The Adapter Pattern is a software design pattern that enables the interface of an existing class to be used as another interface, allowing incompatible classes to work together without modifying their source code. It involves an adapter that translates the interface of one class into an interface expected by clients. The document also discusses when to use the adapter pattern versus modifying existing classes.