Skip to content

Deployment Solutions Overview

This section covers various deployment strategies for Swarms agents and multi-agent systems, from simple local deployments to enterprise-grade cloud solutions.

Deployment Types Comparison & Documentation

Deployment Type Use Case Complexity Scalability Cost Best For Documentation Link Status
FastAPI + Uvicorn REST API endpoints Low Medium Low Quick prototypes, internal tools FastAPI Agent API Guide Available
Cron Jobs Scheduled tasks Low Low Very Low Batch processing, periodic tasks Cron Job Examples Available

Quick Start Guide

  • Best for: Running agents on a schedule

  • Setup time: 2-5 minutes

  • Examples: Cron Job Examples

Deployment Considerations

Performance

  • FastAPI: Excellent for high-throughput APIs

  • Cron Jobs: Good for batch processing

  • Docker: Consistent performance across environments

  • Kubernetes: Best for complex, scalable systems

Security

  • FastAPI: Built-in security features, easy to add authentication

  • Cron Jobs: Runs with system permissions

  • Docker: Isolated environment, security best practices

  • Kubernetes: Advanced security policies and RBAC

Monitoring & Observability

  • FastAPI: Built-in logging, easy to integrate with monitoring tools

  • Cron Jobs: Basic logging, requires custom monitoring setup

  • Docker: Container-level monitoring, easy to integrate

  • Kubernetes: Comprehensive monitoring and alerting

Cost Optimization

  • FastAPI: Pay for compute resources

  • Cron Jobs: Minimal cost, runs on existing infrastructure

  • Docker: Efficient resource utilization

  • Kubernetes: Advanced resource management and auto-scaling

Choosing the Right Deployment

For Development & Testing

  • FastAPI + Uvicorn: Quick setup, easy debugging

  • Cron Jobs: Simple scheduled tasks

For Production APIs

  • FastAPI + Docker: Reliable, scalable

  • Cloud Run: Auto-scaling, managed infrastructure

For Enterprise Systems

  • Kubernetes: Full control, advanced features

  • Hybrid approach: Mix of deployment types based on use case

For Cost-Sensitive Projects

  • Cron Jobs: Minimal infrastructure cost

  • Cloud Functions: Pay-per-use model

  • FastAPI: Efficient resource utilization

Next Steps

  1. Start with FastAPI if you need an API endpoint
  2. Use Cron Jobs for scheduled tasks
  3. Move to Docker when you need consistency
  4. Consider Kubernetes for complex, scalable systems

Each deployment solution includes detailed examples and step-by-step guides to help you get started quickly.