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Recommendations remain advisory, never alter price/availability/order decisions, and fall back safely when signals are sparse. ## Backend - Add a focused recommendations module/app and mount versioned public endpoints under `/api/v1/recommendations`. - Implement a deterministic ranking service over published, public, non-deleted products only: - Home: rank broadly useful products using availability, rating/review evidence, recency, and optional consented customer/cart affinity. - Product detail: prioritize same-category/brand and attribute similarity, excluding the current product. - Cart: derive complementary candidates from cart categories/brands while excluding every item already in the cart. - Return compact product-card data plus an explicit human-readable reason and recommendation context; use stable tie-breaking so results are reproducible. - Treat personalization as opt-in: accept/use customer behavior signals only when the profile consent flag permits it; anonymous or opted-out users receive contextual/non-personalized results. Do not persist new behavioral tracking for this release. - Add request validation, bounded result counts, query-efficient selectors/prefetching, and graceful empty responses. ## Frontend - Extend `lib/storefront-api.ts` with recommendation response types and fetch helpers, including rating fields already exposed by the catalog serializer. - Extract/reuse an accessible storefront product-card presentation and create a responsive recommendation rail that shows “Why this?” explanations, loading/empty/error-safe states, and clear non-personalized/opt-out copy. - Home (`app/page.tsx`): preserve the existing admin dashboard route behavior by moving the dashboard to an admin route if necessary, then make the storefront landing experience reachable and add the general recommendation rail. - Product detail (`app/products/[slug]/page.tsx`, `components/product-detail.tsx`): fetch and render related recommendations below evaluation/review content, excluding the active product. - Cart: add the currently missing `/cart` customer surface using the existing cart GET/PATCH/DELETE APIs, then render complementary recommendations below authoritative cart totals. Update existing cart icons/links to route to it. - Recommendation cards link to PDPs; cart additions continue through the authoritative existing cart API rather than optimistic price/stock assumptions. ## Tests and Documentation - Add backend tests covering deterministic order, exclusions, visibility/publication constraints, contextual reasons, consent/anonymous fallback, invalid parameters, and empty catalogs. - Add frontend/type-level validation where supported and verify responsive, keyboard, accessible-name, loading, empty, and degraded states for all three placements. - Run Django recommendation/catalog/cart tests, frontend lint/type checks, and production build; fix regressions. - Update `docs/IMPLEMENTATION_STATUS.md` and relevant feature/acceptance documentation to mark FE-27 implemented and accurately describe the deterministic, explainable, opt-in scope (not generative AI). ## Constraints - No AI SDK, AI Gateway, new database, or external recommendation service. - No hidden 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