Scale Up/Down and Scale Out/Inimage

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Scale up/down increases/decreases a component's capacity to handle larger or smaller workload. For example, increasing a virtual machine from 1GB memory to 32GB memory.

Scale out/in means adding more or less nodes to a system/cluster to increase or decrease processing capacity. 

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