Software problems can be grouped into three broad categories: Performant System Problems (e.g., scaling to millions of users like Twitter), Embedded System Problems (low-level hardware interaction in C/C++), and Complex Domain Problems (enterprise codebases requiring domain modeling, bounded contexts, microservices, and ubiquitous language). Each category presents distinct engineering challenges that influence technology and architecture choices.