The flavor of lilacs is just like their scent, which can be hard to describe! Lilacs are richly perfumed, with a floral scent and flavor that's sweet and similar to lily of the valley, honey, and rose. In other words, lilacs smell like spring. Steeping them in cream gives this ice cream a gentle flavor and scent of lilacs without overpowering it.