The main advantage of using containers in software deployment is their ability to provide a lightweight and consistent environment for applications across various platforms. Containers encapsulate an application and its dependencies, ensuring that it runs reliably regardless of where it is deployed. This approach enhances scalability, as containers can be easily replicated or orchestrated using tools like Kubernetes. Additionally, they streamline the development and testing process, reducing time-to-market and improving overall operational efficiency.