Batch recommendations limited relevance
Delayed updates prevented timely, personalized suggestions.
We delivered real-time recommendation retrieval
A system was built to serve personalized recommendations at request time.
Two-tower recommendation architecture
A two-tower model retrieved candidate items at household level, scaling across billions of records.
Improved personalization for grocery shoppers
Timely recommendations enhanced shopping experience and engagement.



