Tumors can be divided into ‘hot' (T cell inflamed) or ‘cold' (T cell noninflamed) according to the presence of immune cells. In this review, we discuss variables that influence T cell migration into the tumor microenvironment. Chemokines can attract T cells to the tumor site and tumor intrinsic pathways can influence the composition of local chemokines. Tumor-induced vasculature can hamper T cell migration. Other immune cells and tumor-derived molecules can block T cell proliferation and survival. It is important to better understand these mechanisms in order to target them therapeutically. Enhancing T cell infiltration may increase response rates to immunotherapy and increase survival.