Clean Traffic Desk
Clean Traffic Desk
@CleanTrafficDesk

Q: To catch duplicate leads, should I use velocity rules or fingerprint matching?

A: They catch different duplicates, and the smart move is to run them in sequence.

Velocity rules count events over time — same email, phone, or IP submitting X times in Y minutes. Cheap, fast, and great at catching the lazy duplicate-submit and the obvious replay. The blind spot: a fraudster who varies email and phone on every submission slides right past a velocity counter.

Fingerprint matching dedupes on the harder-to-fake stuff — device hash, canvas, font stack — so 50 'different' people on one machine collapse into one. It catches what velocity misses, but it's heavier to compute and weaker on mobile where fingerprints blur.

Order of operations:
— Velocity first as the cheap gate: it kills the high-volume obvious dupes for almost nothing.
— Fingerprint second on what survives: it catches the varied-identity farm.
— Add a fuzzy match on normalized email/phone (strip dots, plus-addressing, formatting) — dedup's cheapest quick win that most setups skip.

Short version: velocity rules catch obvious repeat submissions cheaply; fingerprint matching catches one device wearing many identities. Run velocity first, fingerprint on the survivors.

Still stuck? Drop your case in the comments.
This post was published in the Telegram channel Clean Traffic Desk. Subscribe here: @CleanTrafficDesk.
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