Where Shopping Concierge data comes from
Search results are built from multiple retrieval and extraction paths, then validated with relevance and trust checks before display.
Content Freshness
Last updated: March 15, 2026
Coverage notes expanded for regional variance, merchant-link fallbacks, and price verification behavior.
Primary search and shopping feeds
We gather candidate listings from shopping and organic discovery paths, then enrich those candidates with page-level extraction when needed.
Coverage can vary by product type, merchant anti-bot controls, and region-specific inventory differences.
Structured extraction and fallback scraping
For pages that expose product schema, we prefer structured extraction. If details are incomplete, fallback extraction paths are used to recover price and condition context.
Some merchants limit automated access. In those cases, unresolved or low-confidence results can be preserved with caution labels rather than silently dropped.
Known limits and how to interpret them
Not every listing can be fully validated in real time. Treat marked caution listings as optional exploration, and use verified results as the primary shortlist.
For testing details, review How we test.