https://adityabavadekar.github.io/tags/architecture/Recent content in Architecture on Aditya BavadekarHugoen-usThu, 14 May 2026 10:00:00 +0530https://adityabavadekar.github.io/blogs/massive-sample/Thu, 14 May 2026 10:00:00 +0530https://adityabavadekar.github.io/blogs/massive-sample/<h1 id="introduction-to-scalability"> Introduction to Scalability <a class="anchor" href="#introduction-to-scalability" aria-hidden="true">#</a> </h1> <p>Scalability is not just a feature; it is a fundamental property of modern software systems. As we move deeper into the era of global-scale applications, understanding how to build systems that grow gracefully with demand is more critical than ever. This post explores the multi-layered complexity of scalability, from low-level resource management to high-level architectural patterns.</p> <p>Scalability often gets confused with performance. While performance is about how fast a system can process a single request, scalability is about the system&rsquo;s ability to handle an increasing amount of work by adding resources. In a perfectly scalable system, doubling the resources should exactly double the capacity. However, in reality, we often face diminishing returns due to overhead, contention, and coordination.</p>