Trace-preserving maps are linear transformations on quantum states that ensure the sum of probabilities remains constant, preserving the trace of the density matrix. They are essential in quantum mechanics for modeling valid quantum operations, including quantum channels and measurements, without altering the total probability of the system's outcomes.