Architecture comparison

Mercado Libre vs Shopify

Mercado Libre runs closer to the foundational model (Native (own / self-hosted weights)) than Shopify (Direct API). Shared foundation: OpenAI · GPT (highlighted).

Mercado Libre

E-Commerce

Proximity

Native (own / self-hosted weights)

Models

proprietary / self-built modelsOpenAI · GPT

Cloud · datastore

AWSownMySQL

Compliance

SOC 2PCI DSS

Architecture

LatAm commerce/fintech giant; large in-house recommendation/fraud ML plus OpenAI for assistants.

Shopify

E-Commerce

Proximity

Direct API

Models

OpenAI · GPT

Cloud · datastore

GCPMySQL (heavily sharded, pod-based)RedisMemcachedKafkaGoogle Cloud StorageConfluent Schema Registry

Compliance

PCI DSSSOC 2ISO 27001GDPR

Architecture

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]

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