And you shall put pure frankincense on each pile, that it may go with the bread as a memorial portion as a food offering to YHWH.
Leviticus 24:7

The frankincense on the showbread table was removed from the bread and burned as incense before the bread was eaten, and not baked into the bread. Yuck. That would be awful.