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Here's a common situation and question from the mechanical-sympathy Google group by Avinash Agrawal on the black art of capacity planning:

How to get started with sizing and capacity planning, assuming we don't know the software behavior and its completely new product to deal with?

Gil Tene, Vice President of Technology and CTO & Co-Founder, wrote a very understandable and useful answer that is worth highlighting:


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