Lavender in a latte adds a floral, aromatic, and slightly earthy flavor. Making a honey lavender latte recipe (instead of using cane sugar for the lavender syrup) creates a sweeter drink with a smooth texture and caramel notes. The honey provides a subtle sweetness while the lavender gives it an herbal, calming feel.