Shopify's machine learning platform is a relatively new investment, with teams actively building applications and algorithms. The collaboration between the algorithms team and the Merlin platform highlights the challenges of evolving complex systems while ensuring seamless migration to new capabilities. As the platform develops, the integration of features like the feature store is becoming increasingly streamlined.
