Cherry flavor and almond flavor share a similar chemical compound called benzaldehyde, which is responsible for their nutty, slightly sweet taste and aroma. In real cherries, the almond taste less pronounced, which is why cherry and almond extract are often paired together in recipes to enhance that natural flavor.