Shrinking gradient Kähler-Ricci solitons model finite-time singularities of the Kähler-Ricci flow on compact Kähler manifolds. I will discuss the existence problem for shrinking gradient Kähler-Ricci solitons in the non-compact toric setting. This talk is based on joint work with Ivin Babu and Alix Deruelle.