We will be interested in uniform random triangulations with fixed size and genus when the genus is proportional to the size. In this regime, typical triangulations enjoy expander properties which brings them close to random graph models. For example, we will see that graph distances become logarithmic in the size. This contrasts sharply with the fractal nature of random planar triangulations. Based on joint works with Baptiste Louf and Guillaume Chapuy.