Pinterest Uses Content Fingerprints for URL Deduplication Across Millions of Domains

Pinterest introduced MIQPS, a URL normalization system that uses rendered content fingerprints to determine which query parameters change page identity. It replaces rule-based methods with offline analysis, anomaly detection, and runtime parameter maps to reduce duplicate processing and improve ingestion efficiency and scalability.