Active bookshelf speakers, also known as powered speakers, have a built-in amplifier, eliminating the need for an external amplifier or receiver. Passive bookshelf speakers, on the other hand, require an external amplifier or receiver to power them. Active bookshelf speakers are more convenient and self-contained, while passive bookshelf speakers offer more flexibility in choosing and upgrading your audio setup.