System Design

Basket recommendation model served as a production-grade REST API. Architecture designed in Excalidraw before implementation. Model loaded from a joblib artifact via a feature store, with one handler file per endpoint.

• arrow_forwardGET /status: health check
• arrow_forwardPOST /predict: returns basket recommendations for a given user_id
• arrow_forwardGET /metrics: Prometheus-compatible metrics in plain text format

• arrow_forwardFull routers / services / utils / models / exceptions layer separation
• arrow_forwardPydantic schemas for request and response validation
• arrow_forwardPostman collection with JSON tests for endpoint validation
• arrow_forwardLoad tested with attack.sh