Abstract We study sparsity constrained nonlinear optimization (SCNO) from a topological point of view. Special focus will be on M-stationary points Burdakov et al. (SIAM J Optim 26:397–425, 2016), also introduced as $$N^C$$ N C -stationary in Pan (J Oper Res Soc China 3...