The Rise of AI Coding Agents: Impact on Platform Engineering Teams
How AI coding agents like GitHub Copilot Workspace and Cursor are reshaping platform engineering. What teams need to prepare for and how to leverage these tools.
\n## πͺ Gateway API: The New Standard
Kubernetes Gateway API has reached GA and is rapidly replacing Ingress. If youβre still using Ingress resources in 2026, youβre leaving features on the table.
Ingress was designed for simple HTTP routing. Gateway API supports:
# 1. GatewayClass - defines the controller (infra team)
apiVersion: gateway.networking.k8s.io/v1
kind: GatewayClass
metadata:
name: envoy-gateway
spec:
controllerName: gateway.envoyproxy.io/gatewayclass-controller
# 2. Gateway - defines listeners (platform team)
apiVersion: gateway.networking.k8s.io/v1
kind: Gateway
metadata:
name: production
namespace: gateway-system
spec:
gatewayClassName: envoy-gateway
listeners:
- name: https
protocol: HTTPS
port: 443
tls:
mode: Terminate
certificateRefs:
- name: wildcard-cert
allowedRoutes:
namespaces:
from: Selector
selector:
matchLabels:
gateway-access: "true"
# 3. HTTPRoute - defines routing (app team)
apiVersion: gateway.networking.k8s.io/v1
kind: HTTPRoute
metadata:
name: my-app
namespace: app-team
spec:
parentRefs:
- name: production
namespace: gateway-system
hostnames:
- "app.example.com"
rules:
- matches:
- path:
type: PathPrefix
value: /api/v2
backendRefs:
- name: app-v2
port: 8080
weight: 90
- name: app-v3
port: 8080
weight: 10 # Canary| Implementation | Best For | gRPC | TCP/UDP |
|---|---|---|---|
| Envoy Gateway | New deployments, full-featured | β | β |
| Cilium | eBPF performance, existing Cilium users | β | β |
| Istio | Service mesh users | β | β |
| NGINX Gateway Fabric | NGINX familiarity | β | β |
Donβt do a big-bang migration. Gateway API and Ingress coexist peacefully.
Migrating to Gateway API? I help platform teams modernize their Kubernetes networking. Get in touch.\n
AI & Cloud Advisor with 18+ years experience. Author of 8 technical books, creator of Ansible Pilot, and instructor at CopyPasteLearn Academy. Speaker at KubeCon EU & Red Hat Summit 2026.
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