The primary difference between a prokaryotic and a eukaryotic cell is the absence or presence of a nucleus. Prokaryotic cells, such as bacteria, lack a defined nucleus and membrane-bound organelles, while eukaryotic cells, found in plants and animals, possess a true nucleus and complex organelles. This structural variation influences their functions and capabilities.