Reading — step 1 of 5
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~1 min readProduction Concerns
Putting It All Together
You've built every layer:
| Layer | Lesson |
|---|---|
| Round-robin | 1 |
| Weighted RR | 2 |
| Least-connections | 3 |
| Active health checks | 4 |
| Passive health | 5 |
| Circuit breakers | 6 |
| Consistent hashing | 7 |
| Sticky sessions | 8 |
| Rate limiting | 9 |
| TLS termination | 10 |
| Metrics | 11 |
The full request pipeline:
Client request
-> TLS termination (decrypt)
-> Routing (hostname / path -> pool)
-> Rate limiting (per client / global)
-> Backend selection
↳ Health-filtered pool
↳ Algorithm (RR / least-conn / sticky / hash)
↳ Circuit breaker check
-> Forward to backend (with retries on failure)
-> Record response (passive health, metrics, access log)
-> Return to client
Production LBs add:
- HTTP/2 + HTTP/3 support (multiplexing, server push)
- WebSocket upgrade routing (long-lived connections)
- gRPC load balancing (per-RPC, not per-connection)
- DNS-based routing (geo, latency-based)
- Anycast IPs (BGP routing same IP to nearest LB)
- Auto-scaling (add/remove backends based on load)
- Blue/green deployments (route X% of traffic to new version)
- Canary releases (10% to new version, watch metrics, ramp up)
- Request retries with jitter (avoid thundering herd)
- Hedged requests (send to two backends, take the first response)
You now understand what NGINX, HAProxy, AWS ALB/NLB, GCP Load Balancer, Envoy, and every other LB actually does. The decisions vary; the core patterns are universal.
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