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Startup: Python Monolith on VM

A cost-effective, simple deployment for early-stage startups. Runs a Pythonweb application (Django/FastAPI) behind Nginx on a single Virtual Machine.

Architecture Diagram

%% Autogenerated startup-vm-python graph TD classDef standard fill:#1e293b,stroke:#38bdf8,stroke-width:1px,color:#e5e7eb; classDef c-actor fill:#1e293b,stroke:#e5e7eb,stroke-width:1px,stroke-dasharray: 5 5,color:#e5e7eb; classDef c-compute fill:#422006,stroke:#fb923c,stroke-width:1px,color:#fed7aa; classDef c-database fill:#064e3b,stroke:#34d399,stroke-width:1px,color:#d1fae5; classDef c-network fill:#2e1065,stroke:#a855f7,stroke-width:1px,color:#f3e8ff; classDef c-storage fill:#450a0a,stroke:#f87171,stroke-width:1px,color:#fee2e2; classDef c-security fill:#450a0a,stroke:#f87171,stroke-width:1px,color:#fee2e2; classDef c-gateway fill:#2e1065,stroke:#a855f7,stroke-width:1px,color:#f3e8ff; classDef c-container fill:#422006,stroke:#facc15,stroke-width:1px,color:#fef9c3; subgraph vm-layer ["VM-LAYER"] direction TB nginx(("Nginx
gateway
Reverse Proxy & SSL")) class nginx c-network app("Python App (Gunicorn)
service") class app c-compute db[("PostgreSQL
database
Local or Managed")] class db c-database redis("Redis
cache
Cache & Broker") class redis standard end %% Orphans user(("User / Client
actor")) class user c-actor host("Virtual Machine (Linux)
compute
Ubuntu / Debian") class host c-compute %% Edges nginx -.-> app app -.-> db app -.-> redis

Description

This architecture is optimized for speed of iteration and simplicity. It avoids complex orchestration frameworks in favor of a reliable, well-understood “Monolith on a Box” pattern.

Core Components:

  • Virtual Machine: A single compute instance (AWS EC2, Google Compute, Azure VM, or DigitalOcean Droplet) hosts the entire stack.
  • Nginx: Acts as the reverse proxy, handling SSL termination, static file serving, and forwarding traffic to the application server.
  • Application Server: Runs the Python code (e.g., Gunicorn for Django/FastAPI).
  • Database: A local or managed PostgreSQL instance provides relational data storage.
  • Redis: Used for caching and background tasks (e.g., Celery) to keep the main thread responsive.

Why this stack? For a new project, “boring” technology is a competitive advantage. This stack scales vertically for a long time before needing horizontal breakdown.

Tech Stack

Component Technology
Segment startup
Deployment vm-monolith
Language python
Web Server nginx
Database postgres
Cache redis

System Components

The following distinct entities are defined in this architecture:

Component Type Notes
User / Client actor -
Virtual Machine (Linux) compute Ubuntu / Debian
Nginx gateway Reverse Proxy & SSL
Python App (Gunicorn) service -
PostgreSQL database Local or Managed
Redis cache Cache & Broker

Interested in this architecture?

Let's discuss how to adapt the Startup: Python Monolith on VM stack for your specific needs.

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