Feature Matrix

Capability

Cost Impact

Perf. Impact

Security

Best For

HTTP Scaler

20-40%

Sub-sec

TLS

Latency-sensitive APIs

Predictive Scaler

Resource waste

Proactive

Traffic pattern apps

OTel Scaler

Infra $

Fast

AI / ML & GPU

Multi‑Cluster Scaling

Resilience

Edge & multi-region fleets

Intelligent Vertical Scaling

Over-alloc

Stable

Apps with variable resource usage

Scaling Groups

Guardrail

DB-bound apps

Dashboard

Visibility

SSO / SAML

Platform teams

Hardened KEDA

SOC2, FIPS

Regulated envs