This is not unusual in our Town. The building Dept is very helpful in this situation if you just ask them. Like anything else, there is a process and fees involved. Typically homes built before 1957 in Southold did not have CO's when they were built.
I have been through this process dozens of times and can help you if you wish to contact me!