Computations in perturbative Quantum Field Theory typically involve a certain kind of integral, the so-called Feynman integrals. Without assuming prior knowledge of particle physics, I will point out some of the main ideas on why we need these integrals and how they arise from certain graphs. In the end I will briefly point out some recently developed interrelations with modern mathematics.