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7 min read

Scaling vendor detection beyond hand curation

Why a three-layer classifier—signatures, open tracker lists, and heuristics—keeps scan evidence useful as the tracker ecosystem grows.

Engineering Trackers

Layer 1: brand-quality signatures

Hand-curated needles map hosts and paths to product names. They stay first in the pipeline so reports stay readable for remediation owners.

Layer 2: open tracker radar domains

A versioned offline extract from DuckDuckGo Tracker Radar expands coverage across thousands of domains without calling external APIs at scan time.

Layer 3: unknown third-party review

Novel script hosts that miss both layers surface as medium-severity manual review items. That keeps novel trackers visible without auto-failing every CDN request.