I will describe some recent developments on random polymer models which have an underlying integrable structure which makes them exactly solvable. The continuum scaling limits of these models are related to the KPZ equation and have some remarkable properties. Parts of this talk will be based on joint work with Ivan Corwin, Timo Seppalainen, Jon Warren and Nikos Zygouras.