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How to build fast similarity search for email from the ground up · Blog · Sublime Security

ID: fbfb8e35-be66-52a9-a243-d362e33d1f85

STIX ID: report--fbfb8e35-be66-52a9-a243-d362e33d1f85

Feed Name: Sublime Security Blog

Date Published: 2026-01-15

Date Updated: 2026-05-01

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### Executive summary: This engineering deep-dive describes how Sublime groups similar email messages by converting message fields into tokenized and shingled sets, generating fixed-size MinHash fingerprints, and using banding to rapidly retrieve high-similarity candidates at scale; it also analyzes error tradeoffs when tuning band and row parameters and provides a Postgres-based inverted-index implementation for live clustering and low-latency similarity lookup.

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