100 Days of MLOps· day 85 of 100
DAY 85MLOps

Scaling & Autoscaling

Day 85 of 100 Days of MLOps. A traffic spike shouldn't take your model down, and a quiet night shouldn't cost you a full fleet. Today you make your deployment elastic: scale the replica count by hand with one command, then set up a HorizontalPodAutoscaler that adds and removes pods automatically based on CPU. You'll write and validate the HPA manifest and see why it needs resource requests to work. It's the elasticity a single container could never give you — grow to meet load, shrink when it passes. Runs 100% locally on any OS.

Jul 12, 2026 8 min read1.6k words

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