Self-Hosting Windmill.dev and Temporal on a VPS: Building a Resilient, High-Performance Enterprise Automation Platform
Introduction: The Shift Toward Self-Hosted Enterprise Automation
In the modern business landscape, workflow automation is no longer just a convenience—it is a core operational necessity. For years, organizations have relied on proprietary SaaS platforms like Zapier, Make, or Workato to connect their internal systems and automate repetitive tasks. However, as data privacy regulations tighten and execution volumes scale, enterprise leaders face a dual challenge: skyrocketing subscription costs and potential data compliance risks.
Enter the open-source revolution. By combining Windmill.dev, a hyper-fast, developer-first automation platform, with Temporal.io, the industry standard for resilient task queues and stateful orchestration, businesses can build a world-class automation hub. Self-hosting this ecosystem on a Virtual Private Server (VPS) grants you complete data sovereignty, predictable infrastructure costs, and unparalleled execution control. This comprehensive guide will walk you through the architectural benefits and the step-by-step process of deploying this robust stack.
---Why Windmill and Temporal? A Power Couple for Automation
Before diving into the technical deployment, it is crucial to understand why this specific combination is transforming enterprise engineering workflows.
Windmill.dev: The High-Performance Core
Windmill is a modern, open-source alternative to Retool and Zapier, optimized for developer experience. Unlike heavy, legacy platforms, Windmill turns scripts written in TypeScript, Python, Go, or Bash into production-ready webhooks, workflows, and user interfaces instantly. Its primary advantages include:
- Minimal Latency: Built on a highly optimized Rust backend, capable of executing thousands of tasks per second.
- Auto-Generated UIs: Automatically creates user-facing dashboards and forms based on your script's input parameters.
- Multi-Language Support: Allows developers to write steps in their preferred language without complex environment configurations.
Temporal: Absolute Fault Tolerance
While Windmill excels at workflow authoring and rapid execution, complex enterprise operations require bulletproof reliability. This is where Temporal steps in. Temporal is a stateful orchestration engine that ensures workflows execute to completion, no matter what failures occur. Even if a server crashes mid-execution, Temporal records the precise state, allowing the workflow to resume seamlessly once the infrastructure recovers.
Key Takeaway: By integrating Temporal as the underlying distributed task queue for Windmill, you combine Windmill’s agile UI and script management with Temporal’s legendary resilience. Your business-critical processes become practically immune to infrastructure dropouts.---
Architecture Overview & Hardware Requirements
Deploying an enterprise-grade stack requires an appropriately provisioned VPS to handle concurrent executions and state management. Below is the recommended baseline configuration for a production-ready environment.
Recommended VPS Specifications
| Component | Minimum Specification | Recommended (Production) |
|---|---|---|
| CPU | 2 vCPUs | 4+ vCPUs (Compute-optimized) |
| RAM | 4 GB | 8 GB or higher |
| Storage | 40 GB SSD / NVMe | 100 GB+ NVMe (For high I/O logs) |
| OS | Ubuntu 22.04 LTS | Ubuntu 24.04 LTS or Debian 12 |
Architecturally, Windmill will act as your control plane and primary worker dashboard. It communicates via PostgreSQL for its core state. Meanwhile, Temporal manages its own persistence layer (also utilizing PostgreSQL or Cassandra) to track the event history of your distributed tasks. By containerizing these services via Docker Compose, we keep the deployment isolated, maintainable, and easily scalable.
---Step-by-Step Deployment Guide on a VPS
Follow these structured steps to configure your environment, set up dependencies, and launch your self-hosted automation powerhouse.
Step 1: Preparing the VPS Environment
First, log into your VPS via SSH and update the system packages to their latest versions to ensure stability and security.
sudo apt update && sudo apt upgrade -yNext, install Docker and the Docker Compose plugin, which are essential for managing our multi-container architecture.
sudo apt install docker.io docker-compose-v2 -y
sudo systemctl enable --now dockerStep 2: Configuring the Persistent PostgreSQL Database
Both Windmill and Temporal require robust database backends. While you can run separate databases, utilizing a single, well-optimized PostgreSQL instance with distinct logical databases is highly efficient for a standard VPS setup.
Create a dedicated directory for your deployment project and set up a docker-compose.yml file to define your data layer:
mkdir -p ~/windmill-temporal && cd ~/windmill-temporal
nano docker-compose.ymlIn this configuration, ensure you define persistent volumes so that your workflow states, user accounts, and execution histories survive container restarts. Always use strong, unique passwords for production environments.
Step 3: Integrating Temporal and Windmill Services
To wire Windmill to use Temporal as its advanced task runner, you must configure specific environment variables within your compose file. Windmill features native integration toggles that route asynchronous tasks to a Temporal namespace instead of its internal local queue.
Add the following core service definitions to your compose layout:
- Temporal Server: Handles the orchestration logic and state machine.
- Windmill Server: Provides the API backend and serves the frontend dashboard.
- Windmill Workers: Scaleable agents that pull tasks from the Temporal queue and execute your business scripts.
After saving your configuration, pull the official, verified images and launch the infrastructure in detached mode:
sudo docker compose up -dVerify that all components are running successfully by checking the container statuses:
sudo docker compose psBest Practices for Production Environments
Deploying the software is only half the battle. To ensure your self-hosted automation platform remains secure, stable, and highly performant, implement these industry best practices:
1. Secure the Network Traffic with Reverse Proxies
Never expose raw backend ports directly to the public internet. Use a reverse proxy like Nginx Proxy Manager, Caddy, or Traefik to handle SSL/TLS encryption. Ensure that both the Windmill UI (port 8000 by default) and the Temporal Web UI (port 8080 by default) are strictly accessible over HTTPS with valid Let's Encrypt certificates.
2. Implement Rigorous Backup Strategies
Your workflows represent intellectual property, and your execution histories are critical for auditing. Set up automated daily cron jobs on your VPS to back up the PostgreSQL database volumes. Stream these backups to an off-site, S3-compatible object storage provider to safeguard against localized VPS hardware failures.
3. Monitor Resource Utilization
Windmill workflows can consume significant memory if your scripts process large datasets. Integrate light monitoring tools like Prometheus and Grafana, or regularly use basic terminal utilities like htop and docker stats to keep an eye on RAM and CPU thresholds. If memory bottlenecks occur, scale up your VPS or separate your Windmill workers onto a dedicated machine.
Conclusion: Unlocking True Operational Freedom
Self-hosting Windmill.dev paired with Temporal on a VPS offers the ultimate middle ground for forward-thinking enterprises: the agility and ease of a low-code/no-code UI, backed by the unbreakable reliability of a stateful distributed system. By taking ownership of your automation stack, you protect sensitive corporate data, unlock limitless executions, and radically optimize operational expenditures.
As your workflows expand, this architecture easily scales with your business, providing a rock-solid foundation for years of seamless innovation.