"Eggs in Purgatory" and "Shakshuka" are similar dishes featuring eggs poached in a tomato-based sauce, but they differ in flavor profiles and origins. Eggs in Purgatory is an Italian dish with a spicier and simpler sauce, while Shakshuka is a Middle Eastern/North African dish with a more complex, savory-spiced sauce often including ingredients like cumin and paprika.