Here's the key difference:

* Eukaryotic cells have a true nucleus enclosed by a membrane, as well as other membrane-bound organelles like mitochondria and Golgi apparatus.

* Prokaryotic cells lack a nucleus and other membrane-bound organelles. Their DNA is located in a region called the nucleoid, which is not enclosed by a membrane.

Bacteria, along with archaea, are classified as prokaryotes.