This is a question I've actually pondered about for a while, did they go extinct due to being outcompeted by later herbivores such as ceratopsians and ankylosaurs? If so, what traits did the latter species possess that gave them an advantage in a changing environment compared to the stegosaurs?
What would stegosaurs look like if they were to hypothetically survive well into the Cretaceous?