Style Jukebox is a cloud music streaming service that stores over 4.5 million songs for 125,000+ users. It faces challenges with scalability, availability, and latency due to its large user base and song library. It addresses these by using Azure services like SQL databases, storage, caching, and content delivery networks distributed across data centers for high performance as the system scales.