Starbucks uses simple syrup made from cane sugar as its base sweetener. Their flavored syrups (vanilla, hazelnut, caramel) are also cane-sugar-based with natural and artificial flavors.
For clean-eating versions, we swap in pure monk fruit syrup or organic coconut sugar simple syrup — same sweetness, no blood sugar spike.