Architecture comparison
E-Commerce
Shopify runs a modular monolith (primarily Ruby on Rails) deployed as multi-tenant pods, each with its own MySQL, Redis, and memcached, on Kubernetes clusters running on Google Kubernetes Engine, with Kafka-centric data pipelines for CDC, analytics, and event distribution.[1][10][11][14] Traffic is handled via a global edge (Anycast + nginx/OpenResty) feeding stateless app workers into these pods, enabling regional failover, blast-radius isolation, and large flash-sale scaling.[2][3][11][16]
E-Commerce
Home-goods retailer on Google Cloud; in-house recommendation/visual ML plus Gemini (Vertex) for shopping assistants.