Docker + Python: The Complete Production Setup Guide
Here's how to containerize Python apps properly for production.
Multi-Stage Dockerfile
# Build stage
FROM python:3.12-slim AS builder
WORKDIR /app
# Install build dependencies
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential \
&& rm -rf /var/lib/apt/lists/*
# Install Python dependencies
COPY requirements.txt .
RUN pip install --no-cache-dir --user -r requirements.txt
# Production stage
FROM python:3.12-slim AS production
WORKDIR /app
# Copy installed packages from builder
COPY --from=builder /root/.local /root/.local
# Create non-root user
RUN useradd --create-home --shell /bin/bash appuser
USER appuser
# Copy application code
COPY --chown=appuser:appuser . .
# Environment
ENV PATH=/root/.local/bin:$PATH
ENV PYTHONUNBUFFERED=1
ENV PYTHONDONTWRITEBYTECODE=1
EXPOSE 8000
# Health check
HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
CMD curl -f http://localhost:8000/health || exit 1
CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000", "--workers", "4"]
docker-compose.yml
version: '3.8'
services:
api:
build:
context: .
target: production
ports:
- "8000:8000"
environment:
- DATABASE_URL=postgresql://user:pass@db:5432/mydb
- SECRET_KEY=${SECRET_KEY}
depends_on:
db:
condition: service_healthy
restart: unless-stopped
db:
image: postgres:16-alpine
volumes:
- postgres_data:/var/lib/postgresql/data
environment:
POSTGRES_USER: user
POSTGRES_PASSWORD: pass
POSTGRES_DB: mydb
healthcheck:
test: ["CMD-SHELL", "pg_isready -U user -d mydb"]
interval: 10s
timeout: 5s
retries: 5
nginx:
image: nginx:alpine
ports:
- "80:80"
- "443:443"
volumes:
- ./nginx.conf:/etc/nginx/nginx.conf
- ./certbot:/etc/letsencrypt
depends_on:
- api
volumes:
postgres_data:
.dockerignore
.git
.gitignore
__pycache__
*.pyc
*.pyo
*.pyd
.Python
env/
venv/
.env
.pytest_cache
.coverage
htmlcov/
dist/
*.egg-info/
Useful Commands
# Build and run
docker compose up -d --build
# View logs
docker compose logs -f api
# Scale workers
docker compose up -d --scale api=3
# Access container
docker compose exec api bash
# Clean up
docker compose down -v
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