Coupling capacitors are components used in electronic circuits to connect two stages of a circuit while allowing AC signals to pass through while blocking DC components. They play a crucial role in amplifier configurations by preventing DC biasing from one stage affecting another and ensuring that only the desired AC signals are transmitted. This allows for better signal integrity and prevents distortion in multi-stage amplifiers.