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Build a full-stack automated product auto-tagging and visual similarity search micro-service for fashion e-commerce store catalogs using Node.js, Python (FastAPI), PyTorch/OpenCLIP, and Qdrant vector database.

CORE REQUIREMENTS & DATA MODEL:
1. Catalog Ingestion Service:
   - Synchronize product catalog images via Shopify Webhooks (products/create, products/update).
   - Store Product, Variant, and ProductImage entities in a PostgreSQL database using Prisma ORM.
   - Extract raw image URLs and queue them in Redis BullMQ for vision processing.

2. Visual Feature Extraction & Auto-Tagging Pipeline:
   - Create a Python FastAPI inference worker using OpenCLIP (ViT-B/32) and fine-tuned fashion classification prompts.
   - Extract granular fashion taxonomy attributes from images: Category (e.g., Midi Dress, Bomber Jacket), Color, Pattern (e.g., Floral, Houndstooth), Neckline (e.g., V-Neck), Sleeve Length, Material, and Fit.
   - Return visual attribute tags with confidence scores (>0.85 threshold auto-approved; <0.85 flagged for review).
   - Write structured attributes back into Shopify Product Metafields automatically.

3. Visual Search & Similarity Engine:
   - Generate 512-dimensional vector embeddings for every product main image using CLIP vision encoder.
   - Upsert embeddings into a Qdrant collection with payload data: { product_id, vendor, category, price, in_stock }.
   - Provide a fast REST/GraphQL endpoint `/api/v1/similar-products` accepting image URLs or product IDs to return top-10 visually similar items with metadata filtering.

4. On-Site JS Embed Widget:
   - Create a lightweight vanilla JavaScript widget that injects a 'Visually Similar Items' carousel below the Product Detail Page (PDP) main gallery.
   - Fetch recommendations asynchronously from the backend API with response times <150ms.

FAILURE MODES & BOUNDARIES:
- Out of scope: Interactive Virtual Dressing Room / generative garment warp on custom customer selfies.
- Out of scope: Generative AI on-model imagery creation pipelines.
- Handle rate-limiting gracefully on Shopify Admin API batch metafield updates.
- Fail closed if image processing pipeline drops; queue retry max 3 times before logging error event.

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