Building an Ecommerce Recommendation Pipeline on AWS: The Parts That Bite
An idle Amazon Personalize setup does not throw errors. It just bills. A practical walkthrough of the five decisions that shape an AWS ecommerce recommendation pipeline: domain recommenders versus custom recipes, bulk versus streaming ingestion, schema limits, training cadence, and real-time versus batch serving, with the failure modes that stay invisible until the invoice arrives.