The connections between analytic quantities arising from geometry and number theory have intrigued mathematicians since Gauss and Euler. In this talk we will investigate how to understand transcendence properties of periods of algebraic groups in terms of the underlying geometry of the group. Using theorems and conjectures about periods over the complex numbers as a starting point, we will present new algebraic independence results for periods of Drinfeld modules in the setting of function fields.