TL;DR: This pipeline uses dbt Core + DuckDB locally — no infrastructure — to normalize domains, deduplicate URLs, enforce data contracts via tests, and materialize four analyst-ready mart tables from raw SERP API output.
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After web ingestion, you’ll have inconsistent domains, duplicate URLs across...
🛡️ VERIFIED CYBER INTELLIGENCE ID: #3331864