We consider a random walker in a dynamic random environment given by a system of independent simple symmetric random walks. We will describe some perturbative results that can be obtained via multi-scale analysis, including regimes of high density, low density and large drift on particles. Based on joint works with Oriane Blondel, Marcelo Hilário, Frank den Hollander, Vladas Sidoravicius and Augusto Teixeira.