Starting a Go application can be as simple as creating a main file with a basic "Hello, World!" function. Unlike other languages with extensive frameworks, Go relies heavily on its robust standard library, allowing developers to build production-ready applications with minimal dependencies. The community favors a modular approach, using lightweight third-party packages for specific needs, such as HTTP routing and database access, while encouraging the use of GitHub or GitLab URLs for dependency management.