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Pinterest Engineering Blog - Medium · Apr 27, 2026

From Clicks to Conversions: Architecting Shopping Conversion Candidate Generation at Pinterest

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Authors: Richard Huang | Machine Learning Engineer II; Yu Liu | Senior Machine Learning Engineer; Ziwei Guo | Senior Machine Learning Engineer; Andy Mao | Staff Machine Learning Engineer; Supeng Ge | Sr. Staff Machine Learning Engineer Introduction At Pinterest, conversion ads are crucial for matching users with products they are likely to purchase, boosting value for both users and advertisers¹.…

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