Shopifys Machine Learning Platform Real Time Predictions

Shopify's Merlin platform gave machine-learning teams a shared way to turn trained models into services that answer incoming requests. In its March 2023 engineering account, Shopify describes each use case running as a dedicated service that loads its model into memory and exposes a prediction endpoint. Teams can configure scaling and monitor response times separately for each service. This matters when a prediction must inform a live interaction, such as the inbox classification use case Shopify cites: the model needs a maintained serving system around it, and Merlin supplies that common infrastructure.