Unitary Patent: a tale of two patents

Being a member of the EU, one would expect it to be easy and fast to register a patent and be given uniform protection throughout the member states. Being an inventor or businessman targeting the EU, one would expect it to be easy to file a single application and receive uniform protection without any further costs. But is this the case?