It's Super Bowl Sunday. Patrick Mahomes just threw a 65-yard TD at halftime. 100 million people simultaneously open Google and type 'Super Bowl score'. Your autocomplete is returning zero results for the most searched phrase in the country. The Trie was last rebuilt at 2am. 'Super Bowl score' had only 1,200 searches yesterday. It didn't make the top-5 cutoff. Your pager fired 47 seconds ago.
Design an autocomplete system that returns the top-5 suggestions for any prefix in under 50ms, handles 100,000 requests/second at peak, and reflects trending searches in near-real-time — even if they weren't in last night's Trie build.