Load Balancer Patterns: L4 vs L7, Health Checks, Session Affinity, and Cloud LB Selection

L4 vs L7 Load Balancing#

The distinction between Layer 4 and Layer 7 load balancing determines what the load balancer can see and what routing decisions it can make.

Layer 4 (Transport) load balancers work at the TCP/UDP level. They see source/destination IPs and ports but not the content of the traffic. They forward raw TCP connections to backends. This makes them fast (no protocol parsing), protocol-agnostic (works for HTTP, gRPC, database connections, custom protocols), and transparent (the backend sees the original packets, mostly). Use L4 for database connections, raw TCP services, and when you need maximum throughput with minimum latency.

Minikube Networking: Services, Ingress, DNS, and LoadBalancer Emulation

Minikube Networking: Services, Ingress, DNS, and LoadBalancer Emulation#

Minikube networking behaves differently from cloud Kubernetes in ways that cause confusion. LoadBalancer services do not get external IPs by default, the minikube IP may or may not be directly reachable from your host depending on the driver, and ingress requires specific addon setup. Understanding these differences prevents hours of debugging connection timeouts to services that are actually running fine.

How Minikube Networking Works#

Minikube creates a single node (a VM or container depending on the driver) with its own IP address. Pods inside the cluster get IPs from an internal CIDR. Services get ClusterIPs from another internal range. The bridge between your host machine and the cluster depends entirely on which driver you use.