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Putting It All Together
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~1 min readProduction Concerns

Putting It All Together

You've built every layer:

LayerLesson
Round-robin1
Weighted RR2
Least-connections3
Active health checks4
Passive health5
Circuit breakers6
Consistent hashing7
Sticky sessions8
Rate limiting9
TLS termination10
Metrics11

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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