We investigated the iron-based ladder compounds (Ba,Cs)Fe2Se3. Their parent compounds, BaFe2Se3 and CsFe2Se3, have different space groups, formal valences of Fe and magnetic structures. Electrical resistivity, specific heat, magnetic susceptibility, X-ray diffraction and powder neutron diffraction measurements were conducted to obtain temperature and composition phase diagram of this system. Block magnetism observed in BaFe2Se3 is drastically suppressed with Cs doping. In contrast, stripe magnetism observed in CsFe2Se3 is not so fragile against Ba doping. New type of magnetic structure appears in intermediate compositions, which is similar to stripe magnetism of CsFe2Se3, but inter-ladder spin configuration is different. Intermediate compounds show insulating behavior, nevertheless finite T -linear contribution in specific heat was obtained at low temperatures.