In this special issue of Evo-Devo of the amniote integument, Alibardi has discussed the adaptation of the integument to the land. Here we will discuss the adaptation to the sky. We first review a series of fossil discoveries representing intermediate forms of feathers or feather-like appendages from dinosaurs and Mesozoic birds from the Jehol Biota of China. We then discuss results from the molecular and developmental biological experiments using chicken integument as the model. Feather forms can be modulated using retrovirus mediated gene mis-expression that mimics those found in nature today and in the evolutionary past. The molecular conversions among different types of integument appendages (feather, scale, tooth) are discussed. From these evidences, we recognize that not all organisms with feathers are birds, and that not all skin appendages with hierarchical branches are feathers. We develop a set of criteria for true avian feathers: 1) possessing actively proliferating cells in the proximal follicle for a proximo -distal growth mode; 2) forming hierarchical branches of rachis, barbs and barbules, with barbs shaped by differential cell death into either bilaterally or radially symmetric structures; 3) having a follicle structure, with a mesenchyme core during development; 4) maturing into a structure consisting of epithelia without a mesenchyme core with two sides of the vane facing the previous basal and supra-basal layer, respectively; and 5) having stem cells and dermal papilla in the follicle and hence the ability to molt and regenerate. A model of feather evolution from feather bud → barbs → barbules → rachis is presented, which is opposite to the old view of scale plate → rachis → barbs → barbules.