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- OFF incremental fetch via search API + persistent watermark (ingest_state, migration 0004) - GS1 barcode supplement adapter (offline mapping + GS1-style API) filling only gaps with field-level provenance - Non-GTIN dedup with canonical selection + merge_log; field-level conflict resolution (source trust > recency) - Quality scoring (0.4 completeness + 0.3 source trust + 0.2 multi-source + 0.1 freshness) wired into load/merge - Jobs: update_off, dedup, schedule; docs/ingestion-management.md - 19 new tests (pure + DB-integration), ruff clean Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>