This narrative review examines the potential of collagen hydrolysates (CHs) and their bioactive peptides (BAPs) for treating osteoarthritis. It summarizes evidence from human clinical trials showing benefits for joint pain and mobility, alongside preclinical studies on bone and cartilage health, while highlighting key gaps in knowledge about digestion, bioavailability, and mechanisms.