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System Design HLD Example: Search Autocomplete (Google/Amazon)

TLDR: Search autocomplete must respond in sub-10ms to feel "instant." The core trade-off is Latency vs. Data Freshness: we use an offline pipeline (Spark) to pre-calculate prefix-to-suggestion mappings and store them in Redis Sorted Sets (or a specia...

Mar 13, 2026•14 min read

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