Test doubles are objects or methods that mimic real objects or methods in a controlled environment, allowing isolation of the system under test (SUT) and focus on its specific functionality, overcoming challenges like slow/unreliable dependencies, side effects, and brittle tests. There are four types: mocks, stubs, spies, and fakes.