Panna cotta and milk pudding share similarities in that they are both creamy desserts, but they differ in texture and ingredients. Milk pudding can be thickened with starches like cornstarch or rice flour, whereas panna cotta is set with gelatin, offering a distinctively smooth, jelly-like consistency.