Thousands of storefronts, one second

It is Black Friday, and Shopify is the engine behind thousands of independent merchant storefronts at once. At its 0 peak, Shopify processed over $4 million in sales per minute, with product prices and inventory counts being read millions of times per second. A single cache server could never hold all that data, and if it crashed, every request would fall straight to the database at once.