Sql Script takes much longer than estimated
I figured it was the Revovery Model that was left set to FULL. As the article linked in the question says,  it is required to change it to simple of bulk: "The recovery model SIMPLE and BULK_LOGGED perform "best" contrary to the recovery model FULL." 
So, after setting it to simple the process performed within couple of minutes.