Certainly, there are such cases. But we very often have physics applications where the model isn’t multi-level, or at least not with many levels, and where the posterior is well behaved. In such cases, it’s quite common in our community to determine the mode as well as credible regions and other quantity.
There are nasty cases too, of course … but many times, the real word is actually kind to us. 