KServe (KFServing) — what does it provide?

medium

Answer

$Kubernetes-native model serving.$
$Features: (1) autoscaling to zero (serverless).$
$(2) canary + traffic splitting.$
$(3) explainer / transformer sidecars.$
$(4) multi-framework via serving runtimes (Triton, TorchServe, ONNX).$
$(5) built-in metrics + tracing.$
$Built on Knative.$
$Standard for K8s-first orgs.$
$Alternatives: Seldon Core (feature-richer), Ray Serve, custom Deployment + Service.$

Check yourself — multiple choice

Random
K8s-native serving: autoscale-to-zero (serverless) + canary + traffic split + explainer/transformer sidecars + multi-runtime (Triton/TorchServe/ONNX) + metrics/tracing; on Knative; alt Seldon/Ray Serve
Just K8s
Not real

KServe: K8s + autoscale-to-zero + canary + multi-runtime + Knative.

#serving#infrastructure

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