Absorbed a 7x launch spike with autoscaling
Capacity planning was a spreadsheet nobody believed, and we kept finding the ceiling the hard way — in production, during the biggest week of the year. I made headroom measurable: load-tested against real traffic shapes, found the true limits, and gave us the numbers to scale before the wall instead of into it.
Load-tested to the real ceiling and tuned autoscaling; a 3x traffic spike scaled cleanly with headroom to spare.