Where each option fits

Pick by workload and stage. Use Karpenter for nodes, KEDA or Kedify for pods, and HPA for CPU and memory.

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Kedify: Enterprise layer on KEDA for APIs and AI. Adds HTTP/gRPC/predictive autoscaling, GPU/AI/LLM scalers, in-place vertical resize, and a multi-cluster dashboard with FIPS.

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KEDA (community): Extends HPA with external metrics for event-driven scaling. Great for queues and streams when you’re early.

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HPA (Horizontal Pod Autoscaler): Simple CPU and memory scaling in Kubernetes. Not event-aware without KEDA.

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Karpenter: Optimizes nodes for capacity and packing. Complements KEDA/Kedify, which scale pods, and helps control fleet cost.