Allocating cloud costs is hard, and forecasting them is even harder. Pinterest once committed to paying a smashing $170 million for AWS services in advance and was then forced to buy extra capacity at a much higher rate, spending some $20 million more than estimated. 

How are you supposed to reserve capacity in advance when you have no idea how much of it your company is going to need one or three years from now?

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