A digital piano is designed to replicate the sound and feel of an acoustic piano, with weighted keys and realistic piano tones. On the other hand, a synthesizer focuses on creating a wide range of sounds using built-in oscillators, filters, and modulation options. While both instruments have keyboards, they serve different purposes in music production.