Thundering herd: taming the stampede

How a single expired key took Black Friday down, the maths of the herd, five defences (locking, coalescing, probabilistic expiry, background refresh, stale-while-revalidate) and how to choose, the edge cases that break them, and how Instagram and a trending-topics design keep the database safe.