A singleton class in Java allows only one instance of the class to be created, which is beneficial for resource management and performance. It can be implemented using private constructors and public factory methods, with two common approaches for creation. The first approach creates the instance at the beginning, while the second creates it only upon the first request, thereby optimizing memory usage.