Efficient computing in cryogenic environments, encompassing classical von Neumann architectures, advanced quantum and neuromorphic systems, holds the potential to revolutionize big data processing. As the demand for high storage density and energy-efficient memories grows, the absence of a clear solution for cryogenic memory remains a challenge. Here, we present a cryogenic capacitorless Random Access Memory (C2RAM) utilizing advanced Si technology. This innovation is positioned to reshape cryogenic computing, with its high scalability and the capacity to be written and erased across multiple-states, significantly boosting the storage density. Notably, the C2RAM requires only ultra-low write energies, measuring just a few zeptojoules and provides exceptionally long retention times preserving data for over a decade. This positions C2RAM as a prime contender for nonvolatile memory for cryogenic von Neumann architectures and quantum technologies. In addition, the memory unit emulates biological synapses, including potentiation and depression, enabling a seamless integration into crossbar arrays, requiring no additional selectors for neuromorphic computing. The fusion of logic and analog capabilities unlocks substantial potential for high-density cryogenic memory applications. This innovative breakthrough enables the convergence of classical von Neumann, quantum, and neuromorphic computing, harnessing the significant performance advantages anticipated at cryogenic temperatures.