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Design type-ahead search for a marketplace with fifty million products. It must feel instant.

Type-ahead is a latency budget wearing a search costume: keystrokes arrive every 200 milliseconds, so anything slower feels broken. Prefix indexes, freshness tiers, and typo tolerance are the scored parts.

Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.

Type-ahead is a latency budget wearing a search costume: keystrokes arrive every 200 milliseconds, so anything slower feels broken. Prefix indexes, freshness tiers, and typo tolerance are the scored parts.

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