This report summarizes four of the recently published supersymmetry (SUSY) searches performed on 139 fb$^{-1}$ of 13 TeV pp collision data collected by the CMS experiment between years 2016-2018. These are the combined search for electroweak production of winos, binos, higgsinos, and sleptons; search for stealth SUSY in final states with two photons, jets, and low missing transverse momentum; search for new physics in multijet events with at least one photon and large missing transverse momentum; and search for SUSY in final states with disappearing tracks. The latter is presented first time at the LHCP2023 conference. These searches, all targeting challenging signatures, feature innovative analysis methodologies and have resulted in enhanced sensitivity in various regions of the SUSY parameter space.