | DokployYour team operates it |
| Agent workspaces | ||
| Coding-agent workspace | MolternDocumented Private Codex, Claude Code, Gemini CLI and OpenCode workspaces | DokployYour team operates it Install and configure your chosen agent |
| Agent provider sign-in | MolternDocumented Save supported provider sessions or API keys | DokployYour team operates it |
| Per-target agent permissions | MolternDocumented Read context or connect to explicitly selected workloads | DokployYour team operates it |
| Browser terminal | MolternDocumented Multiple terminal tabs in private workspaces | DokployDocumented Shell or process execution in the runtime |
| Persistent agent files | MolternDocumented Optional persistent workspace, within storage quota | DokployYour team operates it |
| Remote desktop | MolternPlan / configuration Omarchy desktop profile; availability and host capacity apply | DokployYour team operates it |
| Run & observe | ||
| Application & service logs | MolternDocumented Deployment and runtime visibility | DokployDocumented |
| Resource monitoring | MolternDocumented Workload CPU, memory and status views | DokployYour team operates it |
| Automatic instance scaling | MolternPlan / configuration Eligible workloads; min/max instances and CPU target | DokployYour team operates it |
| Domains & TLS routes | MolternDocumented Application domains and route configuration | DokployDocumentedTraefik |
| Secret handling | MolternDocumented Build/runtime variables; separate use and reveal permissions | DokployDocumented |
| Event webhooks | MolternDocumented Workspace event delivery and webhook management | DokployPlan / configuration |
| Identity & governance | ||
| Organizations & workspaces | MolternDocumented Shared organization with distinct workspace ownership | DokployDocumented |
| Scoped roles & groups | MolternDocumented Environment and resource scopes, groups and expiry | DokployPlan / configuration Project or team-level roles; inspect resource scope |
| SAML / OIDC SSO | MolternDocumented Verified domains, provider checks and SSO enforcement | DokployConfirm requirements |
| SCIM provisioning | MolternDocumented Synchronize users and groups; grant workload access separately | DokployConfirm requirements |
| Audit history | MolternDocumented Organization security history and audit exports | DokployConfirm requirements |
| Access reviews & approvals | MolternDocumented Review access and protected-action requests | DokployConfirm requirements |
| Runtime primitives | ||
| Public sandbox execution SDK | MolternDifferent product scope Public discovery endpoints; no supported sandbox execution SDK | DokployDifferent product scope Platform management API differs from a sandbox execution SDK |
| Platform CLI | MolternDifferent product scope Provider CLIs in agents; standalone Moltern CLI coming later | DokployDocumented |
| Unrestricted root VM access | MolternDifferent product scope Workload terminals; unrestricted root VMs are not promised | DokployYour team operates it |
| Environment snapshots & restore | MolternConfirm requirements Persistent files; VM memory snapshots are not documented | DokployConfirm requirements |
| GPU compute | MolternConfirm requirements AI catalog services; confirm GPU capacity for your deployment | DokployConfirm requirements |
| Hostile-code isolation | MolternConfirm requirements Private workloads; review hostile-code isolation requirements | DokployConfirm requirements |
| Costs & limits | ||
| Budgets & spend guardrails | MolternPlan / configuration Cost centers, budgets and eligible capped PAYG overages | DokployYour team operates it |
| Capacity admission & quotas | MolternDocumented Workload slots, CPU/RAM and storage allowances | DokployYour team operates it |
| Idle lifecycle | MolternPlan / configuration Hobby may sleep; Pro production has no Hobby sleep behavior | DokployYour team operates it |
| On-premises deployment | MolternPlan / configuration Available by arrangement for larger organizations | DokployYour team operates it |
| Billing granularity | MolternDocumented Plan allowances, measured usage and storage views | DokployYour team operates it |
| Backup & recovery responsibility | MolternYour team operates it Service-specific; assign owners and test restoration | DokployYour team operates it |
How to read this table
“Confirm requirements” means the reviewed documentation does not establish an equivalent workflow. It does not mean the feature is impossible. Plan and configuration requirements still apply to documented features.
Documented Plan / configuration Your team operates it Separate service / integration Confirm requirements Different product scope
The limits that change the decision.
Check the exact plan and region before committing. Resource limits, lifecycle rules and billing units are different questions.
Capacity & concurrency
Moltern
Apps, top-level services and coding agents count toward workload quota. Agent CPU and RAM are reserved while running; persistent storage uses the workspace pool. Maximum autoscaling capacity must fit available quota.
Dokploy
The deployment UI does not add physical capacity. Size servers, disks, build workers and network links, then test resource contention and upgrades.
Runtime & persistence
Moltern
Hobby services may sleep after inactivity. Pro is intended for production without that sleeping behavior. Persistent agent files survive restarts; running processes and in-memory state are not automatically resumed.
Dokploy
Your host and container configuration determine uptime and persistence. Disk snapshots, database-consistent backups and disaster recovery must be designed and tested separately.
What goes on the bill
Moltern
Check current in-product plan allowances, measured usage, storage and eligible overages. PAYG has an explicit monthly cap; a budget alert and a hard spending guardrail are different controls.
Dokploy
Include hosting, storage, traffic, backups, licenses or cloud-control fees, plus patching and incident response. A free license does not make infrastructure operation free.
- 01
Map the app and its dependencies.
List repositories, workers, data stores, secrets, domains and who owns each one. Keep an export and a rollback route before moving data.
- 02
Build a staging environment.
Deploy the app, attach only the services it needs, and test routes, persistence, logs and access rules with representative traffic.
- 03
Compare the whole operating cost.
Include build time, runtime, storage, network traffic, AI-provider charges and your team’s operating time. Move production only after recovery and ownership are clear.
Review notes & documentation
Reviewed 26 October 2026 against public product documentation. This is a workflow comparison, not a benchmark, certification assessment or guarantee of feature parity. Linked products, enterprise agreements and self-managed installations have their own terms.
Put it into practice
Decide who operates each part
Document the infrastructure boundary, access model and responsibilities for configuration, upgrades, data and recovery. Agree on a handover before production use.
Keep agent access scoped
A coding agent is a private terminal workspace. Choose the provider and grant only the app or service context required. No grant means no private resource context.
Bring organization controls into the workflow
Configure enterprise identity, policy guardrails and approvals according to your organization’s needs. Sensitive actions can require confirmation, MFA and an authorized role.
Detailed instructions are maintained in the product documentation.
Questions before you start
Is infrastructure ownership the same as a security certification?
No. Infrastructure placement and operational responsibility are design choices, not claims of independent certification.
Do I need to change coding agents?
Moltern documents several provider CLIs and a generic terminal workflow. Provider sign-in and usage terms still apply.
Which identity and review controls are documented?
The platform docs describe SAML/OIDC, provisioning, scoped roles, access reviews, approvals, sessions and audit history.
Keep exploring
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Start with one useful workload.
Bring your code or choose a service, then give the result a clear operating home.
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