Ranking and Recommendations

DukieX ranks products, discussions, livestreams, profiles, and spaces using signals that help users find relevant, current, safe, and useful content.

The main ranking signals include:

• Search relevance: how closely titles, descriptions, tags, categories, and keywords match the query.
• Freshness: published and updated dates, especially for default newest feeds.
• Popularity: views, saves, likes, purchases, review activity, and other aggregate engagement.
• Availability and quality: stock, status, moderation state, seller information, and marketplace eligibility.
• Featured placement: editorial or operator-selected boosts where the product or content is marked as featured.

Where available, users can change sort order, search terms, categories, price filters, size filters, condition filters, and availability filters. Blocking, muting, moderation, and privacy settings may also affect what appears.

Featured, sponsored, or paid placements should be labelled or explained where they materially affect ordering. DukieX does not intend to hide paid influence in search, feeds, or recommendations.