Occasionally I will hold a finger over the exhaust while cranking to start but only for a second or three. If it still won't start, then there's a problem in that fuel is just not getting to the engine.

Look for air leaks in the fuel lines to the needle or between the needle and the carb. You probably can't see a hole/crack but tubing is cheap. Just replace it and try again.