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Teardown12 min readApr 11, 2026

Inside the Meta Ad Library: how we scrape 2M+ creatives for competitor intelligence

The scrapers, the rate limits, the data model, and how Lumi turns raw ad dumps into "here is what your competitor is about to test."

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