Interactive Systems Explainers

Autoscaling Playground

See how autoscaling reacts to traffic spikes, queue growth, and changing system pressure.

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Autoscaling experiment controls
Scaling strategy
Scaling type

Key Observations

What to Notice

Reactive Scaling

The autoscaler changes capacity only after queue pressure is already visible. Traffic moves first; capacity follows later.

Aggressive Scaling

Fast reactions can overshoot. Extra capacity arrives in bursts, then disappears as the system swings back.

Conservative Scaling

Slow decisions avoid thrashing, but the queue stays hot longer while the system catches up.

Horizontal vs Vertical Scaling

Horizontal scaling spreads work across more workers. Vertical scaling makes one worker stronger while the bottleneck stays central.

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