Knative: Serverless on Kubernetes#

Knative brings serverless capabilities to any Kubernetes cluster. Unlike managed serverless platforms, you own the cluster – Knative adds autoscaling to zero, revision-based deployments, and event-driven invocation on top of standard Kubernetes primitives. This gives you the serverless developer experience without vendor lock-in.

Knative has two independent components: Serving (request-driven compute that scales to zero) and Eventing (event routing and delivery). You can install either or both.

Canary Deployments Deep Dive#

A canary deployment sends a small percentage of traffic to a new version of your application while the majority continues hitting the stable version. You monitor the canary for errors, latency regressions, and business metric anomalies. If the canary is healthy, you gradually increase its traffic share until it handles 100%. If something is wrong, you roll back with minimal user impact.

Why Canary Over Rolling Update#

A standard Kubernetes rolling update replaces pods one by one until all pods run the new version. The problem is timing. By the time you notice a bug in your monitoring dashboards, the rolling update may have already replaced most or all pods. Every user is now hitting the broken version.

Gateway API: The Modern Replacement for Ingress#

The Ingress resource has been the standard way to expose HTTP services in Kubernetes since the early days. It works, but it has fundamental limitations: it only supports HTTP, its routing capabilities are minimal (host and path matching only), and every controller extends it through non-standard annotations that are not portable. Gateway API is the official successor – a set of purpose-built resources that provide richer routing, protocol support beyond HTTP, and a role-oriented design that cleanly separates infrastructure concerns from application concerns.