Then they were defeated through superior organization, admin, logistics and training; If you want to talk about Byzantines.

When the Goths took over Rome they maintained everything till the ERE came and caused a lot of destruction and imo Rome ended then.

I might say the gap between the northern non Romans and the Romans lessened and the Romans got less advantages to use over the barbarians when the barbarians are adapting and are Romanised.