FlavorDB is a comprehensive database containing 25,595 flavor molecules and their associations with 936 natural ingredients across 34 categories. The resource enables exploration of flavor molecules for applications including food pairing discovery, ingredient analysis, and understanding flavor mechanisms through their chemical and sensory properties.