Personalized Grocery Recommendations using AWS Personalize

Mobile App / Web App

Event Stream Clicks & Views Add to Cart Purchases

Amazon Kinesis Data Streams

Item Catalog & Inventory

User Profiles

Data Lake

ETL Jobs

Metadata Datasets

AWS Personalize Interactions Dataset Users Dataset Items Dataset Solution Campaigns User-Personalization > Similar-items Trending Now

REST API Orchestration Logic Fallback Rules Inventory Check Re-ranking Layer

Recommendation Service Home Screen Product Page Cart Page

Monitoring & Analytics Amazon CloudWatch -> Amazon QuickSight -> Retraining Jobs -> Amazon SageMaker