Conjugacy is not guaranteed by a name

Explain why support compatibility is necessary but not sufficient for a prior to be conjugate. Given an unfamiliar likelihood, write a practical sequence for searching its kernel for a conjugate family. What computational options remain if no useful standard conjugate family is available?

This exercise has no worked answer.