Two-dimensional materials, such as graphene and Mxene, have demonstrated attractive electrical and electrochemical properties for flexible electronic applications. However, their direct incorporation into textile structures for truly "wearable" applications have rarely been investigated or demonstrated. In this talk, we will introduce the recent progress of our research group on relevant topics, namely 1) 2D-material based hybrid yarns as supercapacitors via industrialized wet-spinning processes, and 2) wearable microsupercapacitors on various textile structures (PET or Cotton fabrics, and PP or nylon nonwovens) with good washfastness and high flexibility. We will focus on the fundamental aspects and major technological obstacles of the integration of novel functional materials with traditional textile processings and products.