Scaling LLM Proxy for High Availability
Build enterprise-grade LLM proxy infrastructure with horizontal scaling, automatic failover, and disaster recovery. Ensure 99.9% uptime for your AI-powered applications.
Scaling Strategies
Choose the right scaling approach for your needs
Add more proxy instances behind a load balancer to handle increased traffic and provide redundancy.
- Stateless proxy design
- Shared session storage
- Load balancer integration
- Auto-scaling policies
apiVersion: autoscaling/v2 kind: HorizontalPodAutoscaler metadata: name: llm-proxy-hpa spec: scaleTargetRef: apiVersion: apps/v1 kind: Deployment name: llm-proxy minReplicas: 3 maxReplicas: 20 metrics: - type: Resource resource: name: cpu target: type: Utilization averageUtilization: 70
Increase resources (CPU, memory) of existing instances for higher throughput per node.
- Larger instance sizes
- More CPU cores
- Increased memory
- Faster networking
resources: requests: cpu: "2" memory: "4Gi" limits: cpu: "8" memory: "16Gi" # For high-throughput deployments env: - name: MAX_CONNECTIONS value: "10000"
Deploy proxies across multiple regions for lower latency and regional failover capabilities.
- Multi-region deployment
- DNS-based routing
- Latency-based routing
- Regional failover
Deploy proxy logic at edge locations using CDN or serverless edge computing.
- Cloudflare Workers
- AWS Lambda@Edge
- Vercel Edge Functions
- Global distribution
Best Practices
Key practices for reliable scaling
Health Checks
Implement liveness and readiness probes for automatic instance management.
Stateless Design
Keep proxy instances stateless with shared external state storage.
Graceful Shutdown
Handle in-flight requests during scaling events and deployments.
Metrics & Alerting
Monitor key metrics with proactive alerting for scaling decisions.
Circuit Breakers
Protect against cascading failures with circuit breaker patterns.
Shared Cache
Use distributed cache (Redis) for consistent response caching.
Scale Your LLM Infrastructure
Build highly available LLM proxy infrastructure with proven scaling strategies and comprehensive disaster recovery planning.
Related Resources
Architecture Design
Design patterns for proxy infrastructure.
Error Handling
Best practices for robust error management.
Serverless Deploy
Deploy on serverless for auto-scaling.
Load Balancing
Distribute traffic across instances.
Multi-Provider
Configure multiple AI providers.
Self-Hosted
Deploy your own private gateway.