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Design Search Autocomplete

A full case study of typeahead suggestions, covering tries with cached top-k lists, offline index builds, caching and sharding by prefix.

30 min5 interactive

Requirements

Autocomplete (also called typeahead) shows suggested searches while you type. Typing ca might show car insurance, cat videos, cake recipe.

Functional:

  • For a typed prefix, return the top 5 suggested queries, ranked by popularity.
  • Suggestions reflect real past searches.

Non-functional:

  • Very fast: under about 100 ms end to end, since it runs on every keystroke.
  • Highly available; stale suggestions are fine, slow ones are not.
  • Updates can lag by hours for ordinary queries.
  • Never suggest offensive or banned terms.
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