Designing Scalable Azure Architectures: What Breaks First in Real-World Systems Scalability is one of the main reasons organizations choose Microsoft Azure, yet many cloud systems fail long before they reach their intended scale. In theory, Azure offers virtually unlimited resources. In practice, real-world architectures often break under growth due to design assumptions, overlooked bottlenecks, and operational blind spots. Designing scalable Azure architectures is not only a