Yeah sure it is totally the fault of framework X being less popular than framework Y. That is the reason why you don't find devs for framework X.
The low pay and bad organisation has nothing to do with this. Yes it is probably the best idea to take the 4 years of work in X and continue it in Y. The devs will fight for a job where an Y app is integrated into an X app...