The primary difference between eukaryotic and prokaryotic cells is the presence of a defined nucleus. Eukaryotic cells have a true nucleus containing their genetic material, while prokaryotic cells lack a membrane-bound nucleus and their DNA is located in the nucleoid region. Eukaryotic cells are generally larger and more complex, encompassing organisms like plants and animals, while prokaryotic cells include bacteria and archaea.