Active bookshelf speakers have built-in amplification, meaning they can be directly connected to audio sources without the need for an external amplifier. Passive bookshelf speakers, on the other hand, require an external amplifier to power them. Active speakers offer convenience and often come with integrated features like Bluetooth connectivity and tone controls, while passive speakers offer more flexibility in amplifier selection and system customization.