This is a talk I gave with Dr. Kamelia Aryafar on how we use techniques for learning to rank at Etsy from the theory applied to production pipeline and challenges from two perspectives: (i) a single modality model using traditional text-based features, and (ii) a multimodal approach that includes both text and visual clues from Etsy listings.