This document discusses how a startup serving widgets on popular online publications scaled their infrastructure using Amazon Web Services to handle spikes in traffic from over 1 billion users sharing over 10 billion URLs. They used a hub-and-spoke architecture with components like Cascading, Amazon Elastic MapReduce, and AsterData to analyze user sharing patterns in a cost-effective and horizontally scalable way.