Hitler knew the history of Napolean in Russia and accordingly planned his invasion for an earlier kickoff but got bogged down trying to bail out his hopeles Italian ally. He probably convinced himself that with a mechanized army the results would be different.
It's easy to get into Russia. It's hard to get out.